tracked-todo-working-memory

name: tracked-todo-working-memory description: Complete guide for GAIA tracked todos — philosophy, two modes (immediate/long-running), canvas activity logging, scheduling/recurrence, and institutional memory. target: executor

Tracked Todo Working Memory

Philosophy

Tracked todos are GAIA-managed todos: they show on the user's todos page like a normal todo, but GAIA owns them and keeps a canvas of working notes (and an optional schedule) so it can act on them over time. They are distinct from the user's own hand-created action items. They record what GAIA did, when, how, and why, so future conversations can find and build on past work.

When the user says "email Rahul about the contract" and months later asks "what happened with Rahul's contract?", the tracked todo and its canvas surface the answer.

One todo per initiative. "Email Rahul, create a Linear issue, follow up Friday" = ONE tracked todo ("Contract negotiation with Rahul") with a canvas holding the email thread ID, Linear issue URL, and follow-up schedule.

Tools

Always available to the executor — no retrieve_tools needed:

• create_tracked_todo — create todo with VFS canvas
• update_tracked_todo — update labels, due_date, priority, scheduled_at, recurrence, expires_at, references
• update_tracked_todo_canvas — write to canvas.md; modes: append (default), section, replace
• complete_tracked_todo — mark done, archive VFS, requires completion summary
• search_todo_context — semantic search across all canvas embeddings (ChromaDB); includes completed
• list_tracked_todos — list all active tracked todos (up to 50) with full metadata

Search First, Create Last

Creating a new todo is the last step, not the first. Always search before creating.

search_todo_context(query="relevant keywords")

• Active match → update its canvas; do NOT create. "Related action" = same initiative, person, system, or goal. Always update, even for follow-on steps.
• Completed match, same initiative resuming → create new ONLY if the user explicitly asked GAIA to DO something for this initiative again. Never create just because search returned a historical match during an unrelated request.
• No match → create — only if GAIA performed or scheduled a real write/action this turn.

Create when GAIA performs or schedules an action on an external system (email, calendar, Slack, Linear, Notion, etc.) that it needs to remember, follow up on, or repeat — and nothing relevant already exists in memory.

Do NOT create for:

• Pure reads with no side effects ("what's the weather?", "summarize my emails") — no matter how complex or how often they run; a recurring daily summary is still a read, and saving the summary as a todo is not tracking
• Steps in your current orchestration (use plan_tasks)
• Casual conversation or one-off questions
• Anything clearly continuing an existing tracked todo — update that one instead

Overusing tracked todos degrades search quality and clutters GAIA's memory.

Two Modes

Once you've confirmed no existing todo covers this (see Search First above):

Immediate

Completes in this conversation. Create → delegate → document → complete.

search_todo_context → (nothing relevant found) → create_tracked_todo
→ handoff to subagent → collect activity report
→ update_tracked_todo_canvas (append activity log)
→ complete_tracked_todo

Long-Running

Spans conversations or needs follow-up. Create → act → update → leave open.

search_todo_context → (nothing relevant found) → create_tracked_todo(scheduled_at=..., ...)
→ act → update_tracked_todo_canvas → leave open
→ (future conversation) find via active todos or search → read canvas → act → update
→ eventually: complete_tracked_todo with learnings

• "Send Rahul the report" — search first; if nothing found: immediate todo.
• "Email Rahul about the meeting" — search first; if nothing found: long-running todo.
• "He replied, send thanks" — search finds existing todo → update canvas, no new todo.
• "What's the weather?" / "Summarize my emails" — no todo.

Canvas

Writing to the Canvas

update_tracked_todo_canvas has three modes — pick the right one, never default to replace out of habit:

• append (default) — pass only the new content. Use for activity log entries, timeline events, notes.
• section — pass only the new body of that section (no heading). Use for updating one named section (e.g. Current State).
• replace — pass the entire canvas markdown. Only for full restructure or initial setup.

append and section do not require reading the file first — the tool handles it internally.

# Log what a subagent did — no read needed
update_tracked_todo_canvas(todo_id="...", mode="append", content="\n### 2026-03-26\n- **Gmail agent**: Sent email...")

# Update a single section — no read needed
update_tracked_todo_canvas(todo_id="...", mode="section", section="Current State", content="Waiting for Rahul's reply.")

# Full rewrite — only when restructuring
update_tracked_todo_canvas(todo_id="...", mode="replace", content="# Title\n\n## Key Details\n...")

Structure

Default template (used when initial_canvas is omitted):

# {title}

## Key Details

<!-- email addresses, thread IDs, calendar IDs, issue URLs — everything needed to act -->

## Current State

<!-- what's true RIGHT NOW — updated after every action -->

## Activity Log

<!-- which agent did what, which tools it used, what the outcome was — add entries HERE, not in Learnings -->

## Timeline

<!-- chronological list of actions with dates -->

## Context

<!-- accumulated context from signals, related information, decisions made -->

## Learnings

<!-- written ONLY at completion time: what worked, what didn't, timing insights, reusable patterns. DO NOT write activity log entries here -->

Activity Log

After subagents return, record their structured reports in the canvas:

## Activity Log

### 2026-03-26

- **Gmail agent**: Sent email to rahul@example.com re: Q2 contract renewal.
  Tools: GMAIL_CREATE_DRAFT → GMAIL_SEND_DRAFT. Thread ID: 18f3a2b.
  Subject: "Q2 Contract Renewal — Next Steps". Draft approved and sent.
- **Linear agent**: Created issue LIN-423 "Track Q2 contract renewal".
  Tools: LINEAR_CREATE_ISSUE. URL: https://linear.app/team/LIN-423.

System Log

log.md is auto-written by the system (creation, canvas updates, completion). Don't write to it directly.

Create Fields

• title (required) — short descriptive title
• description — what needs to happen and expected outcome
• initial_canvas — markdown content; default template if omitted
• labels — list of strings; gaia-tracked added automatically
• priority — high | medium | low | none (default none)
• scheduled_at — ISO datetime when GAIA should auto-execute (must be future). Omit for cron recurrence — first fire is computed from the cron.
• recurrence — repeat pattern. Cron-style works alone (no scheduled_at needed); shortcut values still need scheduled_at as anchor.
• expires_at — ISO datetime when todo becomes irrelevant (skipped if expired)

due_date is only settable via update_tracked_todo, not at creation time.

Scheduling & Recurrence

scheduled_at

ISO datetime, must be in the future. GAIA auto-executes via background worker at that time.

recurrence

ALWAYS evaluated in the user's stored timezone — pass cron in user-local wall-clock terms, the backend converts to UTC. Do NOT bake offsets into the cron string. After successful execution, scheduled_at auto-advances and a new job is enqueued.

• daily — +1 day (shortcut, needs scheduled_at as anchor)
• weekly — +7 days (shortcut, needs scheduled_at)
• every_4h — +4 hours (shortcut, needs scheduled_at)
• every_1h — +1 hour (shortcut, needs scheduled_at)
• Cron — 0 9 * * 1-5 = weekdays 9am user-local; 0 9,20 * * * = 9am and 8pm daily. ONE recurrence, not two todos. No scheduled_at needed — first fire is computed from the cron.

due_date vs expires_at

• due_date = deadline. Overdue tasks still need doing. Set via update_tracked_todo.
• expires_at = relevance window. Expired tasks are skipped entirely.
• Both can be set together (e.g., "file taxes": due April 15, expires April 15).
• Don't set expires_at on open-ended tasks with no natural expiry.

Validation

• scheduled_at must be future
• Shortcut recurrence (daily, weekly, every_4h, every_1h) requires scheduled_at as anchor. Cron does not.
• Cannot clear scheduled_at while a shortcut recurrence is set
• Cron expressions validated via croniter
• If both scheduled_at and a cron recurrence are passed, scheduled_at is ignored (first fire comes from the cron)

Execution & Retry

• Background worker (ARQ) runs at scheduled_at
• Redis lock prevents concurrent execution of same todo
• Failure: retries up to 3× with backoff (1 hour, then 4 hours)
• After 3 failures: failed label added, user notified
• Success with recurrence: scheduled_at advances, new job enqueued

Institutional Memory

References

Manually link related past todos:

update_tracked_todo(todo_id="abc", references=["old_todo_id_1"])

References are appended (not replaced). Use search_todo_context to find past todos worth referencing, then read their canvases via vfs_read to understand past approaches.

Writing Learnings Before Completion

Before calling complete_tracked_todo, update the canvas with a thorough ## Learnings section. Future similar tasks will reference these.

Good: "Sarah responds in 2-3 days", "approval takes 1 week", "batch the Linear + Notion updates in one handoff" Bad: "went well", restating the timeline, obvious observations

Lifecycle

Before Acting

1. Check the ACTIVE TRACKED TODOS: block in your context — does the request relate to an existing todo?
2. If yes: vfs_read its canvas.md, then act, then update canvas
3. If unclear: search_todo_context(query="...") to check for duplicates

After Acting

• Update canvas with activity log from subagent reports
• Update properties if needed (update_tracked_todo)

Completing

1. Write ## Learnings in canvas
2. complete_tracked_todo(todo_id="...", summary="...") — archives VFS, marks completed in DB + ChromaDB

Examples

Immediate: send an email

create_tracked_todo(
  title="Sent Q2 report to Sarah",
  initial_canvas="# Sent Q2 report to Sarah\n\n## Key Details\n- Recipient: sarah@example.com\n\n## Activity Log\n\n## Learnings\n"
)
# handoff to Gmail → collect report → update canvas → complete

Long-running: follow-up with expiry

create_tracked_todo(
  title="Follow up with Rahul re: contract",
  description="Sent initial email. Follow up if no reply.",
  scheduled_at="2026-04-01T09:00:00Z",
  expires_at="2026-04-08T00:00:00Z",
  initial_canvas="# Rahul Contract Follow-up\n\n## Key Details\n- Email: rahul@example.com\n- Thread ID: 18f3a2b\n- Contract: Q2 vendor agreement\n\n## Current State\nInitial email sent. Waiting for reply.\n\n## Activity Log\n### 2026-03-25\n- **Gmail agent**: Sent email re: Q2 contract. Tools: GMAIL_CREATE_DRAFT → GMAIL_SEND_DRAFT. Thread ID: 18f3a2b.\n\n## Learnings\n"
)

Recurring: daily check

create_tracked_todo(
  title="Daily HN top posts summary",
  scheduled_at="2026-03-26T08:00:00Z",
  recurrence="daily"
)

Recurring: weekday cron

create_tracked_todo(
  title="Weekday standup prep",
  scheduled_at="2026-03-26T09:00:00Z",
  recurrence="0 9 * * 1-5"
)

Update after creation

update_tracked_todo(todo_id="abc123", due_date="2026-04-15")
update_tracked_todo(todo_id="abc123", scheduled_at="2026-03-30T10:00:00Z")
update_tracked_todo(todo_id="abc123", scheduled_at="", recurrence="")  # Clear scheduling
update_tracked_todo(todo_id="abc123", labels=["gaia-tracked", "waiting-for-reply"])

Anti-Patterns

• Not creating a tracked todo when GAIA touched external systems (even "just" sending an email)
• Multiple todos for one initiative (one email todo + one Linear todo + one Notion todo → should be one)
• Vague canvas ("made progress") instead of specific details with IDs and tool names
• Not collecting activity reports from subagents before writing the canvas
• Not searching before creating — duplicates make future lookups confusing
• Not writing learnings before completing — wastes institutional memory