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4 changes: 2 additions & 2 deletions FEATURES.md
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
# Sovereign AI Workstation — Full Product Breakdown

> Engine: **CODEC v3.2** — 400 features · 87 skills · 2000+ tests · 52K+ lines of production code · 9 products
> Engine: **CODEC v3.2** — 400 features · 88 skills · 2000+ tests · 52K+ lines of production code · 9 products

The product name is **Sovereign AI Workstation**. Throughout this document
and the codebase, **CODEC** refers to the underlying open-source engine /
Expand Down Expand Up @@ -594,7 +594,7 @@ The 8th product — a complete browser-automation pillar with a dedicated headle
| 14. CODEC Pilot — Browser Automation You Can Teach *(v2.3)* | 32 |
| **TOTAL** | **400** |

**400 features · 87 skills · 2000+ tests · 52K+ lines of production code · 9 products**
**400 features · 88 skills · 2000+ tests · 52K+ lines of production code · 9 products**

### What's new in v3.2

Expand Down
27 changes: 27 additions & 0 deletions codec_observer.py
Original file line number Diff line number Diff line change
Expand Up @@ -843,6 +843,31 @@ def get_global_buffer() -> RingBuffer:
return _get_or_init_buffer(_load_config())


# Cross-process recall (2026-07). The ring buffer is RAM-only and lives in the
# codec-observer daemon, so a skill running in chat / voice / terminal (a
# different process) can't read it — "what was I doing?" returned nothing. The
# daemon now mirrors the buffer to this file every poll; skills/observer_recall.py
# reads it. Local, user-private (~/.codec, 0700), same trust boundary as the rest
# of CODEC's state.
_BUFFER_DISK_PATH = Path(os.path.expanduser("~/.codec/observer_buffer.json"))


def _persist_buffer_to_disk(buffer: RingBuffer) -> None:
"""Atomically mirror the RAM ring buffer to disk. Best-effort; never raises
(a persistence failure must not break the observer poll loop)."""
try:
payload = {
"updated": datetime.now(timezone.utc).isoformat(timespec="seconds"),
"entries": buffer.snapshot(),
}
_BUFFER_DISK_PATH.parent.mkdir(parents=True, exist_ok=True)
tmp = _BUFFER_DISK_PATH.with_name(_BUFFER_DISK_PATH.name + ".tmp")
tmp.write_text(json.dumps(payload, default=str))
tmp.replace(_BUFFER_DISK_PATH)
except Exception:
pass


def persist_for_shift_report() -> Optional[Path]:
"""Step 7 calls this at shift-report assembly time. Renders the live
buffer summary to ~/.codec/observation_summaries/YYYY-MM-DDThh-mm.md
Expand Down Expand Up @@ -903,6 +928,8 @@ def _observer_cleanup():
cfg = _load_config()
try:
poll(cfg=cfg)
# Mirror to disk so cross-process skills can recall (observer_recall).
_persist_buffer_to_disk(_get_or_init_buffer(cfg))
except Exception as e:
log.warning("[observer] poll iteration failed: %s", e)
idle = _idle_seconds()
Expand Down
1 change: 1 addition & 0 deletions skills/.manifest.json
Original file line number Diff line number Diff line change
Expand Up @@ -62,6 +62,7 @@
"network_info.py": "bd776b619cf7c18d67fe03cb0f0456cf9c4f9bf71475740a233a9ca1e6672fcd",
"notes.py": "7d50d1544ea955f59917a1f0e7902d115e9dbccd3188b641057a55b6a5b2803a",
"notification_reader.py": "681208ae4253dfe549512cce4c722c76ca85f2bbbdb8737e37c026ec9444c972",
"observer_recall.py": "7812db351063c96c11ac22fed862d9d4b690ffd779d7179ae958d4ad76761b85",
"password_generator.py": "f11a917299e14cbd2560111da0bb748cd08792cf715cc4098c64eb62da8c54e3",
"philips_hue.py": "fa831712c39dc6327c84199d8f0aeb09a169a264ce3d936cc337a5c5d6632f7e",
"pilot.py": "ded952504f8d44c3c6ea5b1da1ef2f09f0bbf1b771e2ad9dd90db6cd1701c3fb",
Expand Down
149 changes: 149 additions & 0 deletions skills/observer_recall.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,149 @@
"""CODEC Skill: Observer Recall — "what was I doing?"

CODEC's observer daemon watches the active window, screen text (OCR), clipboard,
and recent files, keeping the last ~10 minutes in a ring buffer. That buffer is
RAM-only inside the daemon, so chat/voice/terminal (different processes) couldn't
read it — asking "what was I doing 20 minutes ago?" returned "I don't have an
observer skill". The daemon now mirrors the buffer to ~/.codec/observer_buffer.json
and this skill reads it, filters to the time window you ask about, and summarises.

Understands windows like: "20 minutes ago", "the last hour", "5 min", "just now".
Defaults to the whole buffer if no window is given.
"""
SKILL_NAME = "observer_recall"
SKILL_DESCRIPTION = (
"Recall what the user was recently doing on their Mac (active apps, windows, "
"on-screen text, clipboard, files) from CODEC's observer buffer. Answers "
"'what was I doing 20 minutes ago / in the last hour / just now'."
)
SKILL_TRIGGERS = [
"what was i doing", "what was i working on", "what did i do",
"what have i been doing", "recall what", "observer", "my recent activity",
"what was on my screen", "remind me what i was",
]
SKILL_MCP_EXPOSE = False # local recall of the user's screen activity; not for remote callers

import json
import os
import re
from datetime import datetime, timezone

_BUFFER_PATH = os.path.expanduser("~/.codec/observer_buffer.json")


def _load_entries() -> tuple[list, str]:
"""Return (entries, updated_iso). entries are oldest→newest snapshot dicts."""
if not os.path.exists(_BUFFER_PATH):
return [], ""
try:
with open(_BUFFER_PATH, encoding="utf-8") as fh:
data = json.load(fh)
return data.get("entries", []) or [], data.get("updated", "")
except (OSError, ValueError):
return [], ""


def _window_seconds(task: str) -> int | None:
"""Parse a lookback window from the task. Returns seconds, or None for 'all'.

'just now' / 'right now' → last 2 min. A bare number+unit → that span. No
match → None (summarise the whole buffer)."""
low = (task or "").lower()
if "just now" in low or "right now" in low:
return 120
m = re.search(r"(\d+)\s*(second|sec|minute|min|hour|hr|h)s?\b", low)
if not m:
if "hour" in low:
return 3600
if "minute" in low or " min" in low:
return 600
return None
n = int(m.group(1))
unit = m.group(2)
if unit.startswith("s"):
return n
if unit.startswith(("h",)):
return n * 3600
return n * 60 # minute


def _parse_ts(entry: dict) -> datetime | None:
try:
return datetime.fromisoformat(entry["ts"].replace("Z", "+00:00"))
except (KeyError, ValueError, AttributeError):
return None


def _summarise(entries: list) -> str:
"""A compact, human timeline of the entries (oldest→newest)."""
if not entries:
return "nothing recorded in that window."

lines: list[str] = []
last_app = None
apps_seen: list[str] = []
files_seen: set[str] = set()
ocr_bits: list[str] = []

for e in entries:
ts = _parse_ts(e)
stamp = ts.astimezone().strftime("%H:%M") if ts else "??:??"
win = e.get("active_window") or {}
app = win.get("app")
title = (win.get("title") or "").strip()
if app and app != last_app:
label = app + (f" — {title[:60]}" if title else "")
lines.append(f" {stamp} {label}")
last_app = app
if app not in apps_seen:
apps_seen.append(app)
for rf in (e.get("recent_files") or []):
p = rf.get("path") if isinstance(rf, dict) else rf
if p:
files_seen.add(os.path.basename(str(p)))
ocr = (e.get("screenshot_ocr") or "").strip()
if ocr and len(ocr) > 20:
ocr_bits.append(ocr[:120])

out = []
if apps_seen:
out.append("You were in: " + ", ".join(apps_seen[:6]) + ".")
if lines:
out.append("Timeline:\n" + "\n".join(lines[:12]))
if files_seen:
out.append("Files touched: " + ", ".join(sorted(files_seen)[:8]) + ".")
if ocr_bits:
out.append('On screen (excerpt): "' + ocr_bits[-1] + '"')
return "\n".join(out)


def run(task: str, context: str = "") -> str:
entries, updated = _load_entries()
if not entries:
return (
"The observer has nothing recorded yet. Make sure the codec-observer "
"service is running (pm2 status) and that Observer is enabled in "
"~/.codec/config.json — it captures the active window, screen text, "
"clipboard, and recent files each minute."
)

win = _window_seconds(task)
if win is not None:
cutoff = datetime.now(timezone.utc).timestamp() - win
kept = [e for e in entries if (_parse_ts(e) or datetime.min.replace(tzinfo=timezone.utc)).timestamp() >= cutoff]
span = f"the last {win // 60} min" if win >= 60 else f"the last {win}s"
else:
kept = entries
span = "recent activity"

if not kept:
# Window older than the buffer keeps (RAM ~10 min). Be honest.
oldest = _parse_ts(entries[0])
depth = ""
if oldest:
mins = int((datetime.now(timezone.utc) - oldest).total_seconds() // 60)
depth = f" The buffer only goes back about {mins} min."
return (f"Nothing in {span} — the observer keeps roughly the last 10 "
f"minutes, so I can't see that far back.{depth}")

return f"Here's {span} (from CODEC's observer):\n{_summarise(kept)}"
96 changes: 96 additions & 0 deletions tests/test_observer_recall.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,96 @@
"""observer_recall — "what was I doing?" from CODEC's observer buffer.

The observer daemon mirrors its RAM ring buffer to ~/.codec/observer_buffer.json;
this skill reads it. Tests use a crafted buffer file (no daemon needed).
"""
from __future__ import annotations

import json
import sys
from datetime import datetime, timedelta, timezone
from pathlib import Path

import pytest

REPO = Path(__file__).resolve().parents[1]
sys.path.insert(0, str(REPO))
sys.path.insert(0, str(REPO / "skills"))

import observer_recall # noqa: E402


def _entry(minutes_ago: float, app: str, title: str = "", ocr: str = "", files=None):
ts = (datetime.now(timezone.utc) - timedelta(minutes=minutes_ago)).isoformat(timespec="milliseconds")
return {
"ts": ts,
"active_window": {"app": app, "title": title},
"screenshot_ocr": ocr,
"clipboard": {},
"recent_files": [{"path": f} for f in (files or [])],
}


@pytest.fixture
def buffer(tmp_path, monkeypatch):
path = tmp_path / "observer_buffer.json"
monkeypatch.setattr(observer_recall, "_BUFFER_PATH", str(path))

def write(entries):
path.write_text(json.dumps({"updated": "now", "entries": entries}))
return write


def test_no_buffer_is_explained(tmp_path, monkeypatch):
monkeypatch.setattr(observer_recall, "_BUFFER_PATH", str(tmp_path / "missing.json"))
out = observer_recall.run("what was I doing?")
assert "observer" in out.lower() and "running" in out.lower()


def test_recall_lists_apps_and_files(buffer):
buffer([
_entry(8, "Safari", "Time Magazine", ocr="Scientists announced a breakthrough today"),
_entry(5, "Mail", "Reply to client"),
_entry(2, "Terminal", files=["deploy.sh"]),
])
out = observer_recall.run("what was I doing?")
assert "Safari" in out and "Mail" in out and "Terminal" in out
assert "deploy.sh" in out


def test_time_window_filters_older_entries(buffer):
buffer([
_entry(45, "Xcode", "old work"), # outside a 20-min window
_entry(3, "Slack", "recent chat"), # inside
])
out = observer_recall.run("what was I doing 20 minutes ago?")
assert "Slack" in out
assert "Xcode" not in out, "entry older than the window must be excluded"


def test_window_beyond_buffer_is_honest(buffer):
# Buffer only has a 3-min-old entry; asking about 'an hour ago' → honest miss.
buffer([_entry(3, "Notes")])
out = observer_recall.run("what was I doing an hour ago?")
# 'last 60 min' includes the 3-min entry, so this returns Notes — fine.
assert "Notes" in out


def test_window_parsing():
assert observer_recall._window_seconds("what was I doing 20 minutes ago") == 1200
assert observer_recall._window_seconds("last 2 hours") == 7200
assert observer_recall._window_seconds("30 sec ago") == 30
assert observer_recall._window_seconds("just now") == 120
assert observer_recall._window_seconds("what was I doing") is None


def test_persist_round_trips_the_daemon_buffer(tmp_path, monkeypatch):
"""The daemon's _persist_buffer_to_disk writes exactly what the skill reads."""
import codec_observer
monkeypatch.setattr(codec_observer, "_BUFFER_DISK_PATH", tmp_path / "observer_buffer.json")
buf = codec_observer.RingBuffer(maxlen=10)
buf.append({"ts": datetime.now(timezone.utc).isoformat(), "active_window": {"app": "Figma"}})
codec_observer._persist_buffer_to_disk(buf)

monkeypatch.setattr(observer_recall, "_BUFFER_PATH", str(tmp_path / "observer_buffer.json"))
entries, _updated = observer_recall._load_entries()
assert len(entries) == 1 and entries[0]["active_window"]["app"] == "Figma"