---
session_id: S-2026-0501-1336
timestamp: 2026-05-01T11:36:51Z
predecessor: S-2026-0501-1301
tasks_active: [T-1062, T-1064, T-1065, T-1066, T-1265, T-1271, T-1274, T-1309, T-1542, T-1611, T-1624, T-1632, T-1634, T-1635, T-1636, T-1637, T-1639, T-1641, T-332, T-334, T-449, T-464, T-530, T-544, T-550, T-558, T-682, T-704, T-705, T-708, T-710, T-801, T-802, T-803, T-844]
tasks_touched: [T-1637, T-1634, T-1065, T-1064, T-1639, T-710, T-1635, T-530, T-1632, T-1636, T-1624, T-708, T-1641, T-1062, T-1066, T-1627, T-1638, T-1630, T-1621, T-1620, T-782, T-1629, T-1631, T-1625, T-1628, T-446, T-518, T-612, T-481, T-1633, T-1640, T-613, T-1626, T-967, T-706, T-1623, T-505, T-1618, T-1622, T-1619, T-470]
tasks_completed: []
uncommitted_changes: 48
token_usage: "1.6M tokens, 22 turns"
token_input: "52"
token_cache_read: "1.4M"
token_cache_create: "198.2K"
token_output: "4.5K"
commits_per_turn: "0.0"
first_commit_turn: "0"
failed_tool_calls: "0"
failed_tool_call_rate: "0.0"
edit_bursts: "0"
productive_turns_ratio: "0.0"
session_turns: "0"
session_commits: "0"
session_commits_per_turn: "0"
session_failed_tool_calls: "0"
session_failed_tool_call_rate: "0"
session_edit_bursts: "0"
session_productive_turns_ratio: "0"
owner: claude-code
session_narrative: ""
---

# Session Handover: S-2026-0501-1336

## Where We Are

Session worked on: T-1641 (10 TermLink workers W01-W10 dispatched); T-1636 (/T-1637: scoping notes — neither is ready for autonomous dispatch); T-077 (Session handover S-2026-0501-1301); T-1639 (add scoping note — TermLink has no bench infra yet, needs design pass first); T-1638 (closed (work-completed) + verification gate fix). Plus 6 more commit(s).

## Work in Progress

<!-- horizon: now -->

### T-1062: "WezTerm task-aware terminal chrome via TermLink RPC"
- **Status:** started-work (horizon: now)
- **Last action:** T-1640: arc-integration assessment — T-1061 phases compose end-to-end
- **Next step:** See task file
- **Blockers:** None


### T-1064: "Extend orchestrator.route with task-type routing and model-aware specialist selection"
- **Status:** started-work (horizon: now)
- **Last action:** T-1640: arc-integration assessment — T-1061 phases compose end-to-end
- **Next step:** See task file
- **Blockers:** None


### T-1065: "Multi-LLM routing — task-aware model selection via TermLink dispatch"
- **Status:** started-work (horizon: now)
- **Last action:** T-1640: arc-integration assessment — T-1061 phases compose end-to-end
- **Next step:** See task file
- **Blockers:** None


### T-1066: "Data plane governance subscriber — post-hoc pattern detection on PTY output"
- **Status:** started-work (horizon: now)
- **Last action:** T-1640: arc-integration assessment — T-1061 phases compose end-to-end
- **Next step:** See task file
- **Blockers:** None


### T-1274: "Memory writes (claude auto-memory) blocked by onboarding task gate — agent on consumer project couldn't save memory about wrong fw path because T-001-T-005 weren't complete. Memory is the exact mechanism that would prevent recurrence of the problem being observed. Memory should not be gated by task onboarding."
- **Status:** started-work (horizon: now)
- **Last action:** T-1620: strip <!-- ... --> in inception.sh + verify-acs.sh AC counters
- **Next step:** See task file
- **Blockers:** None


### T-1542: "fw upgrade from inside a consumer crashes at step 4b/9 — detect bare-from-consumer case and route to upstream"
- **Status:** started-work (horizon: now)
- **Last action:** T-1633: file inception — fw upgrade must work without local-path knowledge
- **Next step:** See task file
- **Blockers:** None


### T-1624: "Refresh ring20-dashboard hub.secret on this anchor — secret-mismatch after .143 migration (T-1054 heal)"
- **Status:** started-work (horizon: now)
- **Last action:** T-1623 resolved + T-1624 filed: TOFU clear was agent work, not human-gated
- **Next step:** See task file
- **Blockers:** None


### T-1641: "T-1061 orchestrator arc reconsideration — what got lost between inception, exploration, and shipped phases?"
- **Status:** started-work (horizon: now)
- **Last action:** T-1641: 10 TermLink workers W01-W10 dispatched
- **Next step:** See task file
- **Blockers:** None


### T-332: "Submit to awesome lists (awesome-ai-agents, awesome-agents, awesome-copilot)"
- **Status:** started-work (horizon: now)
- **Last action:** T-332/L-320: promote captured-but-done T-332 + capture inception-decide drift learning
- **Next step:** See task file
- **Blockers:** None


### T-334: "Execute launch sequence: r/ClaudeAI soft launch → Show HN → amplification"
- **Status:** started-work (horizon: now)
- **Last action:** T-332/L-320: promote captured-but-done T-332 + capture inception-decide drift learning
- **Next step:** See task file
- **Blockers:** None


### T-464: "PR #6: feat: /capture skill + C-002 Exploratory Conversation Guard"
- **Status:** started-work (horizon: now)
- **Last action:** T-332/L-320: promote captured-but-done T-332 + capture inception-decide drift learning
- **Next step:** See task file
- **Blockers:** None


### T-544: "Create TermLink Homebrew tap with GitHub Actions builds"
- **Status:** started-work (horizon: now)
- **Last action:** T-332/L-320: promote captured-but-done T-332 + capture inception-decide drift learning
- **Next step:** See task file
- **Blockers:** None


### T-801: "fw costs CLI — token usage tracking from JSONL transcripts"
- **Status:** started-work (horizon: now)
- **Last action:** T-802 / T-803: Add Recommendation blocks (GO) — token-tracking arc closure
- **Next step:** See task file
- **Blockers:** None


### T-802: "Watchtower token dashboard — /costs page with session table and project summary"
- **Status:** started-work (horizon: now)
- **Last action:** T-802 / T-803: Add Recommendation blocks (GO) — token-tracking arc closure
- **Next step:** See task file
- **Blockers:** None


### T-803: "Landing page token widget — show current session tokens on Watchtower dashboard"
- **Status:** started-work (horizon: now)
- **Last action:** T-802 / T-803: Add Recommendation blocks (GO) — token-tracking arc closure
- **Next step:** See task file
- **Blockers:** None


### Awaiting Human Review (1 tasks)

Agent ACs done. Human ACs pending — see "Awaiting Your Action" below.

- [GO] [T-1632](http://192.168.10.107:3000/review/T-1632): "B-3c (T-1626): Watchtower /hooks page — per-hook fire/fail rates"

<!-- horizon: next -->

### T-1634: "fw upgrade no-args: read upstream URL from .framework.yaml + git-fetch instead of local source"
- **Status:** captured (horizon: next)
- **Last action:** T-1633 GO recorded — file two child build tasks
- **Next step:** See task file
- **Blockers:** None


### T-1635: "fw upgrade fresh-machine simulation guard — clean container test, blocking on framework release"
- **Status:** captured (horizon: next)
- **Last action:** T-1633 GO recorded — file two child build tasks
- **Next step:** See task file
- **Blockers:** None


### T-449: "Deep-dive articles 02-06: editing pass — strip fabricated stats, tighten voice"
- **Status:** captured (horizon: next)
- **Last action:** T-332/T-334/T-464/T-544/T-967: Add Recommendation blocks (NO-REC sweep)
- **Next step:** See task file
- **Blockers:** None


### Awaiting Human Review (3 tasks)

Agent ACs done. Human ACs pending — see "Awaiting Your Action" below.

- [GO] [T-530](http://192.168.10.107:3000/review/T-530): "Port claude-fw --termlink flag from consumer project to upstream"
- [GO] [T-708](http://192.168.10.107:3000/review/T-708): "ntfy: lib/notify.sh — thin wrapper calling skills-manager alert dispatcher"
- [GO] [T-710](http://192.168.10.107:3000/review/T-710): "ntfy: fw notify CLI — setup, test, enable, disable commands"

<!-- horizon: later -->

### T-1636: "Orchestrator routing: refactor composite cache key to RoutingKey newtype before adding more dimensions"
- **Status:** captured (horizon: later)
- **Last action:** T-1636/T-1637: scoping notes — neither is ready for autonomous dispatch
- **Next step:** See task file
- **Blockers:** None


### T-1637: "Multi-LLM routing: cost-aware learning — weight RouteCache success rates by cost-per-call"
- **Status:** captured (horizon: later)
- **Last action:** T-1636/T-1637: scoping notes — neither is ready for autonomous dispatch
- **Next step:** See task file
- **Blockers:** None


### T-1639: "TermLink: throughput benchmark for governance subscriber — harden non-blocking claim"
- **Status:** captured (horizon: later)
- **Last action:** T-1636/T-1637: scoping notes — neither is ready for autonomous dispatch
- **Next step:** See task file
- **Blockers:** None


### Inception Phases — Awaiting Decision

- [T-1641](http://192.168.10.107:3000/inception/T-1641): "T-1061 orchestrator arc reconsideration — what got lost between inception, exploration, and shipped phases?"

### Deferred Inceptions — Watching for Recurrence

These inceptions reached a DEFER decision and are parked. They are
NOT awaiting a first decision. They re-surface for promotion if the
promotion criteria in their Recommendation block are met.

- [T-1265](http://192.168.10.107:3000/inception/T-1265): "Export docs section as PDF/DOCX/other formats"
- [T-1309](http://192.168.10.107:3000/inception/T-1309): "Ship watchtower.service systemd template + make fw watchtower start systemd-aware"
- [T-1611](http://192.168.10.107:3000/inception/T-1611): "Swap local Watchtower Werkzeug dev server for gunicorn — saturation under browser auto-refresh"
- [T-682](http://192.168.10.107:3000/inception/T-682): "TermLink product feedback — --working-dir flag for spawn + MCP as default"
- [T-704](http://192.168.10.107:3000/inception/T-704): "DAG federation for cross-machine knowledge graphs"
- [T-1271](http://192.168.10.107:3000/inception/T-1271): "Cross-agent peer learning — 15-min TermLink reflect cron (propagated from 050-email-archive)"
- [T-550](http://192.168.10.107:3000/inception/T-550): "Composition-based adapter pattern — evaluate for agent provider and TermLink backend abstraction"
- [T-558](http://192.168.10.107:3000/inception/T-558): "Build task risk signal detection — PreToolUse gate requiring inception for high-impact builds"
- [T-705](http://192.168.10.107:3000/inception/T-705): "KCP integration — knowledge.yaml generation from fabric/context + MCP bridge adoption"
- [T-844](http://192.168.10.107:3000/inception/T-844): "SSD evaluation — Simple Self-Distillation for code generation (arxiv 2604.01193)"

## Inception Phases

**11 inception task(s) pending decision** — run `fw inception status` for details.

## Awaiting Your Action (Human)

**4 task(s) with unchecked Human ACs.** These are waiting for you — not for agent cleanup.
Review each when ready. No urgency implied. Prefix is the agent's recommendation: `[GO]` confirm, `[DEFER]`/`[NO-GO]` decide. `[NO-REC]` means the agent never wrote a Recommendation block — task isn't ready for review yet (T-1576). (`[?]` would mean a partial-complete task slipped past the T-1529 recommendation gate — should not occur in normal flow.)

- [GO] [T-1632](http://192.168.10.107:3000/review/T-1632): B-3c (T-1626): Watchtower /hooks page — per-hook fire/fail rates (1 unchecked)
  - e.g.: [REVIEW] Page is readable and useful at a glance
- [GO] [T-530](http://192.168.10.107:3000/review/T-530): Port claude-fw --termlink flag from consumer project to upstream (1 unchecked)
  - e.g.: [REVIEW] Run `claude-fw --termlink` and verify remote attach
- [GO] [T-708](http://192.168.10.107:3000/review/T-708): ntfy: lib/notify.sh — thin wrapper calling skills-manager alert dispatcher (1 unchecked)
  - e.g.: [RUBBER-STAMP] Receive test notification on phone
- [GO] [T-710](http://192.168.10.107:3000/review/T-710): ntfy: fw notify CLI — setup, test, enable, disable commands (1 unchecked)
  - e.g.: [RUBBER-STAMP] Receive test notification on phone
## Gaps Register

**6 concern(s) being watched** — see `.context/project/concerns.yaml`

- **G-004** [low]: Multi-agent collaboration untested
- **G-011** [low]: PostToolUse hooks are advisory-only — cannot block actions
- **G-015** [medium]: Sub-agent results bypass task governance — no structural linking
- **G-017** [medium]: Execution gates do not cover proposal/suggestion layer
- **G-019** [high]: Agent treats symptom-level fixes as complete — no self-escalation to systemic root cause
- **G-045** [high]: TermLink fleet cert/secret co-rotation — both .121 (ring20-dashboard) and .122 (ring20-management) hubs rotating TLS certs AND shared secrets, breaking cross-host coordination

Run `fw audit` to check if any trigger conditions are met.

## Decisions Made This Session

None

## Things Tried That Failed

None

## Open Questions / Blockers

None

## Token Usage

- **Total:** 1.6M tokens
- **Turns:** 22
- **Cache read:** 1.4M

Run `fw costs current` for detailed breakdown.

## Gotchas / Warnings for Next Session

See gaps register above.

## Suggested First Action

Continue T-1611: "Swap local Watchtower Werkzeug dev server for gunicorn — saturation under browser auto-refresh"

## Files Changed This Session

 ...637-multi-llm-routing-cost-aware-learning--w.md |  24 ++
 ...639-termlink-throughput-benchmark-for-govern.md |  27 ++
 ...641-t-1061-orchestrator-arc-reconsideration-.md | 161 +++++++++++
 .../T-1641-orchestrator-arc-reconsideration.md     | 122 +++++++++
 7 files changed, 653 insertions(+), 1 deletion(-)

## Recent Commits

- ac4e29d05 T-1641: 10 TermLink workers W01-W10 dispatched
- 8f4025f37 T-1641: file inception — orchestrator arc reconsideration
- 512c75c06 T-1636/T-1637: scoping notes — neither is ready for autonomous dispatch
- cbc033960 T-077: Session handover S-2026-0501-1301
- 629e943e3 T-1639: add scoping note — TermLink has no bench infra yet, needs design pass first

---

## Handover Quality Feedback (for next session to complete)

- Did this handover help? [ ]
- What was missing?
- What was unnecessary?
