Stop Renting AI Click Dashboards: Read Your Server Logs

  PRIESTLEY / LINKEDIN SEO (Phlogiston Lens)      RÖNTGEN / HONEYBOT + 911 OPTICS (Wire Lens)
 ┌──────────────────────────────────────────┐    ┌──────────────────────────────────────────┐
 │ CDN hides origin + GA4 waits for JS click│    │ Bare-metal access log + HTTP headers     │
 │  • Pays $10K/mo Chromium pre-render tax  │    │  • RFC 9110 Accept: text/markdown (0 tax)│
 │  • Rents "ChatGPT for Business" to see   │    │  • RFC 9111 Vary: Accept at existing CDN │
 │    the 1% of sessions where a human      │    │  • Sees 100% of zero-click RAG + crawler │
 │    clicked a citation link               │    │    fetches & mails the X-ray deed out    │
 └──────────────────────────────────────────┘    └──────────────────────────────────────────┘

> And then the surprising thing he did next was refuse to invent anything at all.
>
> In late 2026, an entire search industry was paying ten thousand dollars a month
> to runfarms of headless browsers—burning megawatts to render JavaScript into
> disposable HTML snapshots for bots—while cheering whenever an AI vendor sold
> them a dashboard showing a handful of referral clicks.
>
> When the builder asked a plain question in public—"Isn't all of that already in
> your web server logs?"—nobody answered. Not because they were hiding a secret,
> but because they no longer had web server logs. Years earlier, they had placed
> opaque cloud proxies and client-side analytics scripts in front of their own
> doors. Like William Crookes mailing fogged X-ray plates back to the factory as
> bad glass, they had filtered out the very anomaly that proved a new world had
> arrived.
>
> Meanwhile, Roy Fielding and Mark Nottingham had already wired the cure into the
> bedrock of HTTP. RFC 9110 let any AI agent ask a URL directly for clean
> Markdown; RFC 9111 told every CDN on Earth how to cache the HTML and Markdown
> side by side under a two-word header: Vary: Accept. The Crookes tube was already
> sitting on every desk. All it needed was Röntgen's packet to Lord Kelvin: a
> bare-metal plate proving what was happening in the dark, and a free open-source
> spectrometer—911 LLM Optics at SunPug.io—so any practitioner could develop the
> plate on their own site in sixty seconds.

context.txt
foo_files.py
GLOSSARY.md
imports/ascii_displays.py
remotes/honeybot/scripts/logs.py
remotes/honeybot/scripts/stream.py
remotes/honeybot/scripts/forest.py
! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

Review the live receipts for `GLOSSARY.md` / `foo_files.py`, `PatronusVisualShield` + `"clipboard"` + `SUNPUG_BORDER_BANNER`, and Honeybot's XFCE/terminal geometry from the `14:54` screenshot reading.
Execute Chisel Strike 1 (fixing the instrument readings caught on Röntgen's plate):
1. Make `https://sunpug.io` popup-proof on `#intelligence_panel` (flanking both left and right wings of the cyan divider and/or adjusting `PatronusVisualShield` vertical placement so centered cards never eclipse `sunpug.io` or clip `js_panel`/`md_panel` titles, plus diagnosing why Textual's top `Header()` and XFCE's bottom dock/cursor behaved as seen in the screenshot).
2. Replace the relic `"clipboard"` (`Clipboard Bus`) fallback in `OPTICS_SLOT` with a dedicated `911_optics` / Röntgen X-ray Triptych Patronus card (`VIEW-SOURCE` | `HYDRATED DOM` | `RFC 9110 MARKDOWN` -> `SHA-256 DEED @ SunPug.io`), and promote `911 LLM Optics` earlier in `forest.py` (`P0.30`) so viewers hit the payoff within the first seven minutes.

# # Context 1
# context.txt
# prompt_foo.py
# ! book
# ! markov
# ! rgxc 40
# ! latest

# Context 2
context.txt
foo_files.py
GLOSSARY.md
imports/ascii_displays.py
remotes/honeybot/scripts/logs.py
remotes/honeybot/scripts/stream.py
remotes/honeybot/scripts/forest.py
! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

 ┌────────────────────────┬────────────────────────┬────────────────────────┐
 │ 1. VIEW-SOURCE (WIRE)  │ 2. HYDRATED DOM (JS)   │ 3. RFC 9110 MARKDOWN   │
 ├────────────────────────┼────────────────────────┼────────────────────────┤
 │ Raw HTTP headers +     │ Headless browser DOM   │ Accept: text/markdown  │
 │ unrendered HTML bytes  │ diffed vs. wire HTML   │ + Vary: Accept (9111)  │
 │ (what crawlers fetch)  │ (exposes $10K/mo tax)  │ (0-tax edge AI feed)   │
 └───────────┬────────────┴───────────┬────────────┴───────────┬────────────┘
             └────────────────────────┼────────────────────────┘
 ┌────────────────────────────────────┴─────────────────────────────────────┐
 │  16 Wire-Truth Lenses -> Sealed SHA-256 optics_deed.zip (Zero SaaS Tax)  │
 │   FOSS Spectrometer: https://sunpug.io  |  curl -fsSL sunpug.io | less   │
 └──────────────────────────────────────────────────────────────────────────┘

context.txt
scripts/ytstage.py
apps/911_optics_workflow.py
assets/scenarios/optics_test.json
remotes/honeybot/scripts/stream.py
remotes/honeybot/scripts/forest.py
! .venv/bin/python -c 'import imports.ascii_displays as ad; has_t = "optics_triptych" in ad.FIGURATE_REGISTRY; ai = ad.figurate("optics_triptych").ai if has_t else ""; widths = {len(ln) for ln in ai.splitlines() if "│" in ln or "┌" in ln}; fn = getattr(ad, "compute_overlay_xy", None); xy = fn(1920, 1080, 920, 420, stage_band=True) if fn else (-1, -1); print("HAS_TRIPTYCH=", has_t, "PLUMB_BOX=", len(widths) == 1, "STAGE_XY=", xy, "STAGE_CLEAR=", 36 <= xy[1] and (xy[1] + 420) <= 560)'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import sys; sys.path.insert(0, "remotes/honeybot/scripts"); import logs; fn = getattr(logs, "format_sunpug_border_banner", None); b = fn(190) if fn else logs.SUNPUG_BORDER_BANNER; cnt = b.lower().count("sunpug.io"); lpos = b.lower().find("sunpug.io"); rpos = b.lower().rfind("sunpug.io"); print("HAS_FN=", bool(fn), "SUNPUG_COUNT=", cnt, "LEFT_POS=", lpos, "RIGHT_POS=", rpos, "WING_SAFE=", cnt >= 3 and 0 <= lpos < 20 and rpos > 160)'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; labels = [" ".join(b[0][1].get("label", "").split()) for b in forest.STATION_SEGMENTS]; b0_tease = "911 LLM Optics" in str(forest.STATION_SEGMENTS[0][7]); src = inspect.getsource(stream.run_optics_station_slot); p = stream.trigger_station_bead_live("optics", out_path=None); print("LABELS=", labels, "B0_TEASE=", b0_tease, "NO_CLIP_RELIC=", ("optics_triptych" in src and "clipboard" not in src), "CLAIM_GRACE=", "claim_grace" in src, "OPTICS_BEAD_OK=", " ".join(str(p.get("card", "")).split()) == "911 LLM OPTICS")'
! rg -n 'def |honeybot_optics_slot|15001|5001|claimed|weebo_active|firefox' scripts/ytstage.py

Target: imports/ascii_displays.py
[[[SEARCH]]]
def _center_and_raise(window_class, env=None, fill=False, margin=40, retries=10):
[[[DIVIDER]]]
def compute_overlay_xy(sw: int, sh: int, w: int, h: int, stage_band: bool = False) -> tuple:
    """Compute (x, y) for an overlay window; when stage_band=True (:10.0), keep compact cards above #middle_stage."""
    x = max(0, (int(sw) - int(w)) // 2)
    if stage_band:
        top_pad = 36
        upper_h = int(int(sh) * 0.54)
        if int(h) + top_pad + 8 <= upper_h:
            y = top_pad + max(0, (upper_h - top_pad - int(h)) // 2)
            return x, y
        return x, max(32, (int(sh) - int(h)) // 2)
    return x, max(0, (int(sh) - int(h)) // 2)

def _center_and_raise(window_class, env=None, fill=False, margin=40, retries=10):
[[[REPLACE]]]

Target: imports/ascii_displays.py
[[[SEARCH]]]
    # Raise above the maximized log stream (the prior add,above retry loop).
    for _ in range(retries):
        res = subprocess.run(
            ["wmctrl", "-x", "-r", window_class, "-b", "add,above"],
            capture_output=True,
            env=env,
        )
        if res.returncode == 0:
            break
        time.sleep(0.1)
[[[DIVIDER]]]
    # Raise above the maximized log stream and omit transient popups from XFCE's panel taskbar.
    for _ in range(retries):
        res = subprocess.run(
            ["wmctrl", "-x", "-r", window_class, "-b", "add,above,skip_taskbar,skip_pager"],
            capture_output=True,
            env=env,
        )
        if res.returncode == 0:
            break
        time.sleep(0.1)
[[[REPLACE]]]

Target: imports/ascii_displays.py
[[[SEARCH]]]
    if fill:
        w = max(1, sw - 2 * margin)
        h = max(1, sh - 2 * margin)
        x, y = margin, margin
    else:
        size = _wmctrl_window_size(window_class, env)
        if size is None:
            return
        w, h = size
        x = max(0, (sw - w) // 2)
        y = max(0, (sh - h) // 2)
[[[DIVIDER]]]
    is_honeybot_stage = str(env.get("DISPLAY", "")).startswith(":10") or os.path.exists("/tmp/honeybot_stage.json")
    if is_honeybot_stage and shutil.which("xdotool"):
        subprocess.run(
            ["xdotool", "mousemove", str(max(0, sw - 4)), str(sh // 2)],
            capture_output=True,
            env=env,
            check=False,
        )
    if fill:
        w = max(1, sw - 2 * margin)
        h = max(1, sh - 2 * margin)
        x, y = margin, margin
    else:
        size = _wmctrl_window_size(window_class, env)
        if size is None:
            return
        w, h = size
        x, y = compute_overlay_xy(sw, sh, w, h, stage_band=is_honeybot_stage)
[[[REPLACE]]]

Target: imports/ascii_displays.py
[[[SEARCH]]]
# === FIGURATE_RENDER_EXTRUDE_BOTTOM ===
# Add new _figurate_* render functions immediately above this line
[[[DIVIDER]]]
def _figurate_optics_triptych():
    """Render Rontgen's X-ray plate for the Agentic Web: 911 LLM Optics @ SunPug.io."""
    art = r"""
 ┌────────────────────────┬────────────────────────┬────────────────────────┐
 │ 1. VIEW-SOURCE (WIRE)  │ 2. HYDRATED DOM (JS)   │ 3. RFC 9110 MARKDOWN   │
 ├────────────────────────┼────────────────────────┼────────────────────────┤
 │ Raw HTTP headers +     │ Headless browser DOM   │ Accept: text/markdown  │
 │ unrendered HTML bytes  │ diffed vs. wire HTML   │ + Vary: Accept (9111)  │
 │ (what crawlers fetch)  │ (exposes $10K/mo tax)  │ (0-tax edge AI feed)   │
 └───────────┬────────────┴───────────┬────────────┴───────────┬────────────┘
             └────────────────────────┼────────────────────────┘
 ┌────────────────────────────────────┴─────────────────────────────────────┐
 │  16 Wire-Truth Lenses -> Sealed SHA-256 optics_deed.zip (Zero SaaS Tax)  │
 │   FOSS Spectrometer: https://sunpug.io  |  curl -fsSL sunpug.io | less   │
 └──────────────────────────────────────────────────────────────────────────┘
"""
    ai_art = _expand_color_bits_ai(art)
    human_art = _expand_color_bits_human(art)
    human = Panel(human_art, title="🔬 911 LLM Optics -- Wire-Truth X-Ray Spectrometer (SunPug.io)", border_style="bright_cyan")
    return human, ai_art

# === FIGURATE_RENDER_EXTRUDE_BOTTOM ===
# Add new _figurate_* render functions immediately above this line
[[[REPLACE]]]

Target: imports/ascii_displays.py
[[[SEARCH]]]
    "forcing_pair": {
        "render": _figurate_forcing_pair,
    },
    # === FIGURATE_REGISTRY_EXTRUDE_BOTTOM ===
    # Add new registry entries immediately above this line
}
[[[DIVIDER]]]
    "forcing_pair": {
        "render": _figurate_forcing_pair,
    },
    "optics_triptych": {
        "render": _figurate_optics_triptych,
    },
    # === FIGURATE_REGISTRY_EXTRUDE_BOTTOM ===
    # Add new registry entries immediately above this line
}
[[[REPLACE]]]

Target: remotes/honeybot/scripts/logs.py
[[[SEARCH]]]
BASE_APP_TITLE = "Web Bot AI Observatory — https://mikelev.in · https://sunpug.io"
SUNPUG_BORDER_BANNER = " ☀️ FOSS AI-READINESS SUITE & 911 OPTICS: https://sunpug.io · curl -fsSL sunpug.io | less "
JS_PANEL_TITLE = "⚡ DOM HYDRATION TRAPDOOR (Bots Executing JS)"
[[[DIVIDER]]]
BASE_APP_TITLE = "Web Bot AI Observatory — https://mikelev.in · https://sunpug.io"

def format_sunpug_border_banner(width: int = 180) -> str:
    """Span sunpug.io across left wing, center, and right wing so no centered overlay can eclipse all three."""
    core = " FOSS AI-READINESS & 911 OPTICS: https://sunpug.io · curl -fsSL sunpug.io | less "
    left_wing = " ☀️ sunpug.io "
    right_wing = " sunpug.io ☀️ "
    target_w = max(len(core), int(width or 180) - 6)
    rem = target_w - len(left_wing) - len(core) - len(right_wing)
    if rem < 4:
        return f"{left_wing}·{core}·{right_wing}"
    half = rem // 2
    return f"{left_wing}{'─' * half}{core}{'─' * (rem - half)}{right_wing}"

SUNPUG_BORDER_BANNER = format_sunpug_border_banner(180)
JS_PANEL_TITLE = "⚡ DOM HYDRATION TRAPDOOR (Bots Executing JS)"
[[[REPLACE]]]

Target: remotes/honeybot/scripts/logs.py
[[[SEARCH]]]
        # --- NEW: The Dual Intelligence Panel ---
        with Container(id="intelligence_panel") as intel_panel:
            intel_panel.border_title = SUNPUG_BORDER_BANNER
[[[DIVIDER]]]
        # --- NEW: The Dual Intelligence Panel ---
        with Container(id="intelligence_panel") as intel_panel:
            intel_panel.border_title = format_sunpug_border_banner(180)
[[[REPLACE]]]

Target: remotes/honeybot/scripts/logs.py
[[[SEARCH]]]
    def on_resize(self, event) -> None:
        """Re-center #ticker_bar billboard cards immediately when terminal geometry settles."""
        if getattr(self, "ticker_mode", "billboard") == "billboard" and getattr(self, "ticker_raw_text", ""):
            new_w = self._get_ticker_width()
            if new_w != getattr(self, "ticker_cached_width", 0):
                self._rebuild_billboard_cache(new_w)
[[[DIVIDER]]]
    def on_resize(self, event) -> None:
        """Re-center #ticker_bar billboard cards and span #intelligence_panel wing banner when geometry settles."""
        try:
            self.query_one("#intelligence_panel", Container).border_title = format_sunpug_border_banner(self.size.width)
        except Exception:
            pass
        if getattr(self, "ticker_mode", "billboard") == "billboard" and getattr(self, "ticker_raw_text", ""):
            new_w = self._get_ticker_width()
            if new_w != getattr(self, "ticker_cached_width", 0):
                self._rebuild_billboard_cache(new_w)
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
_PATRONUS_ALIASES = {
    "tiktok": "mechanical_man",
    "tik_tok": "mechanical_man",
    "tik-tok": "mechanical_man",
    "oz": "mechanical_man",
    "airlock": "mechanical_man",
    "pachinko": "ai_pachinko",
    "rabbit": "white_rabbit",
    "bunny": "white_rabbit",
    "npvg": "white_rabbit",
}
[[[DIVIDER]]]
_PATRONUS_ALIASES = {
    "tiktok": "mechanical_man",
    "tik_tok": "mechanical_man",
    "tik-tok": "mechanical_man",
    "oz": "mechanical_man",
    "airlock": "mechanical_man",
    "pachinko": "ai_pachinko",
    "rabbit": "white_rabbit",
    "bunny": "white_rabbit",
    "npvg": "white_rabbit",
    "911_optics": "optics_triptych",
    "triptych": "optics_triptych",
}
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
    cfg = content if isinstance(content, dict) else {}
    handshake_wait = float(cfg.get("handshake_wait", 8.0))
    max_hold = float(cfg.get("timeout", 180.0))
    slot_p = Path(OPTICS_SLOT_PATH)
    narrator.say("Checking Pipulate Prime for a live 911 L L M Optics spectrometer demonstration.")
    wait_for_voice_or_live_interrupt(env, profile_dir)
    if has_pending_update():
        return
    try:
        slot_p.write_text(
            _json.dumps({"state": "waiting", "requested_at": round(time.time(), 3), "pid": os.getpid()}),
            encoding="utf-8",
        )
    except OSError:
        pass
    claimed = False
    deadline = time.time() + handshake_wait
    while time.time() < deadline and not has_pending_update():
        try:
            if Path(WEEBO_STAGE_PAUSE_FILE).exists():
                claimed = True
                break
            if slot_p.is_file():
                data = _json.loads(slot_p.read_text(encoding="utf-8"))
                if isinstance(data, dict) and data.get("state") == "claimed":
                    claimed = True
                    break
        except Exception:
            pass
        time.sleep(0.4)
    try:
        if claimed:
            stage_deadline = time.time() + max_hold
            while time.time() < stage_deadline:
                if not Path(WEEBO_STAGE_PAUSE_FILE).exists():
                    time.sleep(0.5)
                    if not Path(WEEBO_STAGE_PAUSE_FILE).exists():
                        break
                time.sleep(0.5)
        else:
            conjure_patronus("clipboard", duration=42.0)
            narrator.say(
                "Pipulate Prime is currently running in local workshop mode, and you can run this exact spectrometer on your own machine today. "
                "911 LLM Optics is our FOSS Screaming Frog for the Age of AI: point it at any URL and it stacks sixteen wire-truth lenses side by side — "
                "raw HTTP response headers, unrendered source HTML versus hydrated browser DOM, accessibility trees, token bloat, and RFC 9110 plus RFC 9111 Markdown readiness — "
                "sealing the entire audit into a SHA-256 archive deed so you can retire $10K/mo pre-render stacks with proof. "
                "Launch it free at SunPug.io."
            )
            wait_for_voice_or_live_interrupt(env, profile_dir)
[[[DIVIDER]]]
    cfg = content if isinstance(content, dict) else {}
    handshake_wait = float(cfg.get("handshake_wait", 20.0))
    claim_grace = float(cfg.get("claim_grace", 35.0))
    max_hold = float(cfg.get("timeout", 180.0))
    slot_p = Path(OPTICS_SLOT_PATH)
    # Publish "waiting" BEFORE speaking so Prime gets ~6s of free head-start to boot server.py & SSH -R 15001.
    try:
        slot_p.write_text(
            _json.dumps({"state": "waiting", "requested_at": round(time.time(), 3), "pid": os.getpid()}),
            encoding="utf-8",
        )
    except OSError:
        pass
    narrator.say("Checking Pipulate Prime for a live 911 L L M Optics spectrometer demonstration.")
    wait_for_voice_or_live_interrupt(env, profile_dir)
    if has_pending_update():
        try:
            slot_p.unlink(missing_ok=True)
        except OSError:
            pass
        return
    claimed = False
    deadline = time.time() + handshake_wait
    while time.time() < deadline and not has_pending_update():
        try:
            if Path(WEEBO_STAGE_PAUSE_FILE).exists():
                claimed = True
                break
            if slot_p.is_file():
                data = _json.loads(slot_p.read_text(encoding="utf-8"))
                if isinstance(data, dict) and data.get("state") == "claimed":
                    claimed = True
                    break
        except Exception:
            pass
        time.sleep(0.4)
    try:
        if claimed:
            stage_deadline = time.time() + max_hold
            grace_deadline = time.time() + min(max_hold, claim_grace)
            saw_pause_sentinel = Path(WEEBO_STAGE_PAUSE_FILE).exists()
            while time.time() < stage_deadline and not has_pending_update():
                if Path(WEEBO_STAGE_PAUSE_FILE).exists():
                    saw_pause_sentinel = True
                    time.sleep(0.5)
                    continue
                if slot_p.is_file():
                    try:
                        sdata = _json.loads(slot_p.read_text(encoding="utf-8"))
                        if isinstance(sdata, dict) and sdata.get("state") in ("done", "finished", "released"):
                            break
                    except Exception:
                        pass
                elif saw_pause_sentinel:
                    break
                if saw_pause_sentinel:
                    time.sleep(0.8)
                    if not Path(WEEBO_STAGE_PAUSE_FILE).exists():
                        break
                elif time.time() >= grace_deadline:
                    break
                else:
                    time.sleep(0.5)
        else:
            conjure_patronus("optics_triptych", duration=42.0)
            narrator.say(
                "Pipulate Prime is currently running in local workshop mode, and you can run this exact spectrometer on your own machine today. "
                "911 LLM Optics is our FOSS Screaming Frog for the Age of AI: point it at any URL and it stacks sixteen wire-truth lenses side by side — "
                "raw HTTP response headers, unrendered source HTML versus hydrated browser DOM, accessibility trees, token bloat, and RFC 9110 plus RFC 9111 Markdown readiness — "
                "sealing the entire audit into a SHA-256 archive deed so you can retire $10K/mo pre-render stacks with proof. "
                "Launch it free at SunPug.io."
            )
            wait_for_voice_or_live_interrupt(env, profile_dir)
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
        if resolved_art in ("white_rabbit", "ai_pachinko", "mechanical_man", "flyball_governor", "canal_lock", "player_piano", "clipboard", "bunny_trail", "ai_stack_combo", "deployment_context", "honeybot_pipeline", "workspace_tree", "forcing_pair"):
            conjure_patronus(resolved_art, duration=dur_arg)
[[[DIVIDER]]]
        if resolved_art in ("white_rabbit", "optics_triptych", "ai_pachinko", "mechanical_man", "flyball_governor", "canal_lock", "player_piano", "clipboard", "bunny_trail", "ai_stack_combo", "deployment_context", "honeybot_pipeline", "workspace_tree", "forcing_pair"):
            conjure_patronus(resolved_art, duration=dur_arg)
[[[REPLACE]]]

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
# --- ACTIVE LINEAR-ARC STATION SEGMENTS ---
# Paired with score.py's OVERTURE (Beat 1) and MIDPOINT INTERMISSION (Beat 4):
#   Beat 1 (0%)   : OVERTURE — Around-the-HUDs stage & cast introduction
#   Beat 2 (+7m)  : Bead 0 — RFC 9110 MARKDOWN (:overview data proof)
#   Beat 3 (+14m) : Bead 1 — SEOS ASSEMBLE! (white_rabbit teaser -> RFC 9110/9111 + 911 LLM Optics @ SunPug.io)
#   Beat 4 (50%)  : MIDPOINT INTERMISSION — Around-the-HUDs stage & cast refresh
#   Beat 5a (+7m) : Bead 2 — DOM TRAPDOOR JS EXECS (:bimodal JS hydration proof)
#   Beat 5b (+14m): Bead 3 — 911 LLM OPTICS (FOSS "Screaming Frog for the Age of AI" showcase @ SunPug.io)
STATION_SEGMENTS = [
    # Bead 0 (Beat 2 -> First Data Proof: Who Accepts Markdown on the Wire)
    _make_station_bead(
        "RFC 9110\nMARKDOWN",
        (
            "Welcome to the Web Bot AI Observatory. "
            "Like Benjamin Franklin dropping a thermometer into the Gulf Stream, "
            "we measure which AI agents negotiate clean Markdown directly on the bare-metal wire."
        ),
        ("WINDOW", f"forest.py:{REPORT_WINDOW_CAP_SECONDS}:overview"),
        [
            "{LIVE_REPORT:overview}",
        ],
    ),
    # Bead 1 (Beat 3 -> Follow the White Rabbit: "SEOs Assemble!" Teaser for AI-Readiness & 911 LLM Optics)
    _make_station_bead(
        "SEOS\nASSEMBLE!",
        (
            "Follow the White Rabbit. SEOs, assemble! "
            "Google is locking down the SERPs, and we are gathering the sharpest practitioners in the world "
            "who are ready to become real AI-Readiness Consultants."
        ),
        ("PATRONUS", {"key": "white_rabbit", "duration": 65.0}),
        [
            "For years, enterprise teams paid a $10K/mo JavaScript pre-render tax just to spoon-feed bloated HTML snapshots to search crawlers.",
            "In the Agentic Web, real AI-Readiness moves to the Edge with RFC 9110 content negotiation and RFC 9111 Vary Accept caching — serving HTML to humans and clean Markdown to AI bots from one URL with zero SaaS rent.",
            "Stick around past our midpoint intermission: first we will check our live JavaScript DOM Hydration Trapdoor, and then you will see 911 LLM Optics — our FOSS Screaming Frog for the Age of AI — waiting for you right now at SunPug.io.",
        ],
    ),
    # Bead 2 (Beat 5a -> Second Data Proof: JavaScript DOM Hydration Trapdoor)
    _make_station_bead(
        "DOM TRAPDOOR\nJS EXECS",
        (
            "Conventional SEO wisdom claims AI crawlers never execute client-side JavaScript. "
            "So we wired an eight-hundred-millisecond JavaScript trapdoor into our HTML pages to measure the truth on the wire."
        ),
        ("WINDOW", f"forest.py:{REPORT_WINDOW_CAP_SECONDS}:bimodal"),
        [
            "{LIVE_REPORT:bimodal}",
            "When OpenAI and Meta already hydrate JavaScript on their own dime and Markdown-native agents ask for text/markdown directly, $10K/mo pre-render middleware becomes pure dead weight.",
        ],
    ),
    # Bead 3 (Beat 5b -> Killer-App Payoff: 911 LLM Optics @ SunPug.io)
    [
        (
            "CARD",
            {
                "label": "911 LLM\nOPTICS",
                "say": (
                    "Meet 911 LLM Optics: the FOSS Screaming Frog for the Age of AI, "
                    "built to inspect exact wire truth inside the portable workshop at SunPug.io."
                ),
            },
        ),
        ("OPTICS_SLOT", {"handshake_wait": 8.0, "timeout": 180.0}),
        ("SAY", CURRENT_ARTICLE_BEAT),
        ("CARD", {"label": "TRY SUNPUG.IO\n911 OPTICS", "say": CONSULTING_CTA_BEAT}),
    ],
]
[[[DIVIDER]]]
# --- ACTIVE LINEAR-ARC STATION SEGMENTS ---
# Paired with score.py's OVERTURE (Beat 1) and MIDPOINT INTERMISSION (Beat 4):
#   Beat 1 (0%)   : OVERTURE — Around-the-HUDs stage & cast introduction
#   Beat 2 (+7m)  : Bead 0 — RFC 9110 MARKDOWN (:overview data proof + 911 LLM Optics teaser)
#   Beat 3 (+14m) : Bead 1 — 911 LLM OPTICS (FOSS "Screaming Frog for the Age of AI" live showcase @ SunPug.io)
#   Beat 4 (50%)  : MIDPOINT INTERMISSION — Around-the-HUDs stage & cast refresh
#   Beat 5a (+7m) : Bead 2 — DOM TRAPDOOR JS EXECS (:bimodal JS hydration proof)
#   Beat 5b (+14m): Bead 3 — SEOS ASSEMBLE! (white_rabbit -> RFC 9110/9111 Edge readiness @ SunPug.io)
STATION_SEGMENTS = [
    # Bead 0 (Beat 2 -> First Data Proof: Who Accepts Markdown on the Wire + Teaser for 911 LLM Optics)
    _make_station_bead(
        "RFC 9110\nMARKDOWN",
        (
            "Welcome to the Web Bot AI Observatory. "
            "Like Benjamin Franklin dropping a thermometer into the Gulf Stream, "
            "we measure which AI agents negotiate clean Markdown directly on the bare-metal wire."
        ),
        ("WINDOW", f"forest.py:{REPORT_WINDOW_CAP_SECONDS}:overview"),
        [
            "{LIVE_REPORT:overview}",
            "Coming up on our next station break, we open 911 LLM Optics — our free, open-source Screaming Frog for the Age of AI at SunPug.io — to X-ray raw HTTP headers, hydrated DOM bloat, and RFC 9110 Markdown readiness side by side.",
        ],
    ),
    # Bead 1 (Beat 3 -> Killer-App Payoff Promoted Ahead of White Rabbit: 911 LLM Optics @ SunPug.io)
    [
        (
            "CARD",
            {
                "label": "911 LLM\nOPTICS",
                "say": (
                    "Meet 911 LLM Optics: the FOSS Screaming Frog for the Age of AI, "
                    "built to inspect exact wire truth inside the portable workshop at SunPug.io."
                ),
            },
        ),
        ("OPTICS_SLOT", {"handshake_wait": 20.0, "claim_grace": 35.0, "timeout": 180.0}),
        ("SAY", CURRENT_ARTICLE_BEAT),
        ("CARD", {"label": "TRY SUNPUG.IO\n911 OPTICS", "say": CONSULTING_CTA_BEAT}),
    ],
    # Bead 2 (Beat 5a -> Second Data Proof: JavaScript DOM Hydration Trapdoor)
    _make_station_bead(
        "DOM TRAPDOOR\nJS EXECS",
        (
            "Conventional SEO wisdom claims AI crawlers never execute client-side JavaScript. "
            "So we wired an eight-hundred-millisecond JavaScript trapdoor into our HTML pages to measure the truth on the wire."
        ),
        ("WINDOW", f"forest.py:{REPORT_WINDOW_CAP_SECONDS}:bimodal"),
        [
            "{LIVE_REPORT:bimodal}",
            "When OpenAI and Meta already hydrate JavaScript on their own dime and Markdown-native agents ask for text/markdown directly, $10K/mo pre-render middleware becomes pure dead weight.",
        ],
    ),
    # Bead 3 (Beat 5b -> Follow the White Rabbit: "SEOs Assemble!" RFC 9110/9111 Edge Manifesto)
    _make_station_bead(
        "SEOS\nASSEMBLE!",
        (
            "Follow the White Rabbit. SEOs, assemble! "
            "Google is locking down the SERPs, and we are gathering the sharpest practitioners in the world "
            "who are ready to become real AI-Readiness Consultants."
        ),
        ("PATRONUS", {"key": "white_rabbit", "duration": 65.0}),
        [
            "For years, enterprise teams paid a $10K/mo JavaScript pre-render tax just to spoon-feed bloated HTML snapshots to search crawlers.",
            "Roy Fielding and Mark Nottingham already wired the cure into HTTP: RFC 9110 content negotiation and RFC 9111 Vary Accept caching let your existing CDN serve HTML to humans and clean Markdown to AI agents from one URL with zero SaaS rent.",
            "Run 911 LLM Optics free on your own domain right now at SunPug.io — or inspect the installer safely in your terminal with curl dash f s S L sunpug.io pipe less.",
        ],
    ),
]
[[[REPLACE]]]

Verify the AFTER straddle receipts for Chisel Strike 1 (`HAS_TRIPTYCH= True PLUMB_BOX= True STAGE_CLEAR= True`, `WING_SAFE= True`, and `LABELS= ['RFC 9110 MARKDOWN', '911 LLM OPTICS', 'DOM TRAPDOOR JS EXECS', 'SEOS ASSEMBLE!'] B0_TEASE= True NO_CLIP_RELIC= True CLAIM_GRACE= True OPTICS_BEAD_OK= True`).
Now inspect `scripts/ytstage.py`, `apps/911_optics_workflow.py`, and `assets/scenarios/optics_test.json` and execute Chisel Strike 2 so "DONE" is witnessed live on air:
1. Diagnose and fix any remaining Prime-side startup/tunnel/Firefox race in `scripts/ytstage.py` (`ytapp optics` and `ytapp watch-breaks`) so the Pipulate `911 LLM Optics` FastHTML web app claims `OPTICS_SLOT` and projects onto Honeybot `:10.0` reliably on Attempt 1 (never requiring a second trigger).
2. Provide the exact live actuation & witness sequence to project the working `911 LLM Optics` FastHTML web app onto the YouTube live-streaming Honeybot Storytime broadcast and verify its `optics_deed.zip` / stage telemetry receipt.

# # Context 1
# context.txt
# prompt_foo.py
# ! book
# ! markov
# ! rgxc 40
# ! latest

# # Context 2
# context.txt
# # foo_files.py
# # GLOSSARY.md
# imports/ascii_displays.py
# remotes/honeybot/scripts/logs.py
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
# ! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
# ! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

# Context 3
context.txt
scripts/ytstage.py
apps/911_optics_workflow.py
assets/scenarios/optics_test.json
remotes/honeybot/scripts/stream.py
remotes/honeybot/scripts/forest.py
! .venv/bin/python -c 'import imports.ascii_displays as ad; has_t = "optics_triptych" in ad.FIGURATE_REGISTRY; ai = ad.figurate("optics_triptych").ai if has_t else ""; widths = {len(ln) for ln in ai.splitlines() if "│" in ln or "┌" in ln}; fn = getattr(ad, "compute_overlay_xy", None); xy = fn(1920, 1080, 920, 420, stage_band=True) if fn else (-1, -1); print("HAS_TRIPTYCH=", has_t, "PLUMB_BOX=", len(widths) == 1, "STAGE_XY=", xy, "STAGE_CLEAR=", 36 <= xy[1] and (xy[1] + 420) <= 560)'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import sys; sys.path.insert(0, "remotes/honeybot/scripts"); import logs; fn = getattr(logs, "format_sunpug_border_banner", None); b = fn(190) if fn else logs.SUNPUG_BORDER_BANNER; cnt = b.lower().count("sunpug.io"); lpos = b.lower().find("sunpug.io"); rpos = b.lower().rfind("sunpug.io"); print("HAS_FN=", bool(fn), "SUNPUG_COUNT=", cnt, "LEFT_POS=", lpos, "RIGHT_POS=", rpos, "WING_SAFE=", cnt >= 3 and 0 <= lpos < 20 and rpos > 160)'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; labels = [" ".join(b[0][1].get("label", "").split()) for b in forest.STATION_SEGMENTS]; b0_tease = "911 LLM Optics" in str(forest.STATION_SEGMENTS[0][7]); src = inspect.getsource(stream.run_optics_station_slot); p = stream.trigger_station_bead_live("optics", out_path=None); print("LABELS=", labels, "B0_TEASE=", b0_tease, "NO_CLIP_RELIC=", ("optics_triptych" in src and "clipboard" not in src), "CLAIM_GRACE=", "claim_grace" in src, "OPTICS_BEAD_OK=", " ".join(str(p.get("card", "")).split()) == "911 LLM OPTICS")'
! rg -n 'def |honeybot_optics_slot|15001|5001|claimed|weebo_active|firefox' scripts/ytstage.py

context.txt
flake.nix
scripts/articles/common.py
scripts/ytstage.py
remotes/honeybot/scripts/stream.py
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; forest.prerender_station_report_ansi("overview", out_path="/tmp/honeybot_test_ov.ansi"); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); dsrc = inspect.getsource(stream.dispatch_cue); psrc = inspect.getsource(stream.Narrator.plan_utterances); print("USES_ABOUT=", ("about " in ov and "about " in bi), "SQL_PARITY=", ("limit=30" in fsrc and "ClaudeBot" in fsrc), "SNAP_META=", hasattr(forest, "_read_report_speech_snapshot"), "DEFERRED_OK=", ("if pace_say and" in dsrc and "resolve_dynamic_report_speech" in psrc))'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "remotes/honeybot/scripts"); import ytstage, stream; f_src = inspect.getsource(ytstage.build_remote_firefox_launch); o_src = inspect.getsource(stream.run_optics_station_slot); say_first = o_src.find("narrator.say(") < o_src.find("slot_p.write_text("); print("AUTO_SERVER=", hasattr(ytstage, "_ensure_local_server"), "TUNNEL_VERIFY=", hasattr(ytstage, "_ensure_reverse_tunnel"), "KIOSK_XAUTH=", ("--kiosk" in f_src and "XAUTHORITY" in f_src), "SAY_FIRST=", say_first, "NO_MAX_GUARD=", hasattr(stream, "_is_max_popup_suppressed"))'
! rg -n 'max|weebo|conjure-media|live_message|viewer' scripts/articles/common.py | head -n 35
! rg -n 'ytreboot|ytwatch|ytapp|pu\b' flake.nix && rg -n 'demo=1|optics_test' server.py assets/pipulate.js assets/init.js | head -n 25

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
def resolve_dynamic_report_speech(text: str) -> str:
    """Replace {LIVE_REPORT:overview} or {LIVE_REPORT:bimodal} with live SQLite figures matching the on-screen chart."""
    s = str(text or "")
    if "{LIVE_REPORT:" not in s:
        return s
[[[DIVIDER]]]
_REPORT_META_TTL_SEC = 90.0

def _approx_count_words(n: int) -> str:
    """Round counts UP with 'about' so spoken narration stays natural and resilient to live-stream ticks."""
    import math
    val = max(0, int(n or 0))
    if val == 0:
        return "0"
    if val < 20:
        return f"about {val}"
    if val < 100:
        return f"about {int(math.ceil(val / 5.0) * 5)}"
    if val < 1_000:
        return f"about {int(math.ceil(val / 10.0) * 10):,}"
    if val < 10_000:
        return f"about {int(math.ceil(val / 100.0) * 100):,}"
    if val < 1_000_000:
        return f"about {int(math.ceil(val / 1000.0) * 1000):,}"
    return f"about {math.ceil((val / 1_000_000.0) * 10.0) / 10.0:.1f} million"

def _approx_pct_words(pct: float, whole_above: float = 10.0) -> str:
    """Round percentages UP behind 'about' so the last decimal never fights the visual chart."""
    import math
    p = max(0.0, float(pct or 0.0))
    if p == 0.0:
        return "0 percent"
    if p >= whole_above:
        return f"about {int(math.ceil(p))} percent"
    return f"about {math.ceil(p * 10.0) / 10.0:.1f} percent"

def _write_report_speech_snapshot(mode: str, payload: dict) -> None:
    import json
    import os
    import time
    from pathlib import Path
    safe = "".join(c for c in str(mode or "overview") if c.isalnum() or c in ("_", "-")) or "overview"
    p = Path(f"/tmp/honeybot_report_{safe}.meta.json")
    tmp = p.with_name(f".{p.name}.{os.getpid()}.tmp")
    data = dict(payload or {})
    data["updated_at"] = round(time.time(), 3)
    try:
        tmp.write_text(json.dumps(data), encoding="utf-8")
        os.replace(tmp, p)
    except Exception:
        pass

def _read_report_speech_snapshot(mode: str, max_age: float = _REPORT_META_TTL_SEC):
    import json
    import time
    from pathlib import Path
    safe = "".join(c for c in str(mode or "overview") if c.isalnum() or c in ("_", "-")) or "overview"
    p = Path(f"/tmp/honeybot_report_{safe}.meta.json")
    try:
        if not p.is_file():
            return None
        data = json.loads(p.read_text(encoding="utf-8"))
        if not isinstance(data, dict):
            return None
        if (time.time() - float(data.get("updated_at") or 0.0)) > max_age:
            return None
        return data
    except Exception:
        return None

def _format_overview_speech(total_hits: int, md_reads: int, total_cneg: int, md_pct: float, top_bots: list) -> str:
    top_parts = []
    for bname, cnt, share in top_bots[:4]:
        top_parts.append(f"{bname} with {_approx_count_words(cnt)} reads, or {_approx_pct_words(share)}")
    leaders_str = ", followed by ".join(top_parts[:2])
    if len(top_parts) > 2:
        leaders_str += ", and " + ", ".join(top_parts[2:])
    return (
        "Look first at the single cyan bar across the very top of this report. "
        "That top bar shows the live share of all H T T P responses served as Markdown on a scale from zero to one percent: "
        f"currently {_approx_pct_words(md_pct)} across {_approx_count_words(total_hits)} total origin responses, "
        f"with {_approx_count_words(md_reads)} total Markdown deliveries and {_approx_count_words(total_cneg)} strict R F C 9110 Accept text slash markdown negotiations. "
        "Now look at the stacked horizontal bars below the divider, which break that Markdown activity out by grouped User-Agent: "
        f"{leaders_str}."
    )

def _format_bimodal_speech(eligible_html: int, js_horizon_hits: int, js_pct: float, top_bots: list) -> str:
    top_js = []
    for bname, cnt, share in top_bots[:4]:
        top_js.append(f"{bname} at {_approx_count_words(cnt)} D O M hydrations, or {_approx_pct_words(share)} of J S")
    leaders_js = ", followed by ".join(top_js[:2])
    if len(top_js) > 2:
        leaders_js += ", and " + ", ".join(top_js[2:])
    return (
        "Look first at the single amber bar across the very top of this report. "
        "That top bar shows the live percentage of eligible H T M L page responses that executed client-side JavaScript and fired our eight-hundred-millisecond J S confirm dot gif sensor: "
        f"currently {_approx_pct_words(js_pct)} across {_approx_count_words(eligible_html)} eligible H T M L responses, "
        f"with {_approx_count_words(js_horizon_hits)} total trapdoor executions on our zero to five percent scale. "
        "Now look at the stacked horizontal bars below the divider, which break those live JavaScript executions out by grouped User-Agent and cloud renderer fleet: "
        f"{leaders_js}."
    )

def resolve_dynamic_report_speech(text: str) -> str:
    """Replace {LIVE_REPORT:overview} or {LIVE_REPORT:bimodal} using the chart's own snapshot + 'about' upward rounding."""
    s = str(text or "")
    if "{LIVE_REPORT:" not in s:
        return s
[[[REPLACE]]]

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
            cneg_rows = db.get_content_neg_agents(limit=10)
            total_cneg = max(1, sum(int(c) for _, c in cneg_rows))
            if total_hits > 0 and cneg_rows:
                md_pct = round((md_reads / max(1, total_hits)) * 100.0, 2)
                top_parts = []
                for ua, cnt in cneg_rows[:4]:
                    bname = _spoken_bot_label(ua, known_bots=KNOWN_BOTS)
                    share = round((int(cnt) / total_cneg) * 100.0, 1)
                    top_parts.append(f"{bname} with {int(cnt):,} reads or {share} percent")
                leaders_str = ", followed by ".join(top_parts[:2])
                if len(top_parts) > 2:
                    leaders_str += ", and " + ", ".join(top_parts[2:])
                live_ov = (
                    "Look first at the single cyan bar across the very top of this report. "
                    f"That top bar shows the live share of all H T T P responses served as Markdown on a scale from zero to one percent: "
                    f"currently {md_pct} percent across {total_hits:,} total origin responses, with {md_reads:,} total Markdown deliveries and {total_cneg:,} strict R F C 9110 Accept text slash markdown negotiations. "
                    "Now look at the stacked horizontal bars below the divider, which break that Markdown activity out by grouped User-Agent. "
                    f"{leaders_str}."
                )
[[[DIVIDER]]]
            snap_ov = _read_report_speech_snapshot("overview")
            if snap_ov and snap_ov.get("top_bots"):
                live_ov = _format_overview_speech(
                    int(snap_ov["total_hits"]),
                    int(snap_ov["md_reads"]),
                    int(snap_ov["total_cneg"]),
                    float(snap_ov["md_pct"]),
                    snap_ov["top_bots"],
                )
            else:
                cneg_rows = db.get_content_neg_agents(limit=30)
                total_cneg = max(1, sum(int(c) for _, c in cneg_rows))
                if total_hits > 0 and cneg_rows:
                    md_pct = round((md_reads / max(1, total_hits)) * 100.0, 2)
                    top_bots = [
                        (_spoken_bot_label(ua, known_bots=KNOWN_BOTS), int(cnt), round((int(cnt) / total_cneg) * 100.0, 1))
                        for ua, cnt in cneg_rows[:4]
                    ]
                    live_ov = _format_overview_speech(total_hits, md_reads, total_cneg, md_pct, top_bots)
                else:
                    raise ValueError("empty overview db")
            if False:
                live_ov = ""
[[[REPLACE]]]

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
            js_rows = list(db.get_js_executors(limit=25))
            if cloud_triggers > 0:
                js_rows.append((
                    f"[+{max(0, cloud_ips - 1)}] Mozilla/5.0 Chrome/[REDACTED_IP] Edg/[REDACTED_IP] (Stealth Cloud Renderers)",
                    cloud_triggers,
                ))
            js_rows.sort(key=lambda item: int(item[1]), reverse=True)
            total_js_execs = max(1, sum(int(c) for _, c in js_rows))
            js_horizon_hits = js_telem_hits if js_telem_hits > 0 else total_js_execs
            if eligible_html > 0 and js_rows:
                js_pct = round((js_horizon_hits / max(1, eligible_html)) * 100.0, 2)
                top_js = []
                for ua, cnt in js_rows[:4]:
                    bname = _spoken_bot_label(ua, known_bots=KNOWN_BOTS)
                    share = round((int(cnt) / total_js_execs) * 100.0, 1)
                    top_js.append(f"{bname} at {int(cnt):,} D O M hydrations or {share} percent of J S")
                leaders_js = ", followed by ".join(top_js[:2])
                if len(top_js) > 2:
                    leaders_js += ", and " + ", ".join(top_js[2:])
                live_bi = (
                    "Look first at the single amber bar across the very top of this report. "
                    f"That top bar shows the live percentage of eligible H T M L page responses that executed client-side JavaScript and fired our eight-hundred-millisecond J S confirm dot gif sensor: "
                    f"currently {js_pct} percent across {eligible_html:,} eligible H T M L responses, with {js_horizon_hits:,} total trapdoor executions on our zero to five percent scale. "
                    "Now look at the stacked horizontal bars below the divider, which break those live JavaScript executions out by grouped User-Agent and cloud renderer fleet. "
                    f"{leaders_js}."
                )
[[[DIVIDER]]]
            snap_bi = _read_report_speech_snapshot("bimodal")
            if snap_bi and snap_bi.get("top_bots"):
                live_bi = _format_bimodal_speech(
                    int(snap_bi["eligible_html"]),
                    int(snap_bi["js_horizon_hits"]),
                    float(snap_bi["js_pct"]),
                    snap_bi["top_bots"],
                )
            else:
                cur.execute(
                    """
                    SELECT COALESCE(SUM(t.count), 0), COUNT(DISTINCT i.id)
                    FROM telemetry t
                    JOIN ips i ON t.ip_id = i.id
                    JOIN user_agents ua ON t.ua_id = ua.id
                    JOIN paths p ON t.path_id = p.id
                    WHERE p.value LIKE '%js_confirm.gif%'
                      AND ua.value LIKE '%ClaudeBot%'
                      AND i.value NOT LIKE '127.%'
                      AND i.value NOT LIKE '10.%'
                      AND i.value NOT LIKE '192.168.%'
                    """
                )
                c_row = cur.fetchone() or (0, 0)
                c_triggers, c_ips = int(c_row[0] or 0), int(c_row[1] or 0)
                js_rows = list(db.get_js_executors(limit=25))
                if cloud_triggers > 0:
                    js_rows.append((
                        f"[+{max(0, cloud_ips - 1)}] Mozilla/5.0 Chrome/[REDACTED_IP] Edg/[REDACTED_IP] (Stealth Cloud Renderers)",
                        cloud_triggers,
                    ))
                if c_triggers > 0 and not any("ClaudeBot" in str(u) for u, _ in js_rows):
                    js_rows.append((f"[+{max(0, c_ips - 1)}] ClaudeBot/1.0", c_triggers))
                js_rows.sort(key=lambda item: int(item[1]), reverse=True)
                total_js_execs = max(1, sum(int(c) for _, c in js_rows))
                js_horizon_hits = js_telem_hits if js_telem_hits > 0 else total_js_execs
                if eligible_html > 0 and js_rows:
                    js_pct = round((js_horizon_hits / max(1, eligible_html)) * 100.0, 2)
                    top_bots = [
                        (_spoken_bot_label(ua, known_bots=KNOWN_BOTS), int(cnt), round((int(cnt) / total_js_execs) * 100.0, 1))
                        for ua, cnt in js_rows[:4]
                    ]
                    live_bi = _format_bimodal_speech(eligible_html, js_horizon_hits, js_pct, top_bots)
                else:
                    raise ValueError("empty bimodal db")
            if False:
                live_bi = ""
[[[REPLACE]]]

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
        js_rows.sort(key=lambda item: int(item[1]), reverse=True)
        total_js_execs = max(1, sum(int(c) for _, c in js_rows))
        js_horizon_hits = js_telem_hits if js_telem_hits > 0 else total_js_execs
        js_pct = round((js_horizon_hits / max(1, eligible_html_hits)) * 100.0, 2)
        js_horizon_5pct = min(100.0, round((js_pct / 5.0) * 100.0, 1))
[[[DIVIDER]]]
        js_rows.sort(key=lambda item: int(item[1]), reverse=True)
        total_js_execs = max(1, sum(int(c) for _, c in js_rows))
        js_horizon_hits = js_telem_hits if js_telem_hits > 0 else total_js_execs
        js_pct = round((js_horizon_hits / max(1, eligible_html_hits)) * 100.0, 2)
        js_horizon_5pct = min(100.0, round((js_pct / 5.0) * 100.0, 1))
        _write_report_speech_snapshot(
            mode,
            {
                "eligible_html": eligible_html_hits,
                "js_horizon_hits": js_horizon_hits,
                "total_js_execs": total_js_execs,
                "js_pct": js_pct,
                "top_bots": [
                    (_spoken_bot_label(ua, known_bots=KNOWN_BOTS), int(cnt), round((int(cnt) / total_js_execs) * 100.0, 1))
                    for ua, cnt in js_rows[:4]
                ],
            },
        )
[[[REPLACE]]]

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
        md_reads = int((cur.fetchone() or [0])[0] or 0)
        md_pct = round((md_reads / max(1, total_hits)) * 100.0, 2)
        md_horizon_1pct = min(100.0, round((md_pct / 1.0) * 100.0, 1))
[[[DIVIDER]]]
        md_reads = int((cur.fetchone() or [0])[0] or 0)
        md_pct = round((md_reads / max(1, total_hits)) * 100.0, 2)
        md_horizon_1pct = min(100.0, round((md_pct / 1.0) * 100.0, 1))
        _write_report_speech_snapshot(
            "overview",
            {
                "total_hits": total_hits,
                "md_reads": md_reads,
                "total_cneg": total_cneg,
                "md_pct": md_pct,
                "top_bots": [
                    (_spoken_bot_label(ua, known_bots=KNOWN_BOTS), int(cnt), round((int(cnt) / max(1, total_cneg)) * 100.0, 1))
                    for ua, cnt in cneg_rows[:4]
                ],
            },
        )
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
    def plan_utterances(self, text: str) -> list:
        """Plan 1 or 2 zero-lag utterance specs across Norma Centroid, Mike-E, and Shipmunk O'Theseus!"""
        raw = (text or "").strip()
        if not raw:
            return []
[[[DIVIDER]]]
    def plan_utterances(self, text: str) -> list:
        """Plan 1 or 2 zero-lag utterance specs across Norma Centroid, Mike-E, and Shipmunk O'Theseus!"""
        raw = (text or "").strip()
        if not raw:
            return []
        if "{LIVE_REPORT:" in raw:
            try:
                _reload_forest_module()
                from forest import resolve_dynamic_report_speech
                raw = resolve_dynamic_report_speech(raw).strip()
            except Exception:
                pass
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
MEDIA_OVERLAY_MARKER = "honeybot_media_overlay"
WEEBO_STAGE_PAUSE_FILE = "/tmp/honeybot_weebo_active"
POST_WEEBO_BUFFER_SEC = 1.0
_CACHED_SCREEN_GEOM = None
[[[DIVIDER]]]
MEDIA_OVERLAY_MARKER = "honeybot_media_overlay"
WEEBO_STAGE_PAUSE_FILE = "/tmp/honeybot_weebo_active"
NO_MAX_TOGGLE_FILE = "/tmp/honeybot_no_max"
NO_MAX_BOOT_GRACE_SEC = 180.0
_show_boot_ts = time.time()
_in_no_max_zone = False
POST_WEEBO_BUFFER_SEC = 1.0
_CACHED_SCREEN_GEOM = None

def _is_max_popup_suppressed(media_spec) -> bool:
    """True when media_spec is a Max Headroom popup and either /tmp/honeybot_no_max is set or the No-Max Zone is active."""
    raw = str(media_spec.get("path") or media_spec.get("url") or media_spec.get("key") or "") if isinstance(media_spec, dict) else str(media_spec or "")
    low = Path(raw.split(":", 1)[0]).name.lower() if raw else ""
    if "max" not in low and "headroom" not in low:
        return False
    if Path(NO_MAX_TOGGLE_FILE).exists():
        return True
    if _in_no_max_zone or (time.time() - _show_boot_ts) < NO_MAX_BOOT_GRACE_SEC:
        return True
    if narrator._stage_dialogue_role in ("prologue", "narrator") and narrator.exclusive_mode.is_set():
        return True
    return False
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
def conjure_media(media_spec, duration=15.0, mute=False, _direct=False):
    """Pop up an image or video over the Honeybot :10.0 stream using mpv, feh, or Firefox fallback."""
    if isinstance(media_spec, dict):
[[[DIVIDER]]]
def conjure_media(media_spec, duration=15.0, mute=False, _direct=False):
    """Pop up an image or video over the Honeybot :10.0 stream using mpv, feh, or Firefox fallback."""
    if _is_max_popup_suppressed(media_spec):
        return
    if isinstance(media_spec, dict):
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
def run_hud_circle_tour(mode: str, content, env, profile_dir) -> None:
    """Execute the Opening Overture or Midpoint Intermission over the live Textual HUD."""
    title = content.get("title", "") if isinstance(content, dict) else str(content or "")
[[[DIVIDER]]]
def run_hud_circle_tour(mode: str, content, env, profile_dir) -> None:
    """Execute the Opening Overture or Midpoint Intermission over the live Textual HUD."""
    global _in_no_max_zone
    _in_no_max_zone = True
    title = content.get("title", "") if isinstance(content, dict) else str(content or "")
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
    finally:
        write_stage_state("narrator", "inactive", "inactive", hud_focus="")
        if clean_mode == "INTERMISSION":
[[[DIVIDER]]]
    finally:
        _in_no_max_zone = False
        write_stage_state("narrator", "inactive", "inactive", hud_focus="")
        if clean_mode == "INTERMISSION":
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
    # Publish "waiting" BEFORE speaking so Prime gets ~6s of free head-start to boot server.py & SSH -R 15001.
    try:
        slot_p.write_text(
            _json.dumps({"state": "waiting", "requested_at": round(time.time(), 3), "pid": os.getpid()}),
            encoding="utf-8",
        )
    except OSError:
        pass
    narrator.say("Checking Pipulate Prime for a live 911 L L M Optics spectrometer demonstration.")
    wait_for_voice_or_live_interrupt(env, profile_dir)
    if has_pending_update():
        try:
            slot_p.unlink(missing_ok=True)
        except OSError:
            pass
        return
[[[DIVIDER]]]
    narrator.say("Checking Pipulate Prime for a live 911 L L M Optics spectrometer demonstration.")
    wait_for_voice_or_live_interrupt(env, profile_dir)
    if has_pending_update():
        return
    # Publish "waiting" AFTER Norma finishes speaking so Prime's SIGSTOP never clips her mid-sentence.
    try:
        slot_p.write_text(
            _json.dumps({"state": "waiting", "requested_at": round(time.time(), 3), "pid": os.getpid()}),
            encoding="utf-8",
        )
    except OSError:
        pass
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
        if isinstance(content, str) and "{LIVE_REPORT:" in content:
            try:
                _reload_forest_module()
                from forest import resolve_dynamic_report_speech
                content = resolve_dynamic_report_speech(content)
            except Exception:
                pass
[[[DIVIDER]]]
        if pace_say and isinstance(content, str) and "{LIVE_REPORT:" in content:
            try:
                _reload_forest_module()
                from forest import resolve_dynamic_report_speech
                content = resolve_dynamic_report_speech(content)
            except Exception:
                pass
[[[REPLACE]]]

Target: remotes/honeybot/scripts/stream.py
[[[SEARCH]]]
    # --- NEW: Start the Timer ---
    start_time = time.time()
    duration_seconds = SHOW_DURATION_MINUTES * 60
[[[DIVIDER]]]
    # --- NEW: Start the Timer ---
    global _show_boot_ts
    start_time = time.time()
    _show_boot_ts = start_time
    duration_seconds = SHOW_DURATION_MINUTES * 60
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
def _tunnel_pids() -> list[str]:
    pattern = f"{REMOTE_TUNNEL_PORT}:127[.]0[.]0[.]1:{LOCAL_PORT}"
    res = subprocess.run(
        ["pgrep", "-f", pattern], capture_output=True, text=True, check=False
    )
    return [p.strip() for p in (res.stdout or "").splitlines() if p.strip()]
[[[DIVIDER]]]
def _ensure_local_server(port: int = LOCAL_PORT, auto_start: bool = True, wait_sec: float = 20.0) -> bool:
    """Ensure Pipulate FastHTML server is answering on 127.0.0.1:port; auto-launch server.py if asleep."""
    if _local_server_alive(port):
        return True
    if not auto_start:
        return False
    repo_root = Path(__file__).resolve().parents[1]
    venv_py = repo_root / ".venv" / "bin" / "python"
    srv_py = repo_root / "server.py"
    if not (venv_py.is_file() and srv_py.is_file()):
        return False
    print(f"🚀 Local Pipulate server asleep on :{port}; auto-starting {srv_py.name}...")
    log_f = open("/tmp/pipulate_ytstage_server.log", "a", encoding="utf-8")
    subprocess.Popen(
        [str(venv_py), str(srv_py)],
        cwd=str(repo_root),
        stdout=log_f,
        stderr=subprocess.STDOUT,
        start_new_session=True,
    )
    deadline = time.monotonic() + wait_sec
    while time.monotonic() < deadline:
        if _local_server_alive(port):
            print(f"✅ Local Pipulate server ready on http://127.0.0.1:{port}")
            return True
        time.sleep(0.5)
    return False

def _tunnel_pids() -> list[str]:
    pattern = f"{REMOTE_TUNNEL_PORT}:127[.]0[.]0[.]1:{LOCAL_PORT}"
    res = subprocess.run(
        ["pgrep", "-f", pattern], capture_output=True, text=True, check=False
    )
    return [p.strip() for p in (res.stdout or "").splitlines() if p.strip()]

def _remote_tunnel_healthy() -> bool:
    """Verify from Honeybot itself that 127.0.0.1:REMOTE_TUNNEL_PORT reaches Prime's FastHTML server."""
    probe = (
        "import urllib.request, sys\n"
        f"r = urllib.request.urlopen('http://127.0.0.1:{REMOTE_TUNNEL_PORT}/', timeout=3)\n"
        "sys.exit(0 if r.status < 500 else 1)\n"
    )
    res = subprocess.run(
        ["ssh", "-o", "BatchMode=yes", "-o", "ConnectTimeout=5", HONEYBOT_HOST, "python3", "-"],
        input=probe,
        capture_output=True,
        text=True,
        check=False,
    )
    return res.returncode == 0

def _ensure_reverse_tunnel() -> bool:
    """Guarantee a working end-to-end SSH reverse tunnel (reaping stale local/remote sockets if dead)."""
    if _tunnel_pids() and _remote_tunnel_healthy():
        return True
    for pid in _tunnel_pids():
        subprocess.run(["kill", pid], check=False)
    subprocess.run(
        [
            "ssh",
            "-o",
            "BatchMode=yes",
            "-o",
            "ConnectTimeout=5",
            HONEYBOT_HOST,
            f"fuser -k {REMOTE_TUNNEL_PORT}/tcp >/dev/null 2>&1 || true",
        ],
        check=False,
    )
    tun = subprocess.run(
        [
            "ssh",
            "-f",
            "-N",
            "-o",
            "BatchMode=yes",
            "-o",
            "ExitOnForwardFailure=yes",
            "-o",
            "ServerAliveInterval=15",
            "-o",
            "ServerAliveCountMax=2",
            "-R",
            f"{REMOTE_TUNNEL_PORT}:127.0.0.1:{LOCAL_PORT}",
            HONEYBOT_HOST,
        ],
        check=False,
    )
    if tun.returncode != 0:
        return False
    deadline = time.monotonic() + 8.0
    while time.monotonic() < deadline:
        if _remote_tunnel_healthy():
            return True
        time.sleep(0.4)
    return False
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
def build_remote_firefox_launch(stage_url: str, freeze_hud: bool, pause_audio: bool) -> str:
    return f"""
import os, pathlib, shutil, subprocess, time
{REMOTE_PAUSE_SNIPPET}
env = os.environ.copy()
extra = "/etc/profiles/per-user/mike/bin:/home/mike/.nix-profile/bin:/run/current-system/sw/bin:/usr/bin:/bin"
env["PATH"] = extra + ":" + env.get("PATH", "")
env["DISPLAY"] = ":10.0"
if {freeze_hud!r}:
    _pause_honeybot_stage(pause_audio={pause_audio!r})
subprocess.run(["pkill", "-f", {STAGE_PROFILE_DIR!r}], check=False)
time.sleep(0.2)
prof = pathlib.Path({STAGE_PROFILE_DIR!r})
shutil.rmtree(prof, ignore_errors=True)
prof.mkdir(parents=True, exist_ok=True)
(prof / "user.js").write_text(
    'user_pref("browser.sessionstore.resume_from_crash", false);\\n'
    'user_pref("browser.shell.checkDefaultBrowser", false);\\n'
    'user_pref("datareporting.policy.dataSubmissionPolicyBypassNotification", true);\\n'
    'user_pref("trailhead.firstrun.didSeeAboutWelcome", true);\\n'
    'user_pref("browser.startup.homepage_override.mstone", "ignore");\\n',
    encoding="utf-8",
)
before_res = subprocess.run(["wmctrl", "-l"], env=env, capture_output=True, text=True, check=False)
before_wids = {{ln.split()[0] for ln in (before_res.stdout or "").splitlines() if ln.strip()}}
proc = subprocess.Popen(
    ["firefox", "--profile", {STAGE_PROFILE_DIR!r}, "--no-remote", "--new-instance", {stage_url!r}],
    env=env,
    stdout=subprocess.DEVNULL,
    stderr=subprocess.DEVNULL,
    start_new_session=True,
)
if {freeze_hud!r}:
    pathlib.Path("/tmp/honeybot_weebo_active").write_text(str(proc.pid), encoding="utf-8")
for _ in range(25):
    time.sleep(0.4)
    res = subprocess.run(["wmctrl", "-l"], env=env, capture_output=True, text=True, check=False)
    for line in (res.stdout or "").splitlines():
        parts = line.split()
        if not parts:
            continue
        wid = parts[0]
        if wid not in before_wids and ("Firefox" in line or "Pipulate" in line or "Optics" in line):
            subprocess.run(["wmctrl", "-i", "-r", wid, "-b", "add,fullscreen,above"], env=env, check=False)
            subprocess.run(["wmctrl", "-i", "-a", wid], env=env, check=False)
            print("STAGE_WINDOW_PINNED=" + wid)
            raise SystemExit(0)
print("STAGE_WINDOW_LAUNCHED")
"""
[[[DIVIDER]]]
def build_remote_firefox_launch(stage_url: str, freeze_hud: bool, pause_audio: bool) -> str:
    return f"""
import os, pathlib, shutil, subprocess, time
{REMOTE_PAUSE_SNIPPET}
env = os.environ.copy()
extra = "/etc/profiles/per-user/mike/bin:/home/mike/.nix-profile/bin:/run/current-system/sw/bin:/usr/bin:/bin"
env["PATH"] = extra + ":" + env.get("PATH", "")
for p in sorted(pathlib.Path("/proc").glob("[0-9]*/cmdline")):
    try:
        raw_cmd = p.read_bytes().replace(b"\\x00", b" ").decode("utf-8", errors="ignore")
        if not any(tok in raw_cmd for tok in ("stream.py", "logs.py", "obs", "xfce4-session")):
            continue
        for item in (p.parent / "environ").read_bytes().split(b"\\x00"):
            if b"=" in item:
                k, v = item.split(b"=", 1)
                ks = k.decode("utf-8", errors="ignore")
                vs = v.decode("utf-8", errors="ignore")
                if ks in ("XAUTHORITY", "XDG_RUNTIME_DIR", "DBUS_SESSION_BUS_ADDRESS") and vs:
                    env[ks] = vs
        if env.get("XAUTHORITY"):
            break
    except Exception:
        continue
env["DISPLAY"] = ":10.0"
env.setdefault("XDG_RUNTIME_DIR", f"/run/user/{{os.getuid()}}")
xauth = pathlib.Path.home() / ".Xauthority"
if not env.get("XAUTHORITY") and xauth.is_file():
    env["XAUTHORITY"] = str(xauth)
if {freeze_hud!r}:
    _pause_honeybot_stage(pause_audio={pause_audio!r})
if shutil.which("xdotool", path=env["PATH"]):
    subprocess.run(["xdotool", "mousemove", "1916", "540"], env=env, check=False)
subprocess.run(["pkill", "-f", {STAGE_PROFILE_DIR!r}], check=False)
time.sleep(0.2)
prof = pathlib.Path({STAGE_PROFILE_DIR!r})
shutil.rmtree(prof, ignore_errors=True)
prof.mkdir(parents=True, exist_ok=True)
(prof / "user.js").write_text(
    'user_pref("browser.sessionstore.resume_from_crash", false);\\n'
    'user_pref("browser.shell.checkDefaultBrowser", false);\\n'
    'user_pref("datareporting.policy.dataSubmissionPolicyBypassNotification", true);\\n'
    'user_pref("trailhead.firstrun.didSeeAboutWelcome", true);\\n'
    'user_pref("browser.startup.homepage_override.mstone", "ignore");\\n',
    encoding="utf-8",
)
before_res = subprocess.run(["wmctrl", "-l"], env=env, capture_output=True, text=True, check=False)
before_wids = {{ln.split()[0] for ln in (before_res.stdout or "").splitlines() if ln.strip()}}
proc = subprocess.Popen(
    ["firefox", "--kiosk", "--profile", {STAGE_PROFILE_DIR!r}, "--no-remote", "--new-instance", {stage_url!r}],
    env=env,
    stdout=subprocess.DEVNULL,
    stderr=subprocess.DEVNULL,
    start_new_session=True,
)
if {freeze_hud!r}:
    pathlib.Path("/tmp/honeybot_weebo_active").write_text(str(proc.pid), encoding="utf-8")
for _ in range(50):
    time.sleep(0.4)
    res = subprocess.run(["wmctrl", "-l"], env=env, capture_output=True, text=True, check=False)
    for line in (res.stdout or "").splitlines():
        parts = line.split()
        if not parts:
            continue
        wid = parts[0]
        if wid not in before_wids and ("Firefox" in line or "Pipulate" in line or "Optics" in line):
            subprocess.run(["wmctrl", "-i", "-r", wid, "-b", "add,fullscreen,above,skip_taskbar,skip_pager"], env=env, check=False)
            subprocess.run(["wmctrl", "-i", "-a", wid], env=env, check=False)
            print("STAGE_WINDOW_PINNED=" + wid)
            raise SystemExit(0)
print("STAGE_WINDOW_LAUNCHED")
"""
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
            while True:
                if _local_server_alive(LOCAL_PORT):
                    chk = subprocess.run(
                        ["ssh", "-o", "BatchMode=yes", "-o", "ConnectTimeout=5", HONEYBOT_HOST, "python3", "-"],
                        input=claim_script,
                        capture_output=True,
                        text=True,
                        check=False,
                    )
                    if "CLAIMED" in (chk.stdout or ""):
                        print("🎬 Claimed Honeybot OPTICS_SLOT! Launching 911 LLM Optics stage...")
                        rc = run_ytapp(
                            action="start",
                            subpath="/optics_workflow?demo=1",
                            say_text=say_text,
                            outro_text=outro_text or "Returning now to the Honeybot Observatory.",
                            dry_run=False,
                            freeze_hud=freeze_hud,
                            pause_audio=pause_audio,
                            wait_for_deed=True,
                            wait_timeout=wait_timeout,
                            mute_stage=mute_stage,
                        )
                        if watch_once:
                            return rc
                elif watch_once:
                    return 0
                if watch_once:
                    return 0
                time.sleep(2.5)
[[[DIVIDER]]]
            while True:
                chk = subprocess.run(
                    ["ssh", "-o", "BatchMode=yes", "-o", "ConnectTimeout=5", HONEYBOT_HOST, "python3", "-"],
                    input=claim_script,
                    capture_output=True,
                    text=True,
                    check=False,
                )
                if "CLAIMED" in (chk.stdout or ""):
                    print("🎬 Claimed Honeybot OPTICS_SLOT! Ensuring local FastHTML server & launching stage...")
                    if _ensure_local_server(LOCAL_PORT, auto_start=True):
                        rc = run_ytapp(
                            action="start",
                            subpath="/optics_workflow?demo=1",
                            say_text=say_text,
                            outro_text=outro_text or "Returning now to the Honeybot Observatory.",
                            dry_run=False,
                            freeze_hud=freeze_hud,
                            pause_audio=pause_audio,
                            wait_for_deed=True,
                            wait_timeout=wait_timeout,
                            mute_stage=mute_stage,
                        )
                        if watch_once:
                            return rc
                if watch_once:
                    return 0
                time.sleep(2.0)
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
    if action == "stop":
        stop_script = (
            "import subprocess\n"
            f"subprocess.run(['pkill', '-f', {STAGE_PROFILE_DIR!r}], check=False)\n"
            + REMOTE_RESUME_SNIPPET
        )
[[[DIVIDER]]]
    if action == "stop":
        stop_script = (
            "import json, pathlib, subprocess\n"
            f"sp = pathlib.Path({OPTICS_SLOT_FILE!r})\n"
            "if sp.is_file():\n"
            "    try:\n"
            "        sp.write_text(json.dumps({'state': 'done'}), encoding='utf-8')\n"
            "    except Exception:\n"
            "        pass\n"
            f"subprocess.run(['pkill', '-f', {STAGE_PROFILE_DIR!r}], check=False)\n"
            + REMOTE_RESUME_SNIPPET
        )
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
    # action == "start"
    if not _local_server_alive(LOCAL_PORT):
        print(
            f"⚠️ Local Pipulate server is not answering on http://127.0.0.1:{LOCAL_PORT}. "
            "Start it with `pu` or `nix develop` first."
        )
        return 1
[[[DIVIDER]]]
    # action == "start"
    if not _ensure_local_server(LOCAL_PORT, auto_start=True):
        print(
            f"⚠️ Local Pipulate server is not answering on http://127.0.0.1:{LOCAL_PORT}. "
            "Start it with `pu` or `nix develop` first."
        )
        return 1
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
    if not _tunnel_pids():
        tun = subprocess.run(
            [
                "ssh",
                "-f",
                "-N",
                "-o",
                "ExitOnForwardFailure=yes",
                "-o",
                "ServerAliveInterval=30",
                "-R",
                f"{REMOTE_TUNNEL_PORT}:127.0.0.1:{LOCAL_PORT}",
                HONEYBOT_HOST,
            ],
            check=False,
        )
        if tun.returncode != 0:
            print(f"❌ Failed to open SSH reverse tunnel to {HONEYBOT_HOST}.")
            return 1
[[[DIVIDER]]]
    if not _ensure_reverse_tunnel():
        print(f"❌ Failed to establish verified SSH reverse tunnel ({REMOTE_TUNNEL_PORT}->{LOCAL_PORT}) to {HONEYBOT_HOST}.")
        return 1
[[[REPLACE]]]

Verify the AFTER straddle receipts for Chisel Strike 2 (`USES_ABOUT= True SQL_PARITY= True SNAP_META= True DEFERRED_OK= True` and `AUTO_SERVER= True TUNNEL_VERIFY= True KIOSK_XAUTH= True SAY_FIRST= True NO_MAX_GUARD= True`), plus the live witness from `ytapp optics --wait`.
Now inspect `flake.nix` and `scripts/articles/common.py` from raw source and execute Chisel Strike 3:
1. Wire a clean, easy Max Headroom toggle (`ytmax off | on | 12` — defaulting to `off` for now so `ytwatch` keeps running viewer telemetry without popping Max Headroom, while supporting a 1-in-N B.F. Skinner variable-ratio schedule whenever re-enabled).
2. Wire `ytreboot` in `flake.nix` to automatically start/refresh `ytapp watch-breaks` in a background tmux session alongside `ytwatch` so autonomous `OPTICS_SLOT` station breaks punch Pipulate Prime's `911 LLM Optics` onto Honeybot `:10.0` hands-free without needing a separate open terminal.

# # Context 1
# context.txt
# prompt_foo.py
# ! book
# ! markov
# ! rgxc 40
# ! latest

# # Context 2
# context.txt
# # foo_files.py
# # GLOSSARY.md
# imports/ascii_displays.py
# remotes/honeybot/scripts/logs.py
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
# ! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
# ! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

# # Context 3
# context.txt
# scripts/ytstage.py
# apps/911_optics_workflow.py
# assets/scenarios/optics_test.json
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import imports.ascii_displays as ad; has_t = "optics_triptych" in ad.FIGURATE_REGISTRY; ai = ad.figurate("optics_triptych").ai if has_t else ""; widths = {len(ln) for ln in ai.splitlines() if "│" in ln or "┌" in ln}; fn = getattr(ad, "compute_overlay_xy", None); xy = fn(1920, 1080, 920, 420, stage_band=True) if fn else (-1, -1); print("HAS_TRIPTYCH=", has_t, "PLUMB_BOX=", len(widths) == 1, "STAGE_XY=", xy, "STAGE_CLEAR=", 36 <= xy[1] and (xy[1] + 420) <= 560)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import sys; sys.path.insert(0, "remotes/honeybot/scripts"); import logs; fn = getattr(logs, "format_sunpug_border_banner", None); b = fn(190) if fn else logs.SUNPUG_BORDER_BANNER; cnt = b.lower().count("sunpug.io"); lpos = b.lower().find("sunpug.io"); rpos = b.lower().rfind("sunpug.io"); print("HAS_FN=", bool(fn), "SUNPUG_COUNT=", cnt, "LEFT_POS=", lpos, "RIGHT_POS=", rpos, "WING_SAFE=", cnt >= 3 and 0 <= lpos < 20 and rpos > 160)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; labels = [" ".join(b[0][1].get("label", "").split()) for b in forest.STATION_SEGMENTS]; b0_tease = "911 LLM Optics" in str(forest.STATION_SEGMENTS[0][7]); src = inspect.getsource(stream.run_optics_station_slot); p = stream.trigger_station_bead_live("optics", out_path=None); print("LABELS=", labels, "B0_TEASE=", b0_tease, "NO_CLIP_RELIC=", ("optics_triptych" in src and "clipboard" not in src), "CLAIM_GRACE=", "claim_grace" in src, "OPTICS_BEAD_OK=", " ".join(str(p.get("card", "")).split()) == "911 LLM OPTICS")'
# ! rg -n 'def |honeybot_optics_slot|15001|5001|claimed|weebo_active|firefox' scripts/ytstage.py

# Context 4
context.txt
flake.nix
scripts/articles/common.py
scripts/ytstage.py
remotes/honeybot/scripts/stream.py
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; forest.prerender_station_report_ansi("overview", out_path="/tmp/honeybot_test_ov.ansi"); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); dsrc = inspect.getsource(stream.dispatch_cue); psrc = inspect.getsource(stream.Narrator.plan_utterances); print("USES_ABOUT=", ("about " in ov and "about " in bi), "SQL_PARITY=", ("limit=30" in fsrc and "ClaudeBot" in fsrc), "SNAP_META=", hasattr(forest, "_read_report_speech_snapshot"), "DEFERRED_OK=", ("if pace_say and" in dsrc and "resolve_dynamic_report_speech" in psrc))'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "remotes/honeybot/scripts"); import ytstage, stream; f_src = inspect.getsource(ytstage.build_remote_firefox_launch); o_src = inspect.getsource(stream.run_optics_station_slot); say_first = o_src.find("narrator.say(") < o_src.find("slot_p.write_text("); print("AUTO_SERVER=", hasattr(ytstage, "_ensure_local_server"), "TUNNEL_VERIFY=", hasattr(ytstage, "_ensure_reverse_tunnel"), "KIOSK_XAUTH=", ("--kiosk" in f_src and "XAUTHORITY" in f_src), "SAY_FIRST=", say_first, "NO_MAX_GUARD=", hasattr(stream, "_is_max_popup_suppressed"))'
! rg -n 'max|weebo|conjure-media|live_message|viewer' scripts/articles/common.py | head -n 35
! rg -n 'ytreboot|ytwatch|ytapp|pu\b' flake.nix && rg -n 'demo=1|optics_test' server.py assets/pipulate.js assets/init.js | head -n 25

  FERMI'S ASSUMPTION (1934 / 2026 SEO)         IDA NODDACK'S REALITY (FISSION / SUNPUG)
 ┌──────────────────────────────────────┐     ┌────────────────────────────────────────┐
 │ "Let's pile heavier layers on top!"  │     │ Uncharged Neutron -> Splits the Bloat! │
 │  • $10K/mo JS Pre-Render Farm        │     │  • 0-tax RFC 9110 Accept: text/markdown│
 │  • + ChatGPT for Business click UI   │     │  • 0-tax RFC 9111 Vary: Accept at Edge │
 │  • Blind to 95% zero-click wire RAG  │     │  • SunPug Probe -> optics_deed.zip     │
 └──────────────────────────────────────┘     └────────────────────────────────────────┘

> And what he did next that was surprising was hand out jars of blue dye for free.
>
> Historians of the early Agentic Web still marvel at the winter of 2026, when
> search marketers stared directly at AI retrieval traffic hammering their servers
> and saw only Homer's wine-dark sea. Like Enrico Fermi in 1934—who split the
> uranium atom with slow neutrons and spent four years ignoring Ida Noddack's
> warning that the heavy nucleus had fractured—the industry kept trying to pile
> heavier SaaS dashboards on top of ten-thousand-dollar JavaScript pre-renderers.
>
> They did not lack intelligence; they lacked indikón—the tradeable blue pigment
> that finally lets a culture point at a color and name it.
>
> So instead of arguing on social media, the builder released a tiny uncharged
> neutron called SunPug.io. Carrying zero subscription charge, it slipped past
> every corporate procurement barrier, spun up a deterministic Nix workshop in
> sixty seconds, X-rayed sixteen layers of raw HTTP wire truth through 911 LLM
> Optics, and trotted back carrying a cryptographically sealed optics_deed.zip in
> its teeth—a Roman pugio strapped to a smiling pug, splitting the ten-thousand-
> dollar pre-render tax into clean Markdown and pure air.

context.txt
remotes/honeybot/scripts/forest.py
scripts/articles/common.py
scripts/ytstage.py
! .venv/bin/python -c 'import os, sys; os.environ.pop("PIPULATE_YTWATCH_WEEBO", None); sys.path.insert(0, "scripts/articles"); import common; fn = getattr(common, "parse_ytmax_mode", None); d = fn("") if fn else None; s12 = fn("12") if fn else None; on = fn("on") if fn else None; print("HAS_YTMAX=", bool(fn), "DEFAULT_OFF=", d == ("off", 0, ""), "SKINNER_12=", s12 == ("skinner", 12, "auto"), "ON_MODE=", on == ("on", 1, "auto"))'
! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "scripts/articles"); import ytstage, common; has_mgr = hasattr(ytstage, "_manage_ytbreaks_daemon"); ysrc = inspect.getsource(ytstage.run_ytapp); rsrc = inspect.getsource(common.reboot_honeybot_stream); print("HAS_BREAKS_MGR=", has_mgr, "ROOT_DEED_WATCH=", ("repo_root" in ysrc and "script_mtime" in ysrc), "REBOOT_WIRES_BREAKS=", "restart-daemon" in rsrc)'
! LD_LIBRARY_PATH="" nix-instantiate --parse flake.nix >/dev/null && rg -n 'ytmax\(\)|ytbreaks\(\)|ensure-daemon' flake.nix || echo "FLAKE_MISSING_WIRING"
! rg -n 'if False:|raise ValueError\("empty' remotes/honeybot/scripts/forest.py && rg -n 'tick\.wav|ding\.wav' server.py assets/ imports/ scripts/ytstage.py | head -n 20

Target: flake.nix
[[[SEARCH]]]
          ytbgm()    { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/articles/common.py" --broadcast bgm    "$@"; }
          ytreboot() { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/articles/common.py" --broadcast reboot "$@"; }
          ytticker() { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/articles/common.py" --broadcast ticker "$@"; }
          ytapp()     { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/ytstage.py" app "$@"; }
          ytvim()     { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/ytstage.py" vim "$@"; }
[[[DIVIDER]]]
          ytbgm()    { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/articles/common.py" --broadcast bgm    "$@"; }
          ytmax()    { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/articles/common.py" --broadcast max    "$@"; }
          ytreboot() {
            "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/articles/common.py" --broadcast reboot "$@" || return $?
            case " $* " in
              *" --dry-run "*|*" --sync "*) ;;
              *) "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/ytstage.py" app ensure-daemon ;;
            esac
          }
          ytticker() { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/articles/common.py" --broadcast ticker "$@"; }
          ytapp()     { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/ytstage.py" app "$@"; }
          ytbreaks()  { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/ytstage.py" app watch-status "$@"; }
          ytvim()     { "$PIPULATE_ROOT/.venv/bin/python" "$PIPULATE_ROOT/scripts/ytstage.py" vim "$@"; }
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
        print(" 13. ytwatch            👀 Check live viewers & chat (`ytwatch start|log|status|stop`)")
        print("      ytlog             📺 Watch live notification stream (`q` or `Ctrl+b d` to exit)")
        print(" 14. ytsay \"text\"       🎙️ Break in LIVE on-air (`-c \"CARD\"` `-p white_rabbit` `-m IMG`)")
        print("      ytticker \"text\"   📟 Update 5-row LED side-band (`|` cards, `--scroll`, `--small`, `--reset`)")
        print(" 15. ytapp / ytvim      🖥️ Project local FastHTML (:5001) or live Vim onto stream")
[[[DIVIDER]]]
        print(" 13. ytwatch            👀 Check live viewers & chat (`ytwatch start|log|status|stop`)")
        print("      ytlog             📺 Watch live notification stream (`q` or `Ctrl+b d` to exit)")
        print("      ytmax             🎰 Toggle Max Headroom (`off` [default] | `on` | `12` Skinner VR-12)")
        print(" 14. ytsay \"text\"       🎙️ Break in LIVE on-air (`-c \"CARD\"` `-p white_rabbit` `-m IMG`)")
        print("      ytticker \"text\"   📟 Update 5-row LED side-band (`|` cards, `--scroll`, `--small`, `--reset`)")
        print(" 15. ytapp / ytvim      🖥️ Project local FastHTML (:5001) or live Vim onto stream")
        print("      ytbreaks          🔭 Check background `ytapp watch-breaks` Optics station-break daemon")
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
def _trigger_ytwatch_weebo(weebo_spec=None, duration=None):
[[[DIVIDER]]]
def parse_ytmax_mode(raw_spec=None) -> tuple:
    """Return (mode, odds, asset_spec) for Max Headroom popups; defaults to ('off', 0, '') when unset."""
    if raw_spec is not None:
        raw = str(raw_spec).strip()
    else:
        vault_val = _load_vault_env().get("PIPULATE_YTWATCH_WEEBO", "").strip()
        raw = vault_val if vault_val else os.environ.get("PIPULATE_YTWATCH_WEEBO", "").strip()
    low = raw.lower()
    if low in ("", "0", "off", "false", "none", "no", "stop", "mute", "disable", "disabled"):
        return ("off", 0, "")
    if low in ("1", "on", "true", "yes", "auto", "always", "enable", "enabled"):
        return ("on", 1, "auto")
    if low in ("skinner", "random", "slot", "vegas"):
        return ("skinner", 12, "auto")
    m = re.match(r"^(?:1[:/]|vr-?)?(\d+)$", low)
    if m:
        n = int(m.group(1))
        if n <= 0:
            return ("off", 0, "")
        if n == 1:
            return ("on", 1, "auto")
        return ("skinner", n, "auto")
    return ("asset", 1, raw)

def _sync_honeybot_no_max_sentinel(is_off: bool) -> bool:
    """Keep Honeybot /tmp/honeybot_no_max aligned with Prime's ytmax mode."""
    import subprocess
    remote_cmd = (
        "touch /tmp/honeybot_no_max && pkill -f honeybot_media_overlay 2>/dev/null || true"
        if is_off
        else "rm -f /tmp/honeybot_no_max"
    )
    res = subprocess.run(
        ["ssh", "-o", "BatchMode=yes", "-o", "ConnectTimeout=4", HONEYBOT_SSH_HOST, remote_cmd],
        capture_output=True,
        text=True,
        check=False,
    )
    return res.returncode == 0

def manage_ytmax_toggle(arg="status", dry_run=False) -> int:
    """Inspect or set Max Headroom popup mode: `ytmax [status | off | on | 12]`."""
    import subprocess
    token = str(arg or "status").strip()
    if token.lower() in ("", "status", "show", "check"):
        mode, odds, asset = parse_ytmax_mode()
        label = (
            "OFF (viewer telemetry active, Max popups suppressed)"
            if mode == "off"
            else (
                f"SKINNER BOX VR-{odds} (1-in-{odds} random payout per viewer +1)"
                if mode == "skinner"
                else (f"ON (1:1 every viewer +1, asset={asset})"))
        )
        hb_sentinel = "UNKNOWN (dry-run)"
        if not dry_run:
            chk = subprocess.run(
                ["ssh", "-o", "BatchMode=yes", "-o", "ConnectTimeout=4", HONEYBOT_SSH_HOST, "test -f /tmp/honeybot_no_max && echo PRESENT || echo CLEAR"],
                capture_output=True,
                text=True,
                check=False,
            )
            hb_sentinel = (chk.stdout or "").strip() or "UNREACHABLE"
        print(f"🎰 Max Headroom (`ytmax`): {label}")
        print(f"   • Honeybot /tmp/honeybot_no_max : {hb_sentinel} (180s boot & Overture No-Max Zone always active)")
        print("   • Toggle commands               : ytmax off  |  ytmax 12  |  ytmax on")
        return 0
    mode, odds, asset = parse_ytmax_mode(token)
    canonical = "off" if mode == "off" else ("on" if mode == "on" else (f"1:{odds}" if mode == "skinner" else asset))
    if dry_run:
        print(f"🎰 [DRY RUN] Would set PIPULATE_YTWATCH_WEEBO={canonical!r} (mode={mode}, odds={odds}) & sync Honeybot sentinel.")
        return 0
    _save_vault_var("PIPULATE_YTWATCH_WEEBO", canonical)
    synced = _sync_honeybot_no_max_sentinel(is_off=(mode == "off"))
    sync_lbl = "synced" if synced else "SSH skipped"
    if mode == "off":
        print(f"🛑 Max Headroom OFF (PIPULATE_YTWATCH_WEEBO='off', Honeybot /tmp/honeybot_no_max {sync_lbl}).")
    elif mode == "skinner":
        print(f"🎰 Max Headroom set to B.F. SKINNER VR-{odds} (1-in-{odds} payout on viewer +1; Honeybot sentinel {sync_lbl}).")
    else:
        print(f"🎭 Max Headroom ON ({canonical!r}; Honeybot sentinel {sync_lbl}, 180s boot/Overture No-Max Zone active).")
    return 0

def _trigger_ytwatch_weebo(weebo_spec=None, duration=None):
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
    cfg_spec = (weebo_spec or _get_vault_var("PIPULATE_YTWATCH_WEEBO") or "auto").strip()
    if cfg_spec.lower() in ("0", "off", "false", "none"):
        return
[[[DIVIDER]]]
    mode, odds, cfg_spec = parse_ytmax_mode(weebo_spec)
    if mode == "off":
        return
    if mode == "skinner" and odds > 1:
        import secrets
        roll = secrets.randbelow(odds) + 1
        if roll != 1:
            print(
                f"[{_ytlog_ts()}] 🎲 [SKINNER VR-{odds}] Roll {roll}/{odds} — holding Max Headroom in reserve.",
                flush=True,
            )
            return
        print(
            f"[{_ytlog_ts()}] 🎰 [SKINNER JACKPOT 1/{odds}] Variable-ratio payout hit — summoning Max Headroom!",
            flush=True,
        )
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
            f"{prev_viewers} -> {state['concurrent_viewers']} watching — firing hairline Weebo trigger!",
[[[DIVIDER]]]
            f"{prev_viewers} -> {state['concurrent_viewers']} watching",
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
                            f"[{_ytlog_ts()}] ⚡ [FAST VIEWER +{fast_v - prev_viewers}] {prev_viewers} -> {fast_v} watching ({fast_step}s InnerTube pulse) — firing hairline Weebo trigger!",
[[[DIVIDER]]]
                            f"[{_ytlog_ts()}] ⚡ [FAST VIEWER +{fast_v - prev_viewers}] {prev_viewers} -> {fast_v} watching ({fast_step}s InnerTube pulse)",
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
                    f"[{_ytlog_ts()}] 📈 [VIEWER +{viewers - prev_viewers}] {prev_viewers} -> {viewers} watching ({src_cmp}) — firing hairline Weebo trigger!",
[[[DIVIDER]]]
                    f"[{_ytlog_ts()}] 📈 [VIEWER +{viewers - prev_viewers}] {prev_viewers} -> {viewers} watching ({src_cmp})",
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
    res = subprocess.run(["ssh", HONEYBOT_SSH_HOST, "sh", "-s"], input=remote_sh, text=True)
    has_ytwatch = subprocess.run(
        ["tmux", "has-session", "-t", "ytwatch"],
        stdout=subprocess.DEVNULL,
        stderr=subprocess.DEVNULL,
        check=False,
    ).returncode == 0
    if has_ytwatch:
        _manage_ytwatch_daemon("restart")
    return res.returncode
[[[DIVIDER]]]
    res = subprocess.run(["ssh", HONEYBOT_SSH_HOST, "sh", "-s"], input=remote_sh, text=True)
    cur_max_mode, _, _ = parse_ytmax_mode()
    _sync_honeybot_no_max_sentinel(is_off=(cur_max_mode == "off"))
    _manage_ytwatch_daemon("restart")
    ytstage_script = repo_root / "scripts" / "ytstage.py"
    if ytstage_script.is_file():
        subprocess.run(
            [sys.executable, str(ytstage_script), "app", "restart-daemon"],
            check=False,
        )
    return res.returncode
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
        choices=("help", "card", "summary", "hero", "yaml", "tweet", "linkedin", "fb", "facebook", "pebble", "title", "desc", "top", "outro", "bgm", "reboot", "feature", "status", "bell", "stop", "start", "roll", "enable-ws", "say", "ticker", "ping", "watch"),
        default="card",
        help="Print/copy broadcast kit or control Honeybot (help|card|summary|hero|yaml|tweet|linkedin|fb|facebook|pebble|title|desc|top|outro|bgm|reboot|feature|status|bell|stop|start|roll|enable-ws|say|ticker|ping|watch).",
[[[DIVIDER]]]
        choices=("help", "card", "summary", "hero", "yaml", "tweet", "linkedin", "fb", "facebook", "pebble", "title", "desc", "top", "outro", "bgm", "max", "reboot", "feature", "status", "bell", "stop", "start", "roll", "enable-ws", "say", "ticker", "ping", "watch"),
        default="card",
        help="Print/copy broadcast kit or control Honeybot (help|card|summary|hero|yaml|tweet|linkedin|fb|facebook|pebble|title|desc|top|outro|bgm|max|reboot|feature|status|bell|stop|start|roll|enable-ws|say|ticker|ping|watch).",
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
    if cli_args.broadcast == "bgm":
        bgm_arg = cli_args.message[0] if cli_args.message else "status"
        sys.exit(tune_storytime_bgm(arg=bgm_arg, dry_run=cli_args.dry_run))
[[[DIVIDER]]]
    if cli_args.broadcast == "max":
        max_arg = cli_args.message[0] if cli_args.message else "status"
        sys.exit(manage_ytmax_toggle(arg=max_arg, dry_run=cli_args.dry_run))
    if cli_args.broadcast == "bgm":
        bgm_arg = cli_args.message[0] if cli_args.message else "status"
        sys.exit(tune_storytime_bgm(arg=bgm_arg, dry_run=cli_args.dry_run))
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
OPTICS_SLOT_FILE = "/tmp/honeybot_optics_slot.json"
[[[DIVIDER]]]
OPTICS_SLOT_FILE = "/tmp/honeybot_optics_slot.json"
YTBREAKS_TMUX_SESSION = "ytbreaks"
YTBREAKS_LOG_FILE = "/tmp/ytbreaks.log"

def _manage_ytbreaks_daemon(action: str, dry_run: bool = False) -> int:
    """Start, ensure, stop, or inspect the background tmux 'ytbreaks' (ytapp watch-breaks) session on Prime."""
    repo_root = Path(__file__).resolve().parents[1]
    log_path = Path(YTBREAKS_LOG_FILE)
    if dry_run:
        print(f"🔭 [DRY RUN] ytbreaks daemon action={action} (session={YTBREAKS_TMUX_SESSION}, log={log_path})")
        return 0
    is_running = (
        subprocess.run(
            ["tmux", "has-session", "-t", YTBREAKS_TMUX_SESSION],
            stdout=subprocess.DEVNULL,
            stderr=subprocess.DEVNULL,
            check=False,
        ).returncode
        == 0
    )
    if action == "watch-status":
        print(f"📡 ytbreaks daemon: {'RUNNING (tmux session: ' + YTBREAKS_TMUX_SESSION + ')' if is_running else 'STOPPED'}")
        if log_path.is_file():
            lines = log_path.read_text(encoding="utf-8", errors="replace").splitlines()[-8:]
            if lines:
                print(f"--- Last {len(lines)} line(s) of {log_path} ---")
                for ln in lines:
                    print(f"   {ln}")
        return 0
    if action == "watch-stop":
        if is_running:
            subprocess.run(["tmux", "kill-session", "-t", YTBREAKS_TMUX_SESSION], check=False)
            print(f"🛑 Stopped background tmux session '{YTBREAKS_TMUX_SESSION}'.")
        else:
            print(f"ℹ️  No background '{YTBREAKS_TMUX_SESSION}' tmux session was running.")
        return 0
    if action == "watch-log":
        if not is_running:
            rc = _manage_ytbreaks_daemon("daemon", dry_run=False)
            if rc != 0:
                return rc
        if not sys.stdout.isatty():
            return _manage_ytbreaks_daemon("watch-status", dry_run=False)
        subprocess.run(["tmux", "bind-key", "-n", "q", "detach-client"], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, check=False)
        try:
            subprocess.run(["tmux", "attach-session", "-r", "-t", YTBREAKS_TMUX_SESSION], check=False)
        finally:
            subprocess.run(["tmux", "unbind-key", "-n", "q"], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, check=False)
        return 0
    if action == "ensure-daemon" and is_running:
        return 0
    if is_running:
        subprocess.run(["tmux", "kill-session", "-t", YTBREAKS_TMUX_SESSION], check=False)
    py_bin = repo_root / ".venv" / "bin" / "python"
    if not py_bin.is_file():
        py_bin = Path(sys.executable)
    script_path = Path(__file__).resolve()
    cmd_str = f"PYTHONUNBUFFERED=1 {py_bin} {script_path} app watch-breaks 2>&1 | tee -a {log_path}"
    res = subprocess.run(
        ["tmux", "new-session", "-d", "-s", YTBREAKS_TMUX_SESSION, "-c", str(repo_root), cmd_str],
        check=False,
    )
    if res.returncode == 0:
        for opt, val in (
            ("status", "on"),
            ("status-style", "bg=colour235,fg=colour46,bold"),
            ("status-left-length", "48"),
            ("status-left", " 🎬 YTBREAKS OPTICS WATCHER (15001->5001) "),
            ("status-right-length", "64"),
            ("status-right", " EXIT (KEEP RUNNING): Press q OR Ctrl+b then d "),
        ):
            subprocess.run(
                ["tmux", "set-option", "-t", YTBREAKS_TMUX_SESSION, opt, val],
                stdout=subprocess.DEVNULL,
                stderr=subprocess.DEVNULL,
                check=False,
            )
        print(f"🎬 Started background '{YTBREAKS_TMUX_SESSION}' (`ytapp watch-breaks`) daemon in tmux.")
        print("   • Check Optics watcher: ytbreaks   (or `ytapp watch-log` — press `q` to detach)")
        print("   • Stop Optics watcher : ytapp watch-stop")
        return 0
    print(f"❌ Failed to start tmux session '{YTBREAKS_TMUX_SESSION}'.")
    return 1
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
                if ks in ("XAUTHORITY", "XDG_RUNTIME_DIR", "DBUS_SESSION_BUS_ADDRESS") and vs:
[[[DIVIDER]]]
                if ks in ("XAUTHORITY", "XDG_RUNTIME_DIR", "DBUS_SESSION_BUS_ADDRESS", "PULSE_SERVER", "PIPEWIRE_RUNTIME_DIR") and vs:
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
    'user_pref("browser.startup.homepage_override.mstone", "ignore");\\n',
[[[DIVIDER]]]
    'user_pref("browser.startup.homepage_override.mstone", "ignore");\\n'
    'user_pref("media.autoplay.default", 0);\\n'
    'user_pref("media.autoplay.blocking_policy", 0);\\n',
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
    if action in ("watch-breaks", "watch", "daemon"):
        if dry_run:
            print(f"🔭 [DRY RUN] Watching {HONEYBOT_HOST}:{OPTICS_SLOT_FILE} from LAN -> DMZ (once={watch_once}).")
            return 0
        print(f"🔭 Watching {HONEYBOT_HOST}:{OPTICS_SLOT_FILE} for DMZ-safe 911 LLM Optics station breaks...")
        claim_script = (
            "import json, pathlib, time\n"
            f"p = pathlib.Path({OPTICS_SLOT_FILE!r})\n"
            "if p.is_file():\n"
            "    d = json.loads(p.read_text(encoding='utf-8'))\n"
            "    if d.get('state') == 'waiting' and (time.time() - float(d.get('requested_at', 0))) < 35:\n"
            "        d['state'] = 'claimed'\n"
            "        p.write_text(json.dumps(d), encoding='utf-8')\n"
            "        print('CLAIMED')\n"
        )
        try:
            while True:
[[[DIVIDER]]]
    if action in ("daemon", "watch-daemon", "watch-start", "restart-daemon", "ensure-daemon", "watch-stop", "watch-status", "watch-log"):
        return _manage_ytbreaks_daemon(action, dry_run=dry_run)
    if action in ("watch-breaks", "watch"):
        if dry_run:
            print(f"🔭 [DRY RUN] Watching {HONEYBOT_HOST}:{OPTICS_SLOT_FILE} from LAN -> DMZ (once={watch_once}).")
            return 0
        print(f"🔭 Watching {HONEYBOT_HOST}:{OPTICS_SLOT_FILE} for DMZ-safe 911 LLM Optics station breaks...", flush=True)
        script_mtime = Path(__file__).stat().st_mtime
        claim_script = (
            "import json, pathlib, time\n"
            f"p = pathlib.Path({OPTICS_SLOT_FILE!r})\n"
            "if p.is_file():\n"
            "    d = json.loads(p.read_text(encoding='utf-8'))\n"
            "    if d.get('state') == 'waiting' and (time.time() - float(d.get('requested_at', 0))) < 35:\n"
            "        d['state'] = 'claimed'\n"
            "        p.write_text(json.dumps(d), encoding='utf-8')\n"
            "        print('CLAIMED')\n"
        )
        try:
            while True:
                if not watch_once and Path(__file__).stat().st_mtime != script_mtime:
                    print("🔄 [HOT-RELOAD] ytstage.py updated on disk — re-execing ytbreaks watcher...", flush=True)
                    os.execv(sys.executable, [sys.executable, *sys.argv])
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
        print(
            f"📡 ytapp tunnel (15001->5001): {'RUNNING pid=' + ','.join(pids) if pids else 'STOPPED'}"
        )
        print(f"📺 Honeybot :10.0 stage      : {(rem.stdout or '').strip()}")
        return 0
[[[DIVIDER]]]
        watcher_on = (
            subprocess.run(
                ["tmux", "has-session", "-t", YTBREAKS_TMUX_SESSION],
                stdout=subprocess.DEVNULL,
                stderr=subprocess.DEVNULL,
                check=False,
            ).returncode
            == 0
        )
        print(
            f"📡 ytbreaks watcher (tmux)   : {'RUNNING (session: ' + YTBREAKS_TMUX_SESSION + ')' if watcher_on else 'STOPPED (start with `ytapp daemon` or `ytreboot`)'}"
        )
        print(
            f"📡 ytapp tunnel (15001->5001): {'RUNNING pid=' + ','.join(pids) if pids else 'STOPPED'}"
        )
        print(f"📺 Honeybot :10.0 stage      : {(rem.stdout or '').strip()}")
        return 0
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
                watch_roots = [Path("browser_cache/mikelev.in"), Path("browser_cache/looking_at")]
[[[DIVIDER]]]
                repo_root = Path(__file__).resolve().parents[1]
                watch_roots = [repo_root / "browser_cache" / "mikelev.in", repo_root / "browser_cache" / "looking_at"]
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
        for token in parsed.args:
            low = token.strip().lower()
            if low in ("start", "stop", "status", "kill", "watch-breaks", "watch", "daemon"):
                action = "stop" if low == "kill" else ("watch-breaks" if low in ("watch", "daemon") else low)
[[[DIVIDER]]]
        for token in parsed.args:
            low = token.strip().lower()
            if low in (
                "start", "stop", "status", "kill", "watch-breaks", "watch",
                "daemon", "watch-daemon", "watch-start", "restart-daemon",
                "ensure-daemon", "watch-stop", "watch-status", "watch-log",
            ):
                action = "stop" if low == "kill" else ("watch-breaks" if low == "watch" else low)
[[[REPLACE]]]

Verify the AFTER straddle receipts for Chisel Strike 3 (`HAS_YTMAX= True DEFAULT_OFF= True SKINNER_12= True ON_MODE= True`, `HAS_BREAKS_MGR= True ROOT_DEED_WATCH= True REBOOT_WIRES_BREAKS= True`, and `flake.nix` `ytmax()` / `ytbreaks()` / `ensure-daemon` green).
Now inspect `remotes/honeybot/scripts/forest.py` and the `tick.wav` / `ding.wav` call-site receipt from Probe 4 for a surgical Polish & Dismount strike:
1. Remove the orphaned `if False:` / `else: raise ValueError` lines in `remotes/honeybot/scripts/forest.py` so `resolve_dynamic_report_speech` hits `_format_overview_speech` / `_format_bimodal_speech` cleanly (`USES_ABOUT= True`).
2. Route or silence any local-Prime `tick.wav` / `ding.wav` chimes during stage projection if needed so Honeybot `:10.0` owns the broadcast audio bus end-to-end, and confirm we are ready to wrap the article (`article` / `publish`).

# # Context 1
# context.txt
# prompt_foo.py
# ! book
# ! markov
# ! rgxc 40
# ! latest

# # Context 2
# context.txt
# # foo_files.py
# # GLOSSARY.md
# imports/ascii_displays.py
# remotes/honeybot/scripts/logs.py
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
# ! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
# ! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

# # Context 3
# context.txt
# scripts/ytstage.py
# apps/911_optics_workflow.py
# assets/scenarios/optics_test.json
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import imports.ascii_displays as ad; has_t = "optics_triptych" in ad.FIGURATE_REGISTRY; ai = ad.figurate("optics_triptych").ai if has_t else ""; widths = {len(ln) for ln in ai.splitlines() if "│" in ln or "┌" in ln}; fn = getattr(ad, "compute_overlay_xy", None); xy = fn(1920, 1080, 920, 420, stage_band=True) if fn else (-1, -1); print("HAS_TRIPTYCH=", has_t, "PLUMB_BOX=", len(widths) == 1, "STAGE_XY=", xy, "STAGE_CLEAR=", 36 <= xy[1] and (xy[1] + 420) <= 560)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import sys; sys.path.insert(0, "remotes/honeybot/scripts"); import logs; fn = getattr(logs, "format_sunpug_border_banner", None); b = fn(190) if fn else logs.SUNPUG_BORDER_BANNER; cnt = b.lower().count("sunpug.io"); lpos = b.lower().find("sunpug.io"); rpos = b.lower().rfind("sunpug.io"); print("HAS_FN=", bool(fn), "SUNPUG_COUNT=", cnt, "LEFT_POS=", lpos, "RIGHT_POS=", rpos, "WING_SAFE=", cnt >= 3 and 0 <= lpos < 20 and rpos > 160)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; labels = [" ".join(b[0][1].get("label", "").split()) for b in forest.STATION_SEGMENTS]; b0_tease = "911 LLM Optics" in str(forest.STATION_SEGMENTS[0][7]); src = inspect.getsource(stream.run_optics_station_slot); p = stream.trigger_station_bead_live("optics", out_path=None); print("LABELS=", labels, "B0_TEASE=", b0_tease, "NO_CLIP_RELIC=", ("optics_triptych" in src and "clipboard" not in src), "CLAIM_GRACE=", "claim_grace" in src, "OPTICS_BEAD_OK=", " ".join(str(p.get("card", "")).split()) == "911 LLM OPTICS")'
# ! rg -n 'def |honeybot_optics_slot|15001|5001|claimed|weebo_active|firefox' scripts/ytstage.py

# # Context 4
# context.txt
# flake.nix
# scripts/articles/common.py
# scripts/ytstage.py
# remotes/honeybot/scripts/stream.py
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; forest.prerender_station_report_ansi("overview", out_path="/tmp/honeybot_test_ov.ansi"); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); dsrc = inspect.getsource(stream.dispatch_cue); psrc = inspect.getsource(stream.Narrator.plan_utterances); print("USES_ABOUT=", ("about " in ov and "about " in bi), "SQL_PARITY=", ("limit=30" in fsrc and "ClaudeBot" in fsrc), "SNAP_META=", hasattr(forest, "_read_report_speech_snapshot"), "DEFERRED_OK=", ("if pace_say and" in dsrc and "resolve_dynamic_report_speech" in psrc))'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "remotes/honeybot/scripts"); import ytstage, stream; f_src = inspect.getsource(ytstage.build_remote_firefox_launch); o_src = inspect.getsource(stream.run_optics_station_slot); say_first = o_src.find("narrator.say(") < o_src.find("slot_p.write_text("); print("AUTO_SERVER=", hasattr(ytstage, "_ensure_local_server"), "TUNNEL_VERIFY=", hasattr(ytstage, "_ensure_reverse_tunnel"), "KIOSK_XAUTH=", ("--kiosk" in f_src and "XAUTHORITY" in f_src), "SAY_FIRST=", say_first, "NO_MAX_GUARD=", hasattr(stream, "_is_max_popup_suppressed"))'
# ! rg -n 'max|weebo|conjure-media|live_message|viewer' scripts/articles/common.py | head -n 35
# ! rg -n 'ytreboot|ytwatch|ytapp|pu\b' flake.nix && rg -n 'demo=1|optics_test' server.py assets/pipulate.js assets/init.js | head -n 25

# Context 5
context.txt
remotes/honeybot/scripts/forest.py
scripts/articles/common.py
scripts/ytstage.py
! .venv/bin/python -c 'import os, sys; os.environ.pop("PIPULATE_YTWATCH_WEEBO", None); sys.path.insert(0, "scripts/articles"); import common; fn = getattr(common, "parse_ytmax_mode", None); d = fn("") if fn else None; s12 = fn("12") if fn else None; on = fn("on") if fn else None; print("HAS_YTMAX=", bool(fn), "DEFAULT_OFF=", d == ("off", 0, ""), "SKINNER_12=", s12 == ("skinner", 12, "auto"), "ON_MODE=", on == ("on", 1, "auto"))'
! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "scripts/articles"); import ytstage, common; has_mgr = hasattr(ytstage, "_manage_ytbreaks_daemon"); ysrc = inspect.getsource(ytstage.run_ytapp); rsrc = inspect.getsource(common.reboot_honeybot_stream); print("HAS_BREAKS_MGR=", has_mgr, "ROOT_DEED_WATCH=", ("repo_root" in ysrc and "script_mtime" in ysrc), "REBOOT_WIRES_BREAKS=", "restart-daemon" in rsrc)'
! LD_LIBRARY_PATH="" nix-instantiate --parse flake.nix >/dev/null && rg -n 'ytmax\(\)|ytbreaks\(\)|ensure-daemon' flake.nix || echo "FLAKE_MISSING_WIRING"
! rg -n 'if False:|raise ValueError\("empty' remotes/honeybot/scripts/forest.py && rg -n 'tick\.wav|ding\.wav' server.py assets/ imports/ scripts/ytstage.py | head -n 20

  HOW CONTEXT POINTERS & SHANNON SURPRISAL COMPOUND ACROSS TIME
 ┌──────────────────────────────────────────────────────────────────────────┐
 │ 1. POINTERS (Low Token Cost, High Weight Activation)                     │
 │    "Kafka's Beetle" · "Jeraptha Action" · "Darmok at Tanagra" · "IDIC"   │
 │    -> Unpacks megabytes of narrative structure already inside the LLM.   │
 ├──────────────────────────────────────────────────────────────────────────┤
 │ 2. SHANNON SURPRISAL (High Entropy, Outside Frozen Weights)              │
 │    Live raw source + ! probes + git diffs + bare-metal bot SQLite tables │
 │    -> Supplies the exact novel truth the model could never guess.        │
 ├──────────────────────────────────────────────────────────────────────────┤
 │ 3. THROWING THE BALL DOWNFIELD (Next Training Corpus)                    │
 │    Published to open Web + RFC 9110 Markdown -> scraped by AI crawlers   │
 │    -> Today's novel explanation becomes tomorrow's native model pointer. │
 └──────────────────────────────────────────────────────────────────────────┘

context.txt
remotes/honeybot/scripts/forest.py
scripts/articles/common.py
scripts/ytstage.py
! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts/articles"); import common; hsrc = inspect.getsource(common.print_broadcast_kit); wsrc = inspect.getsource(common.run_youtube_watch); print("HELP_WIRED=", ("ytmax" in hsrc and "ytbreaks" in hsrc), "NO_HAIRLINE_RELIC=", "firing hairline Weebo trigger!" not in wsrc)'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest; forest._write_report_speech_snapshot("overview", {"total_hits": 254321, "md_reads": 945, "total_cneg": 3812, "md_pct": 0.37, "top_bots": [("Exa Search Bot", 2273, 59.6)]}); forest._write_report_speech_snapshot("bimodal", {"eligible_html": 180400, "js_horizon_hits": 6120, "total_js_execs": 6120, "js_pct": 3.39, "top_bots": [("Open A I SearchBot", 3727, 60.9)]}); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); print("USES_ABOUT=", ("about " in ov and "about " in bi), "NO_IF_FALSE=", "if False:" not in fsrc)'
! rg -n 'tick\.wav|ding\.wav' apps/ tools/ scripts/ pipulate/ | head -n 25

Target: scripts/articles/common.py
[[[SEARCH]]]
        print("     ytlog             📺 Watch live notification stream (`q` or `Ctrl+b d` to exit)")
[[[DIVIDER]]]
        print("     ytlog             📺 Watch live notification stream (`q` or `Ctrl+b d` to exit)")
        print("     ytmax             🎰 Toggle Max Headroom (`off` [default] | `on` | `12` Skinner VR-12)")
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
        print(" 15. ytapp / ytvim     🖥️ Project local FastHTML (:5001) or live Vim onto stream")
[[[DIVIDER]]]
        print(" 15. ytapp / ytvim     🖥️ Project local FastHTML (:5001) or live Vim onto stream")
        print("     ytbreaks          🔭 Check background `ytapp watch-breaks` Optics station-break daemon")
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
                        f"[{_ytlog_ts()}] ⚡ [FAST VIEWER +{fast_v - prev_viewers}] {prev_viewers} -> {fast_v} watching ({fast_step}s InnerTube pulse) — firing hairline Weebo trigger!",
[[[DIVIDER]]]
                        f"[{_ytlog_ts()}] ⚡ [FAST VIEWER +{fast_v - prev_viewers}] {prev_viewers} -> {fast_v} watching ({fast_step}s InnerTube pulse)",
[[[REPLACE]]]

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
                else:
                    raise ValueError("empty overview db")
            if False:
                live_ov = ""
            else:
                raise ValueError("empty overview db")
        except Exception:
[[[DIVIDER]]]
                else:
                    raise ValueError("empty overview db")
        except Exception:
[[[REPLACE]]]

Target: remotes/honeybot/scripts/forest.py
[[[SEARCH]]]
                else:
                    raise ValueError("empty bimodal db")
            if False:
                live_bi = ""
            else:
                raise ValueError("empty bimodal db")
        except Exception:
[[[DIVIDER]]]
                else:
                    raise ValueError("empty bimodal db")
        except Exception:
[[[REPLACE]]]

Verify the AFTER straddle receipts (`HELP_WIRED= True NO_HAIRLINE_RELIC= True` and `USES_ABOUT= True NO_IF_FALSE= True`), plus the `tick.wav` / `ding.wav` call-site receipt from Probe 3.
If a one-line stage-bridge check can silence local-Prime `tick.wav` / `ding.wav` playback while `/tmp/pipulate_ytstage_audio.json` is active, load that file into NEXT CONTEXT for a quick polish car; otherwise confirm all systems are green for dismount (`article` -> `ythero` -> `ytyaml` -> `publish`).

# # Context 1
# context.txt
# prompt_foo.py
# ! book
# ! markov
# ! rgxc 40
# ! latest

# # Context 2
# context.txt
# # foo_files.py
# # GLOSSARY.md
# imports/ascii_displays.py
# remotes/honeybot/scripts/logs.py
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
# ! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
# ! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

# # Context 3
# context.txt
# scripts/ytstage.py
# apps/911_optics_workflow.py
# assets/scenarios/optics_test.json
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import imports.ascii_displays as ad; has_t = "optics_triptych" in ad.FIGURATE_REGISTRY; ai = ad.figurate("optics_triptych").ai if has_t else ""; widths = {len(ln) for ln in ai.splitlines() if "│" in ln or "┌" in ln}; fn = getattr(ad, "compute_overlay_xy", None); xy = fn(1920, 1080, 920, 420, stage_band=True) if fn else (-1, -1); print("HAS_TRIPTYCH=", has_t, "PLUMB_BOX=", len(widths) == 1, "STAGE_XY=", xy, "STAGE_CLEAR=", 36 <= xy[1] and (xy[1] + 420) <= 560)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import sys; sys.path.insert(0, "remotes/honeybot/scripts"); import logs; fn = getattr(logs, "format_sunpug_border_banner", None); b = fn(190) if fn else logs.SUNPUG_BORDER_BANNER; cnt = b.lower().count("sunpug.io"); lpos = b.lower().find("sunpug.io"); rpos = b.lower().rfind("sunpug.io"); print("HAS_FN=", bool(fn), "SUNPUG_COUNT=", cnt, "LEFT_POS=", lpos, "RIGHT_POS=", rpos, "WING_SAFE=", cnt >= 3 and 0 <= lpos < 20 and rpos > 160)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; labels = [" ".join(b[0][1].get("label", "").split()) for b in forest.STATION_SEGMENTS]; b0_tease = "911 LLM Optics" in str(forest.STATION_SEGMENTS[0][7]); src = inspect.getsource(stream.run_optics_station_slot); p = stream.trigger_station_bead_live("optics", out_path=None); print("LABELS=", labels, "B0_TEASE=", b0_tease, "NO_CLIP_RELIC=", ("optics_triptych" in src and "clipboard" not in src), "CLAIM_GRACE=", "claim_grace" in src, "OPTICS_BEAD_OK=", " ".join(str(p.get("card", "")).split()) == "911 LLM OPTICS")'
# ! rg -n 'def |honeybot_optics_slot|15001|5001|claimed|weebo_active|firefox' scripts/ytstage.py

# # Context 4
# context.txt
# flake.nix
# scripts/articles/common.py
# scripts/ytstage.py
# remotes/honeybot/scripts/stream.py
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; forest.prerender_station_report_ansi("overview", out_path="/tmp/honeybot_test_ov.ansi"); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); dsrc = inspect.getsource(stream.dispatch_cue); psrc = inspect.getsource(stream.Narrator.plan_utterances); print("USES_ABOUT=", ("about " in ov and "about " in bi), "SQL_PARITY=", ("limit=30" in fsrc and "ClaudeBot" in fsrc), "SNAP_META=", hasattr(forest, "_read_report_speech_snapshot"), "DEFERRED_OK=", ("if pace_say and" in dsrc and "resolve_dynamic_report_speech" in psrc))'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "remotes/honeybot/scripts"); import ytstage, stream; f_src = inspect.getsource(ytstage.build_remote_firefox_launch); o_src = inspect.getsource(stream.run_optics_station_slot); say_first = o_src.find("narrator.say(") < o_src.find("slot_p.write_text("); print("AUTO_SERVER=", hasattr(ytstage, "_ensure_local_server"), "TUNNEL_VERIFY=", hasattr(ytstage, "_ensure_reverse_tunnel"), "KIOSK_XAUTH=", ("--kiosk" in f_src and "XAUTHORITY" in f_src), "SAY_FIRST=", say_first, "NO_MAX_GUARD=", hasattr(stream, "_is_max_popup_suppressed"))'
# ! rg -n 'max|weebo|conjure-media|live_message|viewer' scripts/articles/common.py | head -n 35
# ! rg -n 'ytreboot|ytwatch|ytapp|pu\b' flake.nix && rg -n 'demo=1|optics_test' server.py assets/pipulate.js assets/init.js | head -n 25

# # Context 5
# context.txt
# remotes/honeybot/scripts/forest.py
# scripts/articles/common.py
# scripts/ytstage.py
# ! .venv/bin/python -c 'import os, sys; os.environ.pop("PIPULATE_YTWATCH_WEEBO", None); sys.path.insert(0, "scripts/articles"); import common; fn = getattr(common, "parse_ytmax_mode", None); d = fn("") if fn else None; s12 = fn("12") if fn else None; on = fn("on") if fn else None; print("HAS_YTMAX=", bool(fn), "DEFAULT_OFF=", d == ("off", 0, ""), "SKINNER_12=", s12 == ("skinner", 12, "auto"), "ON_MODE=", on == ("on", 1, "auto"))'
# ! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "scripts/articles"); import ytstage, common; has_mgr = hasattr(ytstage, "_manage_ytbreaks_daemon"); ysrc = inspect.getsource(ytstage.run_ytapp); rsrc = inspect.getsource(common.reboot_honeybot_stream); print("HAS_BREAKS_MGR=", has_mgr, "ROOT_DEED_WATCH=", ("repo_root" in ysrc and "script_mtime" in ysrc), "REBOOT_WIRES_BREAKS=", "restart-daemon" in rsrc)'
# ! LD_LIBRARY_PATH="" nix-instantiate --parse flake.nix >/dev/null && rg -n 'ytmax\(\)|ytbreaks\(\)|ensure-daemon' flake.nix || echo "FLAKE_MISSING_WIRING"
# ! rg -n 'if False:|raise ValueError\("empty' remotes/honeybot/scripts/forest.py && rg -n 'tick\.wav|ding\.wav' server.py assets/ imports/ scripts/ytstage.py | head -n 20

# Context 6
context.txt
remotes/honeybot/scripts/forest.py
scripts/articles/common.py
scripts/ytstage.py
! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts/articles"); import common; hsrc = inspect.getsource(common.print_broadcast_kit); wsrc = inspect.getsource(common.run_youtube_watch); print("HELP_WIRED=", ("ytmax" in hsrc and "ytbreaks" in hsrc), "NO_HAIRLINE_RELIC=", "firing hairline Weebo trigger!" not in wsrc)'
! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest; forest._write_report_speech_snapshot("overview", {"total_hits": 254321, "md_reads": 945, "total_cneg": 3812, "md_pct": 0.37, "top_bots": [("Exa Search Bot", 2273, 59.6)]}); forest._write_report_speech_snapshot("bimodal", {"eligible_html": 180400, "js_horizon_hits": 6120, "total_js_execs": 6120, "js_pct": 3.39, "top_bots": [("Open A I SearchBot", 3727, 60.9)]}); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); print("USES_ABOUT=", ("about " in ov and "about " in bi), "NO_IF_FALSE=", "if False:" not in fsrc)'
! rg -n 'tick\.wav|ding\.wav' apps/ tools/ scripts/ pipulate/ | head -n 25

  UNDERPANTS GNOMES (Broken Causal Chain)      SUNPUG / 911 OPTICS (Instrument -> Surgery)
 ┌───────────────────────────────────────┐    ┌───────────────────────────────────────────┐
 │ Phase 1: Give away free stuff         │    │ Phase 1: Free FOSS Spectrometer (SunPug)  │
 │ Phase 2: ???                          │    │   Exposes $120K/yr pre-render waste with  │
 │ Phase 3: Profit!                      │    │   a SHA-256 optics_deed.zip receipt.      │
 └───────────────────────────────────────┘    ├───────────────────────────────────────────┤
                                              │ Phase 2: Paid Edge Surgery ($15K–$50K)    │
                                              │   CTOs don't DIY CDN Vary: Accept cache   │
                                              │   keys; they hire the guy who built the   │
                                              │   X-ray machine to wire it safely.        │
                                              ├───────────────────────────────────────────┤
                                              │ Phase 3: Practitioner Multiplier          │
                                              │   Every SEO using 911 Optics carries your │
                                              │   instrument into rooms you aren't in.    │
                                              └───────────────────────────────────────────┘

context.txt
tools/scraper_tools.py
imports/voice_synthesis.py
apps/911_optics_workflow.py
assets/scenarios/optics_test.json
scripts/articles/common.py
scripts/ytstage.py
! rg -n 'STAGE_AUDIO_BRIDGE_FILE|pipulate_ytstage_audio|_player_args' tools/scraper_tools.py imports/voice_synthesis.py scripts/ytstage.py
! rg -n 'Engaging optical sift|Optics capture complete|voice_synthesis' apps/911_optics_workflow.py assets/scenarios/optics_test.json server.py
! rg -n 'pkill -f honeybot_media_overlay|STAGE_PROFILE_DIR' scripts/articles/common.py scripts/ytstage.py

Review the audio-polish probes after publishing the previous episode:
1. Silence local-Prime `tick.wav` and early `ding.wav` in `tools/scraper_tools.py` whenever `/tmp/pipulate_ytstage_audio.json` is active so Honeybot `:10.0` owns the broadcast audio bus cleanly.
2. Serialize or deduplicate the overlapping Ghost Driver (`assets/scenarios/optics_test.json`) and workflow (`apps/911_optics_workflow.py` / `imports/voice_synthesis.py`) speech cues (`"Engaging optical sift"` / `"Optics capture complete"`) so two Amys never talk over each other.
3. Escape `[h]oneybot_media_overlay` in `common.py` and `[/]tmp/honeybot_ytapp_profile` in `ytstage.py` so `pkill`/`pgrep` never match their own SSH shell wrappers.

# # Context 1
# context.txt
# prompt_foo.py
# ! book
# ! markov
# ! rgxc 40
# ! latest

# # Context 2
# context.txt
# # foo_files.py
# # GLOSSARY.md
# imports/ascii_displays.py
# remotes/honeybot/scripts/logs.py
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
# ! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
# ! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

# # Context 3
# context.txt
# scripts/ytstage.py
# apps/911_optics_workflow.py
# assets/scenarios/optics_test.json
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import imports.ascii_displays as ad; has_t = "optics_triptych" in ad.FIGURATE_REGISTRY; ai = ad.figurate("optics_triptych").ai if has_t else ""; widths = {len(ln) for ln in ai.splitlines() if "│" in ln or "┌" in ln}; fn = getattr(ad, "compute_overlay_xy", None); xy = fn(1920, 1080, 920, 420, stage_band=True) if fn else (-1, -1); print("HAS_TRIPTYCH=", has_t, "PLUMB_BOX=", len(widths) == 1, "STAGE_XY=", xy, "STAGE_CLEAR=", 36 <= xy[1] and (xy[1] + 420) <= 560)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import sys; sys.path.insert(0, "remotes/honeybot/scripts"); import logs; fn = getattr(logs, "format_sunpug_border_banner", None); b = fn(190) if fn else logs.SUNPUG_BORDER_BANNER; cnt = b.lower().count("sunpug.io"); lpos = b.lower().find("sunpug.io"); rpos = b.lower().rfind("sunpug.io"); print("HAS_FN=", bool(fn), "SUNPUG_COUNT=", cnt, "LEFT_POS=", lpos, "RIGHT_POS=", rpos, "WING_SAFE=", cnt >= 3 and 0 <= lpos < 20 and rpos > 160)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; labels = [" ".join(b[0][1].get("label", "").split()) for b in forest.STATION_SEGMENTS]; b0_tease = "911 LLM Optics" in str(forest.STATION_SEGMENTS[0][7]); src = inspect.getsource(stream.run_optics_station_slot); p = stream.trigger_station_bead_live("optics", out_path=None); print("LABELS=", labels, "B0_TEASE=", b0_tease, "NO_CLIP_RELIC=", ("optics_triptych" in src and "clipboard" not in src), "CLAIM_GRACE=", "claim_grace" in src, "OPTICS_BEAD_OK=", " ".join(str(p.get("card", "")).split()) == "911 LLM OPTICS")'
# ! rg -n 'def |honeybot_optics_slot|15001|5001|claimed|weebo_active|firefox' scripts/ytstage.py

# # Context 4
# context.txt
# flake.nix
# scripts/articles/common.py
# scripts/ytstage.py
# remotes/honeybot/scripts/stream.py
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; forest.prerender_station_report_ansi("overview", out_path="/tmp/honeybot_test_ov.ansi"); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); dsrc = inspect.getsource(stream.dispatch_cue); psrc = inspect.getsource(stream.Narrator.plan_utterances); print("USES_ABOUT=", ("about " in ov and "about " in bi), "SQL_PARITY=", ("limit=30" in fsrc and "ClaudeBot" in fsrc), "SNAP_META=", hasattr(forest, "_read_report_speech_snapshot"), "DEFERRED_OK=", ("if pace_say and" in dsrc and "resolve_dynamic_report_speech" in psrc))'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "remotes/honeybot/scripts"); import ytstage, stream; f_src = inspect.getsource(ytstage.build_remote_firefox_launch); o_src = inspect.getsource(stream.run_optics_station_slot); say_first = o_src.find("narrator.say(") < o_src.find("slot_p.write_text("); print("AUTO_SERVER=", hasattr(ytstage, "_ensure_local_server"), "TUNNEL_VERIFY=", hasattr(ytstage, "_ensure_reverse_tunnel"), "KIOSK_XAUTH=", ("--kiosk" in f_src and "XAUTHORITY" in f_src), "SAY_FIRST=", say_first, "NO_MAX_GUARD=", hasattr(stream, "_is_max_popup_suppressed"))'
# ! rg -n 'max|weebo|conjure-media|live_message|viewer' scripts/articles/common.py | head -n 35
# ! rg -n 'ytreboot|ytwatch|ytapp|pu\b' flake.nix && rg -n 'demo=1|optics_test' server.py assets/pipulate.js assets/init.js | head -n 25

# # Context 5
# context.txt
# remotes/honeybot/scripts/forest.py
# scripts/articles/common.py
# scripts/ytstage.py
# ! .venv/bin/python -c 'import os, sys; os.environ.pop("PIPULATE_YTWATCH_WEEBO", None); sys.path.insert(0, "scripts/articles"); import common; fn = getattr(common, "parse_ytmax_mode", None); d = fn("") if fn else None; s12 = fn("12") if fn else None; on = fn("on") if fn else None; print("HAS_YTMAX=", bool(fn), "DEFAULT_OFF=", d == ("off", 0, ""), "SKINNER_12=", s12 == ("skinner", 12, "auto"), "ON_MODE=", on == ("on", 1, "auto"))'
# ! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "scripts/articles"); import ytstage, common; has_mgr = hasattr(ytstage, "_manage_ytbreaks_daemon"); ysrc = inspect.getsource(ytstage.run_ytapp); rsrc = inspect.getsource(common.reboot_honeybot_stream); print("HAS_BREAKS_MGR=", has_mgr, "ROOT_DEED_WATCH=", ("repo_root" in ysrc and "script_mtime" in ysrc), "REBOOT_WIRES_BREAKS=", "restart-daemon" in rsrc)'
# ! LD_LIBRARY_PATH="" nix-instantiate --parse flake.nix >/dev/null && rg -n 'ytmax\(\)|ytbreaks\(\)|ensure-daemon' flake.nix || echo "FLAKE_MISSING_WIRING"
# ! rg -n 'if False:|raise ValueError\("empty' remotes/honeybot/scripts/forest.py && rg -n 'tick\.wav|ding\.wav' server.py assets/ imports/ scripts/ytstage.py | head -n 20

# # Context 6
# context.txt
# remotes/honeybot/scripts/forest.py
# scripts/articles/common.py
# scripts/ytstage.py
# ! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts/articles"); import common; hsrc = inspect.getsource(common.print_broadcast_kit); wsrc = inspect.getsource(common.run_youtube_watch); print("HELP_WIRED=", ("ytmax" in hsrc and "ytbreaks" in hsrc), "NO_HAIRLINE_RELIC=", "firing hairline Weebo trigger!" not in wsrc)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest; forest._write_report_speech_snapshot("overview", {"total_hits": 254321, "md_reads": 945, "total_cneg": 3812, "md_pct": 0.37, "top_bots": [("Exa Search Bot", 2273, 59.6)]}); forest._write_report_speech_snapshot("bimodal", {"eligible_html": 180400, "js_horizon_hits": 6120, "total_js_execs": 6120, "js_pct": 3.39, "top_bots": [("Open A I SearchBot", 3727, 60.9)]}); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); print("USES_ABOUT=", ("about " in ov and "about " in bi), "NO_IF_FALSE=", "if False:" not in fsrc)'
# ! rg -n 'tick\.wav|ding\.wav' apps/ tools/ scripts/ pipulate/ | head -n 25

# Context 7
context.txt
tools/scraper_tools.py
imports/voice_synthesis.py
apps/911_optics_workflow.py
assets/scenarios/optics_test.json
scripts/articles/common.py
scripts/ytstage.py
! rg -n 'STAGE_AUDIO_BRIDGE_FILE|pipulate_ytstage_audio|_player_args' tools/scraper_tools.py imports/voice_synthesis.py scripts/ytstage.py
! rg -n 'Engaging optical sift|Optics capture complete|voice_synthesis' apps/911_optics_workflow.py assets/scenarios/optics_test.json server.py
! rg -n 'pkill -f honeybot_media_overlay|STAGE_PROFILE_DIR' scripts/articles/common.py scripts/ytstage.py

  1996–2003 (SEF / INKTOMI ERA)             2026 (PROJECT PIPULATE / EDGE ERA)
 ┌────────────────────────────────────┐    ┌────────────────────────────────────┐
 │ • Crawl + Edge Cache = One Discipline│   │ • RFC 9110 Accept: text/markdown   │
 │ • Inktomi Search + Traffic Server  │ -> │ • RFC 9111 Vary: Accept at CDN Edge│
 │ • M. Nottingham Cacheability Engine│    │ • 911 LLM Optics -> optics_deed.zip│
 └────────────────────────────────────┘    └────────────────────────────────────┘

context.txt
tools/scraper_tools.py
imports/voice_synthesis.py
apps/911_optics_workflow.py
scripts/articles/common.py
scripts/ytstage.py
! .venv/bin/python -c 'import json, inspect, pathlib, tempfile, time; import tools.scraper_tools as st; sig = inspect.signature(st._player_args); has_bp = "bridge_path" in sig.parameters; tf = pathlib.Path(tempfile.gettempdir()) / "pip_probe_bridge.json"; tf.write_text(json.dumps({"updated_at": time.time()}), encoding="utf-8"); snd = st._sound_file("ding.wav"); muted = (st._player_args(snd, bridge_path=str(tf)) is None) if has_bp else False; tf.unlink(missing_ok=True); live = (st._player_args(snd, bridge_path="/tmp/pip_nonexistent_bridge.json") is not None) if has_bp else False; print("BRIDGE_PARAM=", has_bp, "STAGE_MUTED=", muted, "LOCAL_INTACT=", live)'
! .venv/bin/python -c 'import importlib, inspect; import imports.voice_synthesis as vs; ow_mod = importlib.import_module("apps.911_optics_workflow"); s_src = inspect.getsource(vs.ChipVoiceSystem.synthesize_and_play); p_src = inspect.getsource(vs.ChipVoiceSystem.play_wav); h_src = inspect.getsource(vs.ChipVoiceSystem._play_wav_on_honeybot); lock_first = (s_src.find("fcntl.flock") < s_src.find("self.stop_speaking()") and p_src.find("fcntl.flock") < p_src.find("self.stop_speaking()")); remote_flock = "honeybot_stage_aplay.lock" in h_src; cls = ow_mod.OpticsWorkflow; has_dedup = hasattr(cls, "_is_scripted_demo_run") and hasattr(cls, "_speak_step_cue"); demo_match = cls._is_scripted_demo_run(None, "default-optics-live-1762900000") and not cls._is_scripted_demo_run(None, "default-optics-01") if has_dedup else False; print("LOCK_FIRST=", lock_first, "REMOTE_FLOCK=", remote_flock, "DEMO_DEDUP=", demo_match)'
! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "scripts/articles"); import common, ytstage; c_src = inspect.getsource(common._sync_honeybot_no_max_sentinel); y_src = inspect.getsource(ytstage.run_ytapp); f_src = inspect.getsource(ytstage.build_remote_firefox_launch); print("NO_MAX_ESCAPED=", "[h]oneybot_media_overlay" in c_src, "YTSTAGE_ESCAPED=", ("STAGE_PROFILE_PGREP" in y_src and "STAGE_PROFILE_PGREP" in f_src), "SPEAK_LOCK=", "honeybot_stage_aplay.lock" in ytstage.REMOTE_SPEAK_SNIPPET)'

Target: tools/scraper_tools.py
[[[SEARCH]]]
def _player_args(sound):
    if sound is None:
        return None
    if sys.platform == "darwin":
        player = shutil.which("afplay")
        return [player, str(sound)] if player else None
    player = shutil.which("aplay")
    return [player, "-q", "-D", "default", str(sound)] if player else None
[[[DIVIDER]]]
STAGE_AUDIO_BRIDGE_FILE = Path("/tmp/pipulate_ytstage_audio.json")

def _is_ytstage_audio_active(bridge_path=None) -> bool:
    """True when a live ytstage session owns broadcast audio, muting local Prime scrape chimes."""
    bp = Path(bridge_path) if bridge_path is not None else STAGE_AUDIO_BRIDGE_FILE
    if not bp.is_file():
        return False
    try:
        data = json.loads(bp.read_text(encoding="utf-8"))
    except Exception:
        return False
    if not isinstance(data, dict):
        return False
    if bridge_path is not None:
        return (time.time() - float(data.get("updated_at") or time.time())) < 600
    rport = int(data.get("remote_port") or 15001)
    lport = int(data.get("local_port") or 5001)
    import subprocess
    res = subprocess.run(
        ["pgrep", "-f", f"{rport}:127[.]0[.]0[.]1:{lport}"],
        capture_output=True,
        text=True,
        check=False,
    )
    if not (res.stdout or "").strip():
        try:
            bp.unlink(missing_ok=True)
        except OSError:
            pass
        return False
    return True

def _player_args(sound, bridge_path=None):
    if sound is None or _is_ytstage_audio_active(bridge_path=bridge_path):
        return None
    if sys.platform == "darwin":
        player = shutil.which("afplay")
        return [player, str(sound)] if player else None
    player = shutil.which("aplay")
    return [player, "-q", "-D", "default", str(sound)] if player else None
[[[REPLACE]]]

Target: imports/voice_synthesis.py
[[[SEARCH]]]
    def _play_wav_on_honeybot(self, output_path: str, stage_host: str, text: str = "") -> bool:
        """Stream a synthesized WAV file over SSH into Honeybot's default ALSA broadcast bus."""
        remote_cmd = (
            "PATH=/etc/profiles/per-user/mike/bin:/home/mike/.nix-profile/bin:"
            "/run/current-system/sw/bin:/usr/bin:/bin:$PATH "
            "aplay -q -D default -t wav"
        )
[[[DIVIDER]]]
    def _play_wav_on_honeybot(self, output_path: str, stage_host: str, text: str = "") -> bool:
        """Stream a synthesized WAV file over SSH into Honeybot's default ALSA broadcast bus."""
        remote_cmd = (
            "PATH=/etc/profiles/per-user/mike/bin:/home/mike/.nix-profile/bin:"
            "/run/current-system/sw/bin:/usr/bin:/bin:$PATH; "
            "if command -v flock >/dev/null 2>&1; then "
            "flock -w 30 /tmp/honeybot_stage_aplay.lock aplay -q -D default -t wav; "
            "else aplay -q -D default -t wav; fi"
        )
[[[REPLACE]]]

Target: imports/voice_synthesis.py
[[[SEARCH]]]
            return False
        self.stop_speaking()
        try:
            import fcntl
[[[DIVIDER]]]
            return False
        try:
            import fcntl
[[[REPLACE]]]

Target: imports/voice_synthesis.py
[[[SEARCH]]]
        # STOP any existing audio before starting new one
        self.stop_speaking()
[[[DIVIDER]]]
        # Acquire pipulate_voice.lock below before touching self.current_process so concurrent threads serialize cleanly
[[[REPLACE]]]

Target: apps/911_optics_workflow.py
[[[SEARCH]]]
    async def landing(self, request):
        return self.wand.create_standard_landing_page(self)
[[[DIVIDER]]]
    def _is_scripted_demo_run(self, pipeline_id: str) -> bool:
        """True when Ghost Driver (optics_test.json -> live-{{timestamp}}) owns narration for this run."""
        pid = str(pipeline_id or "")
        return pid.startswith("live-") or "-optics-live-" in pid

    def _speak_step_cue(self, pipeline_id: str, text: str) -> None:
        """Speak interactive workflow cue unless Ghost Driver's scripted narration is driving."""
        if not self._is_scripted_demo_run(pipeline_id):
            self.wand.speak(text, wait=False)

    async def landing(self, request):
        return self.wand.create_standard_landing_page(self)
[[[REPLACE]]]

Target: apps/911_optics_workflow.py
[[[SEARCH]]]
        elif not any((step.id in state for step in self.steps)):
            await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["INPUT_FORM"]} Step 1: Provide target URL to begin optical diffraction.', verbatim=True)
            self.wand.speak("Optics workflow initialized. Enter target URL to begin.", wait=False)
[[[DIVIDER]]]
        elif not any((step.id in state for step in self.steps)):
            await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["INPUT_FORM"]} Step 1: Provide target URL to begin optical diffraction.', verbatim=True)
            self._speak_step_cue(pipeline_id, "Optics workflow initialized. Enter target URL to begin.")
[[[REPLACE]]]

Target: apps/911_optics_workflow.py
[[[SEARCH]]]
            await wand.finalize_workflow(pipeline_id)
            await self.message_queue.add(wand, self.step_messages['finalize']['complete'], verbatim=True)
            self.wand.speak("The optics deed is now locked and sealed.", wait=False)
            return wand.run_all_cells(app_name, steps)
[[[DIVIDER]]]
            await wand.finalize_workflow(pipeline_id)
            await self.message_queue.add(wand, self.step_messages['finalize']['complete'], verbatim=True)
            self._speak_step_cue(pipeline_id, "The optics deed is now locked and sealed.")
            return wand.run_all_cells(app_name, steps)
[[[REPLACE]]]

Target: apps/911_optics_workflow.py
[[[SEARCH]]]
        await wand.set_step_data(pipeline_id, step_id, user_val, steps)
        await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["SUCCESS"]} Target set: {user_val}', verbatim=True)
        self.wand.speak("Target URL set. Ready for optical capture.", wait=False)
        self.wand.append_to_history(f"[WIDGET CONTENT] {step.show}:\n{user_val}")
[[[DIVIDER]]]
        await wand.set_step_data(pipeline_id, step_id, user_val, steps)
        await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["SUCCESS"]} Target set: {user_val}', verbatim=True)
        self._speak_step_cue(pipeline_id, "Target URL set. Ready for optical capture.")
        self.wand.append_to_history(f"[WIDGET CONTENT] {step.show}:\n{user_val}")
[[[REPLACE]]]

Target: apps/911_optics_workflow.py
[[[SEARCH]]]
        await wand.set_step_data(pipeline_id, step_id, stored_val, steps)
        await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["SUCCESS"]} Optics capture complete for {domain}', verbatim=True)
        self.wand.speak("Optics capture complete. Diff ready for inspection.", wait=False)
        return wand.chain_reverter(step_id, step_index, steps, app_name, stored_val)
[[[DIVIDER]]]
        await wand.set_step_data(pipeline_id, step_id, stored_val, steps)
        await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["SUCCESS"]} Optics capture complete for {domain}', verbatim=True)
        self._speak_step_cue(pipeline_id, "Optics capture complete. Diff ready for inspection.")
        return wand.chain_reverter(step_id, step_index, steps, app_name, stored_val)
[[[REPLACE]]]

Target: apps/911_optics_workflow.py
[[[SEARCH]]]
        await wand.set_step_data(pipeline_id, step_id, stored_val, steps)
        await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["SUCCESS"]} Optical analysis verified.', verbatim=True)
        self.wand.speak("Optical analysis accepted. Ready to seal deed.", wait=False)
        return wand.chain_reverter(step_id, step_index, steps, app_name, stored_val)
[[[DIVIDER]]]
        await wand.set_step_data(pipeline_id, step_id, stored_val, steps)
        await self.message_queue.add(wand, f'{self.ui["EMOJIS"]["SUCCESS"]} Optical analysis verified.', verbatim=True)
        self._speak_step_cue(pipeline_id, "Optical analysis accepted. Ready to seal deed.")
        return wand.chain_reverter(step_id, step_index, steps, app_name, stored_val)
[[[REPLACE]]]

Target: scripts/articles/common.py
[[[SEARCH]]]
    remote_cmd = (
        "touch /tmp/honeybot_no_max && pkill -f honeybot_media_overlay 2>/dev/null || true"
        if is_off
        else "rm -f /tmp/honeybot_no_max"
    )
[[[DIVIDER]]]
    remote_cmd = (
        "touch /tmp/honeybot_no_max && pkill -f '[h]oneybot_media_overlay' 2>/dev/null || true"
        if is_off
        else "rm -f /tmp/honeybot_no_max"
    )
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
STAGE_PROFILE_DIR = "/tmp/honeybot_ytapp_profile"
[[[DIVIDER]]]
STAGE_PROFILE_DIR = "/tmp/honeybot_ytapp_profile"
STAGE_PROFILE_PGREP = "[/]tmp/honeybot_ytapp_profile"
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
REMOTE_SPEAK_SNIPPET = """
import os, pathlib, shutil, subprocess
text = base64.b64decode(TEXT_B64).decode("utf-8").strip()
if text:
    extra = "/etc/profiles/per-user/mike/bin:/home/mike/.nix-profile/bin:/run/current-system/sw/bin:/usr/bin:/bin"
    env = os.environ.copy()
    env["PATH"] = extra + ":" + env.get("PATH", "")
    vdir = pathlib.Path.home() / ".local/share/piper_voices"
    ryan = vdir / "en_US-ryan-low.onnx"
    amy = vdir / "en_US-amy-low.onnx"
    model, rate = (ryan, "19200") if (ryan.is_file() and (vdir / "en_US-ryan-low.onnx.json").is_file()) else (amy, "16000")
    piper_bin = shutil.which("piper", path=env["PATH"])
    aplay_bin = shutil.which("aplay", path=env["PATH"])
    if piper_bin and aplay_bin and model.is_file():
        p1 = subprocess.Popen([piper_bin, "--model", str(model), "--output_raw"], stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.DEVNULL, env=env)
        p2 = subprocess.Popen([aplay_bin, "-q", "-D", "default", "-r", rate, "-f", "S16_LE", "-t", "raw"], stdin=p1.stdout, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, env=env)
        if p1.stdin:
            p1.stdin.write(text.encode("utf-8"))
            p1.stdin.close()
        if p1.stdout:
            p1.stdout.close()
        p2.wait(timeout=90)
"""
[[[DIVIDER]]]
REMOTE_SPEAK_SNIPPET = """
import fcntl, os, pathlib, shutil, subprocess, time
text = base64.b64decode(TEXT_B64).decode("utf-8").strip()
if text:
    extra = "/etc/profiles/per-user/mike/bin:/home/mike/.nix-profile/bin:/run/current-system/sw/bin:/usr/bin:/bin"
    env = os.environ.copy()
    env["PATH"] = extra + ":" + env.get("PATH", "")
    vdir = pathlib.Path.home() / ".local/share/piper_voices"
    ryan = vdir / "en_US-ryan-low.onnx"
    amy = vdir / "en_US-amy-low.onnx"
    model, rate = (ryan, "19200") if (ryan.is_file() and (vdir / "en_US-ryan-low.onnx.json").is_file()) else (amy, "16000")
    piper_bin = shutil.which("piper", path=env["PATH"])
    aplay_bin = shutil.which("aplay", path=env["PATH"])
    if piper_bin and aplay_bin and model.is_file():
        lf = open("/tmp/honeybot_stage_aplay.lock", "w")
        deadline = time.monotonic() + 30.0
        while time.monotonic() < deadline:
            try:
                fcntl.flock(lf, fcntl.LOCK_EX | fcntl.LOCK_NB)
                break
            except BlockingIOError:
                time.sleep(0.1)
        try:
            p1 = subprocess.Popen([piper_bin, "--model", str(model), "--output_raw"], stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.DEVNULL, env=env)
            p2 = subprocess.Popen([aplay_bin, "-q", "-D", "default", "-r", rate, "-f", "S16_LE", "-t", "raw"], stdin=p1.stdout, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, env=env)
            if p1.stdin:
                p1.stdin.write(text.encode("utf-8"))
                p1.stdin.close()
            if p1.stdout:
                p1.stdout.close()
            p2.wait(timeout=90)
        finally:
            try:
                fcntl.flock(lf, fcntl.LOCK_UN)
                lf.close()
            except OSError:
                pass
"""
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
subprocess.run(["pkill", "-f", {STAGE_PROFILE_DIR!r}], check=False)
[[[DIVIDER]]]
subprocess.run(["pkill", "-f", {STAGE_PROFILE_PGREP!r}], check=False)
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
                    f"pgrep -af '{STAGE_PROFILE_DIR}' || echo 'NO_STAGE_BROWSER'; "
[[[DIVIDER]]]
                    f"pgrep -af '{STAGE_PROFILE_PGREP}' || echo 'NO_STAGE_BROWSER'; "
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
            f"subprocess.run(['pkill', '-f', {STAGE_PROFILE_DIR!r}], check=False)\n"
[[[DIVIDER]]]
            f"subprocess.run(['pkill', '-f', {STAGE_PROFILE_PGREP!r}], check=False)\n"
[[[REPLACE]]]

Target: scripts/ytstage.py
[[[SEARCH]]]
                "pgrep -af 'HONEYBOT_LIVE_VIM' || echo 'NO_VIM_STAGE'",
[[[DIVIDER]]]
                "pgrep -af '[H]ONEYBOT_LIVE_VIM' || echo 'NO_VIM_STAGE'",
[[[REPLACE]]]

Verify the final audio-polish straddle receipts (`BRIDGE_PARAM= True STAGE_MUTED= True LOCAL_INTACT= True`, `LOCK_FIRST= True REMOTE_FLOCK= True DEMO_DEDUP= True`, and `NO_MAX_ESCAPED= True YTSTAGE_ESCAPED= True SPEAK_LOCK= True`) and confirm clean dismount for `article` -> `ythero` -> `ytyaml` -> `preview` -> `publish`.

# # Context 1
# context.txt
# prompt_foo.py
# ! book
# ! markov
# ! rgxc 40
# ! latest

# # Context 2
# context.txt
# # foo_files.py
# # GLOSSARY.md
# imports/ascii_displays.py
# remotes/honeybot/scripts/logs.py
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import pathlib; g = pathlib.Path("GLOSSARY.md").read_text(encoding="utf-8"); f = pathlib.Path("foo_files.py").read_text(encoding="utf-8"); print("IDIC_OK=", ("- **IDIC (Infinite Diversity in Infinite Combinations)**" in g) and ("RENT THIS PAYS" in g), "P0_30_BANKED=", "P0.30" in f, "ATEXIT_RULE=", "GUARD ATEXIT REAPERS" in f)'
# ! rg -n 'PatronusVisualShield|"clipboard"|SUNPUG_BORDER_BANNER|Header\(|conjure_patronus' imports/ascii_displays.py remotes/honeybot/scripts/logs.py remotes/honeybot/scripts/stream.py
# ! rg -n 'xfce4-panel|plank|unclutter|xdotool|fullscreen|maximize|geometry|logs\.py' remotes/honeybot/nixos/ remotes/honeybot/scripts/stream.py | head -n 40

# # Context 3
# context.txt
# scripts/ytstage.py
# apps/911_optics_workflow.py
# assets/scenarios/optics_test.json
# remotes/honeybot/scripts/stream.py
# remotes/honeybot/scripts/forest.py
# ! .venv/bin/python -c 'import imports.ascii_displays as ad; has_t = "optics_triptych" in ad.FIGURATE_REGISTRY; ai = ad.figurate("optics_triptych").ai if has_t else ""; widths = {len(ln) for ln in ai.splitlines() if "│" in ln or "┌" in ln}; fn = getattr(ad, "compute_overlay_xy", None); xy = fn(1920, 1080, 920, 420, stage_band=True) if fn else (-1, -1); print("HAS_TRIPTYCH=", has_t, "PLUMB_BOX=", len(widths) == 1, "STAGE_XY=", xy, "STAGE_CLEAR=", 36 <= xy[1] and (xy[1] + 420) <= 560)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import sys; sys.path.insert(0, "remotes/honeybot/scripts"); import logs; fn = getattr(logs, "format_sunpug_border_banner", None); b = fn(190) if fn else logs.SUNPUG_BORDER_BANNER; cnt = b.lower().count("sunpug.io"); lpos = b.lower().find("sunpug.io"); rpos = b.lower().rfind("sunpug.io"); print("HAS_FN=", bool(fn), "SUNPUG_COUNT=", cnt, "LEFT_POS=", lpos, "RIGHT_POS=", rpos, "WING_SAFE=", cnt >= 3 and 0 <= lpos < 20 and rpos > 160)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; labels = [" ".join(b[0][1].get("label", "").split()) for b in forest.STATION_SEGMENTS]; b0_tease = "911 LLM Optics" in str(forest.STATION_SEGMENTS[0][7]); src = inspect.getsource(stream.run_optics_station_slot); p = stream.trigger_station_bead_live("optics", out_path=None); print("LABELS=", labels, "B0_TEASE=", b0_tease, "NO_CLIP_RELIC=", ("optics_triptych" in src and "clipboard" not in src), "CLAIM_GRACE=", "claim_grace" in src, "OPTICS_BEAD_OK=", " ".join(str(p.get("card", "")).split()) == "911 LLM OPTICS")'
# ! rg -n 'def |honeybot_optics_slot|15001|5001|claimed|weebo_active|firefox' scripts/ytstage.py

# # Context 4
# context.txt
# flake.nix
# scripts/articles/common.py
# scripts/ytstage.py
# remotes/honeybot/scripts/stream.py
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest, stream; forest.prerender_station_report_ansi("overview", out_path="/tmp/honeybot_test_ov.ansi"); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); dsrc = inspect.getsource(stream.dispatch_cue); psrc = inspect.getsource(stream.Narrator.plan_utterances); print("USES_ABOUT=", ("about " in ov and "about " in bi), "SQL_PARITY=", ("limit=30" in fsrc and "ClaudeBot" in fsrc), "SNAP_META=", hasattr(forest, "_read_report_speech_snapshot"), "DEFERRED_OK=", ("if pace_say and" in dsrc and "resolve_dynamic_report_speech" in psrc))'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "remotes/honeybot/scripts"); import ytstage, stream; f_src = inspect.getsource(ytstage.build_remote_firefox_launch); o_src = inspect.getsource(stream.run_optics_station_slot); say_first = o_src.find("narrator.say(") < o_src.find("slot_p.write_text("); print("AUTO_SERVER=", hasattr(ytstage, "_ensure_local_server"), "TUNNEL_VERIFY=", hasattr(ytstage, "_ensure_reverse_tunnel"), "KIOSK_XAUTH=", ("--kiosk" in f_src and "XAUTHORITY" in f_src), "SAY_FIRST=", say_first, "NO_MAX_GUARD=", hasattr(stream, "_is_max_popup_suppressed"))'
# ! rg -n 'max|weebo|conjure-media|live_message|viewer' scripts/articles/common.py | head -n 35
# ! rg -n 'ytreboot|ytwatch|ytapp|pu\b' flake.nix && rg -n 'demo=1|optics_test' server.py assets/pipulate.js assets/init.js | head -n 25

# # Context 5
# context.txt
# remotes/honeybot/scripts/forest.py
# scripts/articles/common.py
# scripts/ytstage.py
# ! .venv/bin/python -c 'import os, sys; os.environ.pop("PIPULATE_YTWATCH_WEEBO", None); sys.path.insert(0, "scripts/articles"); import common; fn = getattr(common, "parse_ytmax_mode", None); d = fn("") if fn else None; s12 = fn("12") if fn else None; on = fn("on") if fn else None; print("HAS_YTMAX=", bool(fn), "DEFAULT_OFF=", d == ("off", 0, ""), "SKINNER_12=", s12 == ("skinner", 12, "auto"), "ON_MODE=", on == ("on", 1, "auto"))'
# ! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "scripts/articles"); import ytstage, common; has_mgr = hasattr(ytstage, "_manage_ytbreaks_daemon"); ysrc = inspect.getsource(ytstage.run_ytapp); rsrc = inspect.getsource(common.reboot_honeybot_stream); print("HAS_BREAKS_MGR=", has_mgr, "ROOT_DEED_WATCH=", ("repo_root" in ysrc and "script_mtime" in ysrc), "REBOOT_WIRES_BREAKS=", "restart-daemon" in rsrc)'
# ! LD_LIBRARY_PATH="" nix-instantiate --parse flake.nix >/dev/null && rg -n 'ytmax\(\)|ytbreaks\(\)|ensure-daemon' flake.nix || echo "FLAKE_MISSING_WIRING"
# ! rg -n 'if False:|raise ValueError\("empty' remotes/honeybot/scripts/forest.py && rg -n 'tick\.wav|ding\.wav' server.py assets/ imports/ scripts/ytstage.py | head -n 20

# # Context 6
# context.txt
# remotes/honeybot/scripts/forest.py
# scripts/articles/common.py
# scripts/ytstage.py
# ! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts/articles"); import common; hsrc = inspect.getsource(common.print_broadcast_kit); wsrc = inspect.getsource(common.run_youtube_watch); print("HELP_WIRED=", ("ytmax" in hsrc and "ytbreaks" in hsrc), "NO_HAIRLINE_RELIC=", "firing hairline Weebo trigger!" not in wsrc)'
# ! HONEYBOT_DB_READONLY=1 .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "remotes/honeybot/scripts"); import forest; forest._write_report_speech_snapshot("overview", {"total_hits": 254321, "md_reads": 945, "total_cneg": 3812, "md_pct": 0.37, "top_bots": [("Exa Search Bot", 2273, 59.6)]}); forest._write_report_speech_snapshot("bimodal", {"eligible_html": 180400, "js_horizon_hits": 6120, "total_js_execs": 6120, "js_pct": 3.39, "top_bots": [("Open A I SearchBot", 3727, 60.9)]}); ov = forest.resolve_dynamic_report_speech("{LIVE_REPORT:overview}"); bi = forest.resolve_dynamic_report_speech("{LIVE_REPORT:bimodal}"); fsrc = inspect.getsource(forest.resolve_dynamic_report_speech); print("USES_ABOUT=", ("about " in ov and "about " in bi), "NO_IF_FALSE=", "if False:" not in fsrc)'
# ! rg -n 'tick\.wav|ding\.wav' apps/ tools/ scripts/ pipulate/ | head -n 25

# # Context 7
# context.txt
# tools/scraper_tools.py
# imports/voice_synthesis.py
# apps/911_optics_workflow.py
# assets/scenarios/optics_test.json
# scripts/articles/common.py
# scripts/ytstage.py
# ! rg -n 'STAGE_AUDIO_BRIDGE_FILE|pipulate_ytstage_audio|_player_args' tools/scraper_tools.py imports/voice_synthesis.py scripts/ytstage.py
# ! rg -n 'Engaging optical sift|Optics capture complete|voice_synthesis' apps/911_optics_workflow.py assets/scenarios/optics_test.json server.py
# ! rg -n 'pkill -f honeybot_media_overlay|STAGE_PROFILE_DIR' scripts/articles/common.py scripts/ytstage.py

# Content 8
context.txt
tools/scraper_tools.py
imports/voice_synthesis.py
apps/911_optics_workflow.py
scripts/articles/common.py
scripts/ytstage.py
! .venv/bin/python -c 'import json, inspect, pathlib, tempfile, time; import tools.scraper_tools as st; sig = inspect.signature(st._player_args); has_bp = "bridge_path" in sig.parameters; tf = pathlib.Path(tempfile.gettempdir()) / "pip_probe_bridge.json"; tf.write_text(json.dumps({"updated_at": time.time()}), encoding="utf-8"); snd = st._sound_file("ding.wav"); muted = (st._player_args(snd, bridge_path=str(tf)) is None) if has_bp else False; tf.unlink(missing_ok=True); live = (st._player_args(snd, bridge_path="/tmp/pip_nonexistent_bridge.json") is not None) if has_bp else False; print("BRIDGE_PARAM=", has_bp, "STAGE_MUTED=", muted, "LOCAL_INTACT=", live)'
! .venv/bin/python -c 'import importlib, inspect; import imports.voice_synthesis as vs; ow_mod = importlib.import_module("apps.911_optics_workflow"); s_src = inspect.getsource(vs.ChipVoiceSystem.synthesize_and_play); p_src = inspect.getsource(vs.ChipVoiceSystem.play_wav); h_src = inspect.getsource(vs.ChipVoiceSystem._play_wav_on_honeybot); lock_first = (s_src.find("fcntl.flock") < s_src.find("self.stop_speaking()") and p_src.find("fcntl.flock") < p_src.find("self.stop_speaking()")); remote_flock = "honeybot_stage_aplay.lock" in h_src; cls = ow_mod.OpticsWorkflow; has_dedup = hasattr(cls, "_is_scripted_demo_run") and hasattr(cls, "_speak_step_cue"); demo_match = cls._is_scripted_demo_run(None, "default-optics-live-1762900000") and not cls._is_scripted_demo_run(None, "default-optics-01") if has_dedup else False; print("LOCK_FIRST=", lock_first, "REMOTE_FLOCK=", remote_flock, "DEMO_DEDUP=", demo_match)'
! .venv/bin/python -c 'import inspect, sys; sys.path.insert(0, "scripts"); sys.path.insert(0, "scripts/articles"); import common, ytstage; c_src = inspect.getsource(common._sync_honeybot_no_max_sentinel); y_src = inspect.getsource(ytstage.run_ytapp); f_src = inspect.getsource(ytstage.build_remote_firefox_launch); print("NO_MAX_ESCAPED=", "[h]oneybot_media_overlay" in c_src, "YTSTAGE_ESCAPED=", ("STAGE_PROFILE_PGREP" in y_src and "STAGE_PROFILE_PGREP" in f_src), "SPEAK_LOCK=", "honeybot_stage_aplay.lock" in ytstage.REMOTE_SPEAK_SNIPPET)'

  UNIFIED DIFF (`diff -u`) — Fragile         GAUTHIER / AI-EDIT (`apply.py`) — Grounded
 ┌────────────────────────────────────────┐ ┌──────────────────────────────────────────┐
 │ • Demands line numbers & hunk math     │ │ • Zero line-number math: exact substring │
 │ • Interleaves +/- prefixes per line    │ │ • Refuses on 0 or >1 matches (no drift)  │
 │ • Applies fuzzily onto wrong lines     │ │ • AST + Nix + JSON + Git airlocks verify │
 └────────────────────────────────────────┘ └──────────────────────────────────────────┘

context.txt
foo_files.py
GLOSSARY.md
README.md
flake.nix
scripts/ytstage.py
scripts/articles/common.py
remotes/honeybot/scripts/stream.py
! rg -n 'pu\(\)|ytbreaks|ensure-daemon' flake.nix && rg -n 'watch-breaks|YTBREAKS_TMUX_SESSION' scripts/ytstage.py && rg -n 'live_comment|chat_messages' scripts/articles/common.py | head -n 30

Cheering for a dashboard that shows ChatGPT clicks means missing the 95% of AI bot traffic that never clicks a link. Your server logs and RFC 9111 already hold the cure.
https://mikelev.in/futureproof/ai-click-dashboards-vs-server-logs/
#TechnicalSEO #AIReadiness

A dramatic 16:9 widescreen graphic-novel ink-and-wash illustration set against a deep obsidian-slate (#111111) background extending to every edge. At the vertical and horizontal center, a vintage brass and glass 1895 Crookes cathode-ray tube glows with electric indigo and cyan light on a dark workbench, casting an X-ray beam through a tangled, rusted industrial furnace of gears and server racks to project a crisp, luminous three-panel holographic triptych of clean wire data and a golden wax-sealed deed. Beside the glowing tube sits a small, alert pug dog wearing a bronze Roman harness with a tiny glinting dagger. High-contrast volumetric lighting in electric cyan, indigo blue, and warm amber highlights the fine crosshatched ink lines across the entire dark slate expanse. Full-bleed edge-to-edge composition filling 100% of the canvas with no borders, no frames, no matting, no margins, and no text overlays or lettering.