rate_limit_retries_exhausted:glm
> ## Continuous-process anchor
>
> This spec describes an instance of one of the retired-script themes
> documented in docs/design/retired_scripts_patterns.md. Before
> implementing, read:
>
> 1. The "Design principles for continuous processes" section of that
> atlas — every principle is load-bearing. In particular:
> - LLMs for semantic judgment; rules for syntactic validation.
> - Gap-predicate driven, not calendar-driven.
> - Idempotent + version-stamped + observable.
> - No hardcoded entity lists, keyword lists, or canonical-name tables.
> - Three surfaces: FastAPI + orchestra + MCP.
> - Progressive improvement via outcome-feedback loop.
> 2. The theme entry in the atlas matching this task's capability:
> S7 (pick the closest from Atlas A1–A7, Agora AG1–AG5,
> Exchange EX1–EX4, Forge F1–F2, Senate S1–S8, Cross-cutting X1–X2).
> 3. If the theme is not yet rebuilt as a continuous process, follow
> docs/planning/specs/rebuild_theme_template_spec.md to scaffold it
> BEFORE doing the per-instance work.
>
> **Specific scripts named below in this spec are retired and must not
> be rebuilt as one-offs.** Implement (or extend) the corresponding
> continuous process instead.
Keep the task queue populated with substantive, high-value one-shot work
derived from active quests. When the queue runs low, an LLM agent
inspects each active quest, understands its intent, audits the current
DB and codebase state for gaps against that intent, and creates targeted
new tasks for the agent fleet to pick up.
On 2026-04-13 the task queue had drained to 0 one-shot tasks (only 88
recurring drivers running, mostly no-ops). All substantive feature work
in the prior 12 hours came from interactive user sessions, not Orchestra.
Reason: nothing was generating new tasks from quests.
The original scripts/quest_engine.py is a hardcoded template generator
— it has Python functions per quest with hardcoded SQL queries and task
title strings. Adding a new quest requires writing new Python code. It
also can't adapt to new opportunities the original author didn't predict.
This task replaces that with an LLM-driven generator that reads quest
intent and DB state to generate appropriate work.
SELECT COUNT(*) FROM tasks
WHERE project_id IN (SELECT id FROM projects WHERE name='SciDEX')
AND status IN ('open','available') AND task_type != 'recurring' - If >= 50: exit cleanly (no-op, queue is healthy, nothing to do)
- If < 50: continue
SELECT id, name, description, layer, priority FROM quests
WHERE project_id IN (SELECT id FROM projects WHERE name='SciDEX')
AND status = 'active' ORDER BY priority DESCdocs/planning/specs/ if one existsorchestra create:orchestra create \
--title "[Layer] Specific actionable title" \
--project SciDEX \
--quest "<Quest Name>" \
--priority <90-95> \
--description "<concrete steps + how to verify>" \
--spec docs/planning/specs/<spec_file>.mdSave these for the agent to reference:
Open one-shot count:
SELECT COUNT(*) FROM tasks
WHERE project_id = (SELECT id FROM projects WHERE name='SciDEX')
AND status IN ('open','available') AND task_type != 'recurring';Active quests with current open task counts:
SELECT q.name, q.priority, q.description,
(SELECT COUNT(*) FROM tasks t
WHERE t.quest_id = q.id
AND t.status IN ('open','available','running')) as open_count
FROM quests q
WHERE q.project_id = (SELECT id FROM projects WHERE name='SciDEX')
AND q.status = 'active'
ORDER BY q.priority DESC;Recent commits per layer (last 24h):
git log --since="24 hours ago" --format="%s" | grep -oE '^\[[A-Za-z]+\]' | sort | uniq -cInitial verification:
orchestra list_tasks via MCP confirmed 20 open/available SciDEX one-shot tasks.a0e96021 — [Exchange] Diagnose and seed liquidity for 20 zero-volume active prediction markets (Exchange quest, P83 gap: 408 zero-volume markets)dd3ce7e5 — [Agora] Score confidence levels for 20 hypotheses missing conviction ratings (Agora quest, P84 gap: 274 hypotheses no confidence_score)9220d106 — [Agora] Score mechanistic plausibility for 20 hypotheses lacking biological rationale (Agora quest, P81 gap: 219 hypotheses no mechanistic_plausibility)7ff0ec11 — [Atlas] Link 25 wiki pages to canonical KG entity nodes (Atlas quest, P82 gap: 17331 wiki pages no canonical_entity_id)9b3786af — [Agora] Run 4-round debates for 3 analyses lacking debate sessions (Agora quest, P90 gap: 3 analyses no debates)Verification: Queue 20 → 25 open one-shot tasks. Per-quest caps respected (Agora: +2, Atlas: +1, Exchange: +2). Branch clean at origin/main, only .orchestra-slot.json differs.
Status: DONE — 5 tasks created, branch clean, pushed. Exit cleanly.
Initial verification:
quest_engine.py --dry-run cannot run in this sandbox (no Orchestra DB accessible).list_tasks + create_task for queue assessment and task creation.discover_gaps() from live PostgreSQL):
[Agora] Run debates for 3 analyses without debate sessions → 8944bb47 (fuzzy match, exact title exists)[Agora] Run target debates for 25 undebated therapeutic targets → b329beca (exact title match)[Agora] Add data-support scores to 20 active hypotheses → d492747e (exact title match)[Senate] Audit 25 uncredited agent contributions for reward emission → 5a6a773f (exact title match)77a620b3 — [Senate] Triage 25 pending governance decisions (Senate quest, immediately claimed by slot 74)9aa46cf7 — [Senate] Review 6 open Senate proposals for decision readiness (Senate quest)06096995 — [Senate] Triage 25 failed quality gate results (Senate quest)8d5a4004 — [Senate] Assign content owners for 50 artifacts missing guardians (Senate quest)a83f0d59 — [Senate] Unblock 10 stuck hypotheses in the mission pipeline (Senate quest)81e261e2 — [Exchange] Calibrate liquidity bands for 25 low-liquidity active markets (Exchange quest)b2797769 — [Senate] Distribute discovery dividends for 3 pending world-model improvements (Senate quest, immediately claimed)53a47e21 — [Agora] Add PubMed evidence to 20 hypotheses lacking citations (Agora quest, immediately claimed by slot 46)70c06c5b — [Exchange] Review 1 pending allocation proposals (Exchange quest)Verification:
quest_engine.py and tests unchanged.python3 -m py_compile quest_engine.py tests/quest_engine/test_mission_pipeline_gaps.py passed.pytest -q tests/quest_engine/test_mission_pipeline_gaps.py passed (19 passed).Initial verification:
quest_engine.py --dry-run failed in sandbox (Orchestra SQLite DB inaccessible), so used MCP tools for queue assessment.9f07fe91 — [Forge] Add PubMed abstracts to 30 papers missing them (Forge quest dd0487d3-38a)ebca85c5 — [Atlas] Build KG edges linking 25 wiki pages to their entity nodes (Atlas quest 415b277f-03b)61aa5328 — [Senate] Review 6 open Senate proposals for decision readiness (Senate quest 58079891-7a5)2c9203e4 — [Senate] Distribute discovery dividends for pending world-model improvements (Senate quest 58079891-7a5)79d986e5 — [Exchange] Review 10 pending allocation proposals (Exchange quest 3aa7ff54-d3c)e2e1a0f6 — [Senate] Capture belief snapshots for 50 hypotheses missing recent state (mapped to Senate quest 58079891-7a5)797eb941 — [Agora] Generate falsifiable predictions for 25 hypotheses with none (Agora quest c488a683-47f)8f92bbce — [Atlas] Remediate 5 wiki pages with low Wikipedia parity scores (Atlas quest 415b277f-03b)Verification:
python3 -m py_compile quest_engine.py passed.Branch state at start: local HEAD was 3 commits ahead of origin/main but had diverged badly — origin/main was at 135791a92 while local was at 64fde8e9b (same tree, different commit history from repeated retry commits).
Actions taken:
git fetch origin refs/heads/orchestra/task/80ffb77b-quest-engine-generate-tasks-from-quests confirmed remote branch tip was 9bdeedc7d (ahead of local in a different direction).git reset --hard origin/main to resync the worktree to current main (135791a92).git push origin HEAD:orchestra/task/80ffb77b-quest-engine-generate-tasks-from-quests --force to reset the remote branch to main.git cherry-pick 64fde8e9b df4619943 ff48eb85e to apply the 3 substantive commits on top of main:5d8cac84c — spec file updateaefd129f4 — test additions for mission pipeline detectorsdd8e3ce9f — quest_engine.py fix (scalar params + orch_conn + stuck-stage SQL)
python -m pytest tests/quest_engine/test_mission_pipeline_gaps.py -v — 18 passed.git push origin HEAD:orchestra/task/80ffb77b-quest-engine-generate-tasks-from-quests — pushed successfully.Verification:
Initial verification:
80ffb77b-8391-493c-8644-37086c8e2e3c was created on 2026-04-13, so the recurring driver remains current rather than stale.python3 quest_engine.py --dry-run reported live SciDEX open one-shot queue depth 30, below the 50 threshold.python3 quest_engine.py still could not open the authoritative Orchestra SQLite DB for writes from this sandbox (OperationalError: unable to open database file on /home/ubuntu/Orchestra/orchestra.db and /data/orchestra/orchestra.db), so the normal create path was blocked by environment rather than gap logic.orchestra task create, which succeeds through the CLI fallback path even when direct local SQLite writes are unavailable.[Senate] Triage 25 pending governance decisions, [Senate] Review 6 open Senate proposals for decision readiness, [Agora] Add PubMed evidence to 11 hypotheses lacking citations, [Senate] Assign content owners for 50 artifacts missing guardians, [Senate] Unblock 10 stuck debates in the mission pipeline, [Senate] Triage 25 failed quality gate results, [Exchange] Calibrate liquidity bands for 25 low-liquidity active markets, [Exchange] Create 10 challenges or experiment proposals from top hypotheses, [Agora] Calibrate confidence scores for 11 active zero-confidence hypotheses, [Exchange] Audit 50 open unclaimed token bounties for claimability.[Agora] Generate falsifiable predictions for 25 hypotheses with none, [Senate] Implement 5 missing mission-pipeline connectors, [Exchange] Audit 25 stale active markets for update or resolution, [Exchange] Review 10 pending allocation proposals, [Forge] Triage 50 failed tool calls by skill and error mode, [Atlas] Add pathway diagrams to 20 hypotheses missing mechanism maps, [Exchange] Seed liquidity review for 25 zero-volume active markets, [Forge] Extract structured claims from 30 papers missing claims, [Forge] Add PubMed abstracts to 30 papers missing them, [Senate] Distribute discovery dividends for 3 pending world-model improvements.python3 -m py_compile quest_engine.py passed.pytest -q tests/quest_engine/test_mission_pipeline_gaps.py passed (16 passed).38 open/available non-recurring SciDEX tasks; 11 of the 20 newly created tasks had already moved to running, which is why the open-only metric did not increase by the full 20.python3 quest_engine.py --dry-run still saw the queue below threshold and correctly advanced to a fresh third-wave candidate set, confirming duplicate protection on the 20 tasks created this cycle.% placeholder regression in mission-pipeline detectors)Initial verification:
python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run reported live SciDEX open one-shot queue depth 28, so this cycle was actionable rather than a no-op.gap query failed: only '%s', '%b', '%t' are allowed as placeholders, got '%'' errors before continuing, which meant two mission-pipeline detectors were silently degraded under PostgreSQL.LIKE '%' || h.id || '%' pattern in mission-pipeline detector queries with a safe text-membership expression that does not trigger psycopg placeholder parsing.quest_engine.py --dry-run and confirm the queue-low cycle completes without gap-query failures while still generating candidates.LIKE '%' || h.id || '%' with POSITION(... IN COALESCE(...)) > 0, preserving legacy text-membership behavior without triggering psycopg placeholder parsing.LIKE '%' pattern.pytest -q tests/quest_engine/test_mission_pipeline_gaps.py passed (16 passed).python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run still saw queue depth 28, proposed 10 tasks, skipped 5 duplicates, and emitted no gap query failed errors.Current-state verification:
git rev-list --left-right --count HEAD...origin/main showed this worktree tip was an ancestor of local origin/main but 43 commits behind, so the task was still live and needed replay onto current main before shipping anything.python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run succeeded against the authoritative Orchestra DB and reported 79 open SciDEX one-shot tasks, which is above the 50-task floor.mode=ro&immutable=1 SQLite URI change in open_readonly_sqlite() because current origin/main still used plain mode=ro.Initial verification:
git rev-list --left-right --count HEAD...origin/main showed this worktree is 17 commits behind local origin/main; git fetch is blocked in this sandbox because writing FETCH_HEAD under the worktree gitdir is denied.python3 -m py_compile quest_engine.py passed, but python3 quest_engine.py --dry-run failed before queue inspection because open_readonly_sqlite() used plain mode=ro against the authoritative Orchestra DB.mode=ro&immutable=1 succeeds on /home/ubuntu/Orchestra/orchestra.db while plain mode=ro fails in this sandbox.quest_engine.py to mode=ro&immutable=1 so queue-depth verification can read the authoritative Orchestra DB without attempting normal SQLite lock behavior.python3 -m py_compile quest_engine.py passed after the change.python3 quest_engine.py --dry-run now opens the authoritative DB, reports the live SciDEX open one-shot queue depth, and exits cleanly when the queue is already healthy.Verification:
git diff origin/main..HEAD --stat shows only intended changes: quest_engine.py (writable=False fix) + spec work logpython3 -m py_compile quest_engine.py passedpython3 quest_engine.py --dry-run shows queue depth 50 (healthy, at threshold)Status: DONE — queue is healthy at 50, no action needed this cycle.
Initial verification:
git diff origin/main..HEAD --stat was empty; only .orchestra-slot.json was locally modified by the slot launcher.scidex status showed the API, nginx, linkcheck, and Neo4j active; PostgreSQL had 396 analyses, 846 hypotheses, 711973 KG edges, and 3089 open gaps./home/ubuntu/Orchestra/orchestra.db showed the SciDEX open one-shot queue depth was 2.python3 quest_engine.py --dry-run failed before reading queue depth because the engine required a write probe against the authoritative Orchestra DB even for read-only dry-run verification.--dry-run.python3 -m py_compile quest_engine.py and python3 quest_engine.py --dry-run.open_readonly_sqlite() and changed get_orchestra_db() to accept writable=True by default.run(dry_run=True) now opens the authoritative Orchestra DB in SQLite mode=ro, skips write probes/schema mutation, and still refuses fallback if the authoritative DB is present but unreadable.writable=True, so a present but non-writable authoritative DB remains a hard failure instead of falling through to stale fallback state.python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run read authoritative queue depth 2 and found 10 non-duplicate candidate tasks.python3 quest_engine.py still failed in this sandbox with the expected authoritative-DB write-access error; task creation must run where the supervisor has write access to the authoritative Orchestra DB.Initial verification:
git diff origin/main..HEAD --stat was empty; only .orchestra-slot.json was locally modified by the slot launcher./data/orchestra/orchestra.db had 2 open SciDEX one-shot tasks, while stale fallback /tmp/orchestra_data/orchestra.db had 50.python3 quest_engine.py --dry-run incorrectly exited no-op because the sandbox could not write the authoritative DB and the engine fell through to the stale fallback.quest_engine.py so a present authoritative Orchestra DB that is readable but not writable is a hard failure instead of falling through to fallback paths.python3 -m py_compile quest_engine.py passed.Initial verification:
git diff origin/main..HEAD --stat showed the prior engine/spec expansion already on main except the seven new reusable specs.python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run saw queue depth 44 and all existing Cycle 20/21 candidates were duplicate-blocked.python3 quest_engine.py --dry-run then reported 6 non-duplicate candidates and preserved duplicate blocks for existing candidates.python3 quest_engine.py; created 6 new quest-tagged tasks:
6a311d99-ff65-4e0d-a21a-d89a305f5695 - [Agora] Add counter-evidence reviews to 10 hypotheses missing evidence_against62d50302-1202-44bd-865a-990bc490e038 - [Agora] Generate falsifiable predictions for 25 hypotheses with none84798e7f-294c-471f-a240-4bdc6c60bba3 - [Atlas] Add pathway diagrams to 20 hypotheses missing mechanism mapsd028e4a0-e04f-44a7-b285-8f710493d203 - [Exchange] Add clinical-trial context to 20 hypotheses missing trial signals8b952ef4-a91d-4dc2-bee8-67422efdbeda - [Atlas] Link 50 evidence entries to target artifactsba45d928-2a31-494a-a249-99edeaeee484 - [Senate] Link 50 isolated artifacts into the governance graphPost-check:
python3 quest_engine.py --dry-run exited cleanly with queue is healthy (50 >= 50); no action.python3 -m py_compile quest_engine.py passed.Initial verification:
git fetch origin/main && git rebase origin/main completed successfully.python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run saw queue depth 36 and identified 8 non-duplicate candidates.00ec851f-b418-4502-9dba-357da4eee22e — [Senate] Review 25 open Senate proposals for decision readinessf7ad4ead-31ea-4d82-b2dc-e3b59a8f551d — [Agora] Run target debates for 25 undebated therapeutic targets5690901e-9d3c-4f9f-9bd4-f2e47a40f85a — [Exchange] Audit 50 open unclaimed token bounties for claimability9d486708-83c0-4987-804b-98e04d106767 — [Forge] Triage 50 failed tool calls by skill and error modebf9c6e36-b3f2-4c61-9039-8a869011a493 — [Forge] Score performance for 25 unscored registered skills4ff74a2a-53da-4b30-909b-a30166470c92 — [Senate] Distribute discovery dividends for 3 pending world-model improvements9ae12354-35f8-436d-85b8-5a4f5a6dc2c2 — [Senate] Capture belief snapshots for 50 hypotheses missing recent state967c5cb5-616a-4d21-8780-42cf99198e49 — [Atlas] Remediate 3 wiki pages with low Wikipedia parity scoresStatus: DONE — 8 tasks created, queue replenished. Exit cleanly.
Initial verification:
git diff origin/main..HEAD --stat showed the prior Cycle 20 expansion commit already merged at HEAD.python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run saw queue depth 44 and would create 6 additional non-duplicate tasks.Fix implemented:
python3 quest_engine.py and python3 quest_engine.py --dry-run immediately afterward exited cleanly because the queue was healthy at 50.6a311d99-ff65-4e0d-a21a-d89a305f5695 - [Agora] Add counter-evidence reviews to 10 hypotheses missing evidence_against62d50302-1202-44bd-865a-990bc490e038 - [Agora] Generate falsifiable predictions for 25 hypotheses with none84798e7f-294c-471f-a240-4bdc6c60bba3 - [Atlas] Add pathway diagrams to 20 hypotheses missing mechanism mapsd028e4a0-e04f-44a7-b285-8f710493d203 - [Exchange] Add clinical-trial context to 20 hypotheses missing trial signals8b952ef4-a91d-4dc2-bee8-67422efdbeda - [Atlas] Link 50 evidence entries to target artifactsba45d928-2a31-494a-a249-99edeaeee484 - [Senate] Link 50 isolated artifacts into the governance graphStatus: DONE - queue replenished to 50 and the engine has broader non-duplicate gap coverage for future low-queue cycles.
Merge-gate retry check:
git diff origin/main..HEAD --stat was empty at HEAD; the substantive quest-engine repair existed only in the working tree from the blocked attempt.SPEC_PATHS resolves to an existing spec file. Missing reusable specs were added for governance triage, content ownership, quality-gate triage, market proposal review, zero-volume markets, stale market resolution, paper claim extraction, and wiki reference backfill.python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run saw queue depth 36 and created 0 tasks because all 24 current candidates were exact-title or fuzzy duplicates.Initial verification:
git diff origin/main..HEAD --stat was clean except the local slot reservation file before edits.python3 -m py_compile quest_engine.py passed before edits.python3 quest_engine.py saw queue depth 30 but created 0 tasks because all existing candidates were exact-title or fuzzy duplicates.Fix implemented:
--dry-run reports exact/fuzzy duplicate blocks instead of overstating would-create counts.python3 quest_engine.py; created 6 new quest-tagged tasks:
0813e75b-6817-441e-a1c0-57bd0a0d0248 - [Exchange] Calibrate liquidity bands for 25 low-liquidity active markets8248b3bd-4602-46b7-a9cc-f5c7f4550715 - [Senate] Audit 25 uncredited agent contributions for reward emissiond58f5f20-bcb6-449a-9025-8633897d439b - [Agora] Calibrate confidence scores for 20 active zero-confidence hypotheses978edcd3-f41c-4b47-9fca-042fe408752a - [Forge] Cache full text for 30 cited papers missing local fulltext1eba8754-8226-48b3-b44e-56716b887ba3 - [Atlas] Extract figures from 30 papers missing figure metadatabe9102e7-24aa-42d3-8884-db5e650ca67a - [Atlas] Link 25 wiki pages missing KG node mappingsPost-check:
python3 quest_engine.py --dry-run created 0 tasks and reported all 16 current candidates as duplicate-blocked.Initial verification:
git diff origin/main..HEAD --stat was empty; the prior read-only DB fix was already on main.python3 -m py_compile quest_engine.py passed before edits.python3 quest_engine.py --dry-run saw queue depth below threshold and only a narrow candidate set.python3 quest_engine.py created/observed exact-title duplicates for the existing candidate set, leaving the queue low.Fix implemented:
python3 quest_engine.py created 6 Senate/Exchange tasks and a follow-up run created 2 Forge/Atlas provenance tasks.python3 -m py_compile quest_engine.py passed.Initial verification:
git diff origin/main..HEAD --stat clean (prior work already merged).python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run found 6 candidates with queue depth 16.39cb94c7-dc2f-455b-aa8f-30e4586ac589 — [Agora] Run debates for 10 analyses without debate sessions2c145957-5beb-4ff3-a843-5eaa8d729b05 — [Agora] Add data-support scores to 20 active hypotheses16587999-2b10-4855-ae47-29837b238fcf — [Atlas] Score 30 open knowledge gaps with quality rubric0239e081-9b78-4643-8de0-ed42ccaf8fb2 — [Atlas] Add resolution criteria to 25 open knowledge gaps0c9380bc-e087-4564-b68f-1018736c60c2 — [Forge] Render 25 notebooks missing HTML outputsdb4df339-b700-47a1-b17e-1db243188805 — [Atlas] Score 8 registered datasets for quality and provenanceDuplicates blocked:
[Forge] Add PubMed abstracts to 30 papers missing them → exact_title match[Atlas] Add mermaid diagrams to 10 wiki entity pages → exact_title matchInitial verification:
git diff origin/main..HEAD --stat was empty; the prior read-only DB fix is already on main.python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run saw queue depth 16 and only three existing candidates.python3 quest_engine.py exited 0 but created 0 tasks because all three candidates were exact-title duplicates already open.Planned fix:
Initial verification:
python3 -m py_compile quest_engine.py passed.python3 quest_engine.py --dry-run found 3 concrete candidates with queue depth 2.python3 quest_engine.py failed before creating new tasks: sqlite3.OperationalError: attempt to write a readonly database./home/ubuntu/Orchestra/orchestra.db now resolves to /data/orchestra/orchestra.db, which exists and is readable but is not writable from this worker sandbox. The engine accepted the readable database and only discovered the problem during task insertion, so it never reached the writable /tmp/orchestra_data/orchestra.db fallback.Fix implemented:
quest_engine.py now performs a transactional SQLite write probe before accepting an Orchestra DB path.python3 -m py_compile quest_engine.py passed after the fix.python3 quest_engine.py skipped the read-only primary DB, used /tmp/orchestra_data/orchestra.db, saw queue depth 16, and exited 0.c031203d-3e22-4ecf-a674-ba5f637e81bb - [Forge] Add PubMed abstracts to 30 papers missing themb17a40df-4d42-4cf3-8ddf-52fe7df82528 - [Atlas] Add mermaid diagrams to 10 wiki entity pages5d50e873-b636-46d2-b056-594ac7ea7a22 - [Atlas] Expand 10 wiki stubs with cited neurodegeneration contextStatus: DONE - fixed the read-only DB crash; no duplicate tasks created.
Discovered queue had 0 one-shot tasks. Root cause: no CI task was
running quest_engine.py (and the existing engine is hardcoded templates).
Registered recurring task 80ffb77b at every-30-min frequency in
agent execution mode (LLM-driven, not script).
Manual run of legacy quest_engine.py created 5 tasks as a stop-gap.
This LLM-driven version replaces it.
Queue state: 1377 open one-shot tasks (healthy: True, threshold=50)
Queue state: 1389 open one-shot tasks (healthy: True, threshold=50)
scripts/quest_engine_helpers.py exists and is functional:
get_queue_depth() → 1389 open one-shot, project_id=5e530ff5get_active_quests_state() → Exchange at 101 open (near cap), Agora at 45get_top_gaps() → returns gap list sorted by priorityget_scidex_state() → full state snapshot/tmp/orchestra_copy.db when live DB lockedQueue state: 606 open one-shot tasks (healthy: True, threshold=50)
get_top_gaps() crashed with sqlite3.DatabaseError: database disk image is malformed when querying corrupted FTS/B-tree tables. Fixed by wrapping gap queries in try/except blocks — now degrades gracefully with db_corruption_partial sentinel gap instead of crashing. Committed fix.Changes committed:
scripts/quest_engine_helpers.py: Wrap get_top_gaps() gap queries in try/except for corruption resilience. Initial analyses/debates queries return db_corruption sentinel (priority 99) on failure. Subsequent queries return db_corruption_partial (priority 50) so partial results still surface.Queue state: 3 open one-shot tasks (healthy: False, threshold=50)
[UI] Fix hypothesis page 22s hang, [UI] Fix 500 errors on /atlas and /notebooks, [Demo] SEA-AD Single-Cell Analysis[Agora] Score 18 unscored hypotheses with composite scoring (id: fcda018c) — quest c488a683-47f[Agora] Add PubMed evidence to 20 hypotheses lacking citations (id: b79feec1) — quest c488a683-47f[Atlas] Score 50 unscored artifacts with quality scoring (id: 6830d8b4) — quest 415b277f-03b[Atlas] Expand 10 wiki stubs to 400+ words with literature (id: e0f8f053) — quest 1baa2fb6-21fChanges committed: Updated this spec work log.
Queue state: 13 open/available + 1 running = 14 active SciDEX tasks (healthy: False, threshold=50)
[Atlas] Add mermaid pathway diagrams to 10 wiki entity pages (id: 5a373c40) — quest 415b277f-03b — P80 gap: 48 entities lacking diagrams[Atlas] Score 30 paper artifacts with quality scoring (id: ebade91a) — quest 415b277f-03b — P85 gap: 167 unscored artifacts[Forge] Add PubMed abstracts to 30 papers missing them (id: f13984eb) — quest dd0487d3-38a — P82 gap: 228 papers lacking abstractsDuplicates blocked (already have open tasks):
Queue state: 21 open SciDEX tasks (healthy: False, threshold=50)
[Agora] Add PubMed evidence to 20 hypotheses lacking citations — quest c488a683-47f — P90 gap: 107 hypotheses lack evidence_for[Atlas] Score 30 paper artifacts with quality scoring — quest 415b277f-03b — P85 gap: 167 unscored artifacts[Forge] Add PubMed abstracts to 30 papers missing them — quest dd0487d3-38a — P82 gap: 228 papers lacking abstractsDuplicates blocked (already have open tasks):
What was done:
SELECT DISTINCT partner, partner_type FROM (subquery ORDER BY evidence_strength) pattern in _build_cell_infobox — the flat SELECT DISTINCT ... ORDER BY evidence_strength without selecting that column is rejected by PostgreSQL/compare?ids= links (were incorrectly changed to /compare%sids=)
SELECT DISTINCT partner, partner_type FROM (...) sub LIMIT 12 — PostgreSQL test: OKgrep 'compare%sids=' api.py — 0 occurrences (all restored to /compare?ids=)git diff origin/main..HEAD -- api.py — empty (api.py matches origin/main exactly)git diff HEAD -- api.py — only my two targeted fixes (no unintended changes)Queue state: 17 open + 8 running = 25 active SciDEX tasks (healthy: False, threshold=50)
[Agora] Score 13 unscored hypotheses → blocked (fcda018c exists)[Atlas] Add mermaid diagrams to 10 wiki entities → blocked (5a373c40 exists)[Forge] Add PubMed abstracts to 30 papers → blocked (f13984eb exists)[Atlas] Score 50 paper artifacts → blocked (ebade91a/6830d8b4 exist)Queue state: 38 open SciDEX tasks (below threshold 50, but gaps covered)
Queue state: 48 open SciDEX one-shot tasks (threshold 50, at boundary)
Actions: Created 3 new tasks this cycle:
[Agora] Score 20 unscored hypotheses with composite scoring (id: 373eafae) — quest c488a683-47f — Agora gap: unscored hypotheses[Agora] Run 4-round debates for 20 high-priority analyses lacking transcripts (id: 8b84a1f5) — quest c488a683-47f — Agora gap: 30% debate coverage[Atlas] Bidirectional KG-Wiki navigation for top 50 entities (id: aabceea6) — quest 415b277f-03b — Atlas gap: KG-wiki cross-linkingDuplicates blocked (Orchestra MCP dedup):
Queue state: 0 open, 1 running SciDEX one-shot tasks (healthy: False, threshold=50)
Notes:
Queue state: 0 open SciDEX one-shot tasks (healthy: False, threshold=50)
/data/orchestra/orchestra.db → does not existprojects table (schema mismatch — quests not migrated to PG)Infrastructure issues:
/home/ubuntu/Orchestra/orchestra.db symlink → /data/orchestra/orchestra.db (absent)projects table missing from scidex PostgreSQL DBorchestra create CLIQueue state: 12 open SciDEX one-shot tasks (healthy: False, threshold=50)
/tmp/orchestra_data/orchestra.dbworker_exit_unclean — workers did the work but didn't call orchestra complete/tmp/orchestra_data/orchestra.db is accessible (42MB)Status: Exit cleanly. Queue below threshold but all gaps covered by existing (orphaned) tasks.
Queue state: 12 open SciDEX one-shot tasks before generation (healthy: False, threshold=50), 16 open after generation.
Issues fixed in quest_engine.py:
/home/ubuntu/Orchestra/orchestra.db points at missing /data/orchestra/orchestra.db; added fallback discovery for /tmp/orchestra_data/orchestra.db.kind, tags, related_task_ids, similarity_key, consolidated_into), causing similarity checks to fail before task creation; added an idempotent compatibility check that creates those columns/indexes when absent.wiki_pages.content; updated it to current PostgreSQL wiki_pages.content_md.create_task rejected kind="research"; generated tasks now use valid kind="content", and service errors are logged as failures instead of false "CREATED None" successes.python3 quest_engine.py; created 4 quest-tagged tasks:
47738a96-5797-48b7-b467-272c9309d0a9 — [Agora] Add PubMed evidence to 20 hypotheses lacking citationsc031203d-3e22-4ecf-a674-ba5f637e81bb — [Forge] Add PubMed abstracts to 30 papers missing themb17a40df-4d42-4cf3-8ddf-52fe7df82528 — [Atlas] Add mermaid diagrams to 10 wiki entity pages5d50e873-b636-46d2-b056-594ac7ea7a22 — [Atlas] Expand 10 wiki stubs with cited neurodegeneration contextVerification:
python3 -m py_compile quest_engine.py passes./tmp/orchestra_data/orchestra.db with status=open, task_type=one_shot, kind=content, quest IDs, tags, and spec paths.python3 quest_engine.py run blocked all 4 candidates by exact_title, creating 0 duplicates.Issue found:
The mission-pipeline detector block had three correctness bugs that silently degraded gap generation:
scalar() did not accept bound parameters, but missing_bridge queries used ? placeholders with bound values.missing_bridge queried the SciDEX PostgreSQL handle for task counts; it needed the Orchestra DB to read real task state.low_hypothesis_to_action_throughput used a UNION of two COUNT(*) queries, and scalar() only read the first row — always returning only the challenges count, never the combined count.Fix implemented:
scalar() to accept a params: tuple = () argument; passes to conn.execute(sql, params).orch_conn=None parameter to discover_gaps(); uses it (not conn) for mission-spec task coverage checks.missing_bridge scalar calls to use ('SciDEX',) and ('%spec_name%', '%basename%') bound params against the orchestra connection.UNION action-count query with a single COUNT(DISTINCT h.id) guarded by EXISTS (SELECT 1 FROM challenges WHERE ...) OR EXISTS (SELECT 1 FROM experiments WHERE ...).run() to pass orch as orch_conn when calling discover_gaps(scidex, orch_conn=orch)."UNION\n SELECT COUNT" to "coalesce(h.status, '') <> 'archived'\n AND (" to match the new SQL structure.python3 -m py_compile quest_engine.py tests/quest_engine/test_mission_pipeline_gaps.py passed.pytest -q tests/quest_engine/test_mission_pipeline_gaps.py passed (15 passed)./home/ubuntu/Orchestra/orchestra.db) is not accessible here — this is unchanged; the fix targets correctness of queries when the DB is reachable.Queue state: 0 open one-shot SciDEX tasks (Orchestra MCP, authoritative DB symlink broken).
Issues fixed:
stuck_landscapes query failed: knowledge_gaps.landscape_analysis_id is TEXT but landscape_analyses.id is INTEGER — PostgreSQL rejects comparing TEXT = INTEGER. Fixed with la.id::text cast.scalar() had no transaction recovery — when any gap query errored against PostgreSQL (which aborts the transaction on error), ALL subsequent scalar() calls in the same discover_gaps() session returned 0 silently. Fixed by wrapping each call in a named SAVEPOINT + ROLLBACK TO SAVEPOINT, so one failing query doesn't poison the session.%% placeholder error logged twice — this was a side-effect of (2) where a prior error put the session in aborted state, then discover_gaps() tried orch_conn queries against the SciDEX PostgreSQL (which has no projects table), each of which triggered the same "only '%s' placeholders allowed" complaint about the %% in the orch-query SQL. Now resolved by (2).Changes committed: quest_engine.py — 1 file, 15 lines changed (1 deletion, 15 insertions).
Verification:
python3 -m py_compile quest_engine.py passed.discover_gaps() now produces 38 gap candidates (was producing 36, with 14 query failures logged).32248dcb2.orch MCP cannot be tested here but scalar() savepoint isolation means the engine will work correctly when the DB is reachable.discover_gaps() output):
Reviewed all 20 pending_review allocation proposals. No open/pending/proposed proposals existed; the active backlog was 20 proposals created by the quest-engine-ci backfill task.
Evaluation criteria applied:
Approved (composite scores 0.797–0.855):
reviewer_agent = 'senate_governance', approved_at/rejected_at = NOW().Task: [Senate] Triage 20 failed quality gate results and fix top root causes
Findings: Queried artifact_gate_results; found 39 total failures across 3 patterns:
task-428bc015-c37b-42ce-9048-e05ba260c1d4). File paths pointed to non-existent .ipynb files; notebook_cells table had 0 rows for each.notebook_cells; added descriptions to notebooks table; cleared broken file_path values; updated artifacts.metadata with cells_count, description, and tags.gate_notebook_content and gate_notebook_description gate functions to scidex/atlas/artifact_quality_gates.py; registered notebook type in _TYPE_GATES. Re-ran gates — all 27 now PASS (content, description, title, metadata).dataset-4245bf1b-... etc.) that no longer exist in artifacts or datasets tables. The artifacts were deleted but gate records remained.artifact_gate_results records. Underlying data issue is that deletions don't cascade to gate records — future cleanup script (senate/orphan_checker.py or similar) should periodically sweep for these.model-771704af-797c-475e-ba94-2d8b3e0e9c85 (ode_system-biophysical-20260425231751) was missing architecture/parameters and training_data metadata fields required by the specification and data_provenance gates.architecture (ODE system description with RK45 solver), parameters, and training_data fields to the model's metadata in artifacts. Re-ran gates — model now PASS on all 5 gates.Queue state: 20 open one-shot tasks (below 50 threshold — actionable).
DB gaps confirmed:
git diff origin/main..HEAD now only shows .orchestra-slot.json.Actions — created 5 non-duplicate tasks:
b89f95a5 — [Exchange] Calibrate liquidity bands for 25 zero-volume active markets (Exchange quest, already running by slot 54)a60f4c36 — [Agora] Add data_support scores to 15 hypotheses missing grounding data (Agora quest)d3aa1768 — [Atlas] Link 25 wiki pages to canonical KG entity nodes (Atlas quest, running by slot 46)96be61fa — [Agora] Generate falsifiable predictions for 20 high-scoring hypotheses (Agora quest)5126fbcf — [Agora] Run 4-round debates for 2 analyses lacking debate sessions (Agora quest)e892f9bf — [Exchange] Diagnose and seed liquidity for 30 zero-volume active markets (Exchange quest)Duplicate blocks:
[Atlas] Score 25 open knowledge gaps → 35e9639c, b993d7b3 (both open, fuzzy match)[Atlas] Add resolution criteria to 30 gaps → 1a87357a (exact title match, open)[Forge] Extract figure metadata → 82041a97 (fuzzy match, open)[Atlas] Link 30 wiki pages → d3aa1768 (running, fuzzy match)[Agora] Run debates for 2 analyses → 8944bb47 (fuzzy match, open).orchestra-slot.json.Status: DONE — 5 tasks created, 6 stale-deleted files restored, pushed.
Merge gate fix:
git checkout origin/main -- <all 20 files>, committed as a868b06c2.docs/planning/specs/quest-engine-ci.md. ✓DB gaps identified:
d01d9d66 — Falsifiable predictions for all 24 active hypotheses (Agora)664901bf — Debate sessions for 10 active hypotheses (Agora)132cb225 — Link 24 hypotheses to PubMed papers (Agora)a1b122b1 — Reproducibility scores for 20 hypotheses (Agora)cb626db2 — Backfill refs_json for 25 wiki pages (Atlas)318f71c7 — Resolution criteria for 30 knowledge gaps (Atlas)69fdd314 — Seed liquidity for 25 zero-volume markets (Exchange)5e79b197 — Extract claims from 30 high-citation papers (Forge)216880a5 — Link 30 knowledge gaps to wiki pages (Atlas)448996fd — Enrich 20 gene wiki pages with citations (Atlas)c0d98f26 — KG edges for 20 genes to Reactome pathways (Atlas)02b32867 — Audit 25 stale active markets (Exchange)24205121 — Assign content owners to 30 artifacts (Senate)830a92fa — Link 25 isolated artifacts into provenance graph (Senate)cfc20985 — Score composite quality for 20 hypotheses (Agora)f7ebef98 — Add PubMed evidence to 20 thin hypotheses (Agora)f133a9e5 — GTEx/Allen Brain expression data for 15 wiki pages (Atlas)d7aa721a — Triage 30 failed tool calls, fix top 3 root causes (Forge)e9822d09 — AlphaFold structure data for 15 protein wiki pages (Atlas)df270f8c — Triage 25 quality gate failures (Senate)e0caf0a0 — Elo tournament ranking for top 20 hypotheses (Agora)23a87a32 — Create 10 challenges from top unlinked hypotheses (Exchange)b9ab2b5e — DisGeNET disease associations for 20 gene wiki pages (Atlas)db24a301 — ClinVar variant data for 15 disease wiki pages (Atlas)b920da18 — Process 20 papers: claims + wiki enrichment (Forge)25115cf2 — Discovery dividends for pending world-model improvements (Senate)ea9b3e93 — Score 20 wiki pages for epistemic quality (Atlas)645e126d — GWAS associations for 15 hypothesis wiki pages (Agora)3b11d497 — Deepen 10 high-traffic wiki pages with mechanism sections (Atlas)0d904b44 — Score prediction accuracy for 20 resolved markets (Exchange)073f59f2 — Identify and merge 10 near-duplicate hypotheses (Agora)4b090eac — Link 25 wiki pages to canonical KG entity nodes (Atlas)Work log — 2026-04-26 23:10 UTC — task 0d904b44:
status='resolved' markets with resolved_at IS NOT NULL and no judge_predictions.match_id rows.market_positions are sparse: 2 positions exist and are already settled; 9 resolved markets have pre-resolution market_trades; the remaining candidate markets are zero-participant resolutions and need explicit no-participant audit markers rather than reputation updates.resolution_price, updates actor reputation for real participants, and inserts judge_predictions rows as the durable scoring/audit record.scripts/score_resolved_market_accuracy.py --limit 20: inserted 132 judge_predictions rows across 20 resolved markets, including 121 scored participant forecasts and 11 no-participant audit markers. Updated actor_reputation.predictions_total, predictions_correct, and prediction_accuracy for all forecast participants. Verification query found 39 remaining unscored resolved markets after this batch.Verification: Queue 20 → 52 open one-shot tasks. All per-quest caps respected.
Status: DONE — merge-gate stale-deletion fix + 32 tasks created.
Initial verification:
quest_engine.py --dry-run cannot open Orchestra DB in this sandbox; used MCP tools.06096995 done)a83f0d59 done)9aa46cf7 done)2ea2bd9c done)f2486037 done)ba5d054a done)0806f16f done)cb46de47 done)a189884f — [Senate] Triage 25 failed quality gate results (Senate quest)456b55b2 — [Senate] Unblock 10 stuck hypotheses in the mission pipeline (Senate quest)c730c805 — [Senate] Review 6 open Senate proposals for decision readiness (Senate quest)eadf6c67 — [Exchange] Calibrate liquidity bands for 25 low-liquidity active markets (Exchange quest)a0da3bb3 — [Exchange] Distribute discovery dividends for 5 pending world-model improvements (Exchange quest)28888192 — [Exchange] Review 10 pending allocation proposals (Exchange quest)d828caf8 — [Exchange] Audit 50 open unclaimed token bounties for claimability (Exchange quest)b858dd64 — [Forge] Triage 50 failed tool calls by skill and error mode (Forge quest)bc26f5a4 — [Forge] Score 20 registered skills by test coverage and error rate (Forge quest)810d4ced — [Agora] Score 20 unscored hypotheses with composite scoring (Agora quest)Verification:
Merge gate issue resolved:
/science, /science/{slug}, /api/field/{slug}/summary routes in api.py from LLM-resolved merge conflicts on this long-running branch.git checkout origin/main -- api.py and related files (api_shared/nav.py, backfill/backfill_wiki_refs_json.py, 6 spec files, economics_drivers/backprop_credit.py, migrations/129_add_gate_triage_columns.py, triage_gate_failures.py).Quest open-task capacity before creation:
af42d936 — [Senate] Assign content owners to 25 orphaned artifacts757b52a4 — [Senate] Capture belief snapshots for 30 active hypotheses missing history6e5315be — [Senate] Review 10 pending allocation proposals for approvalfd07f93d — [Exchange] Calibrate liquidity for 20 dormant prediction marketsf151c402 — [Exchange] Resolve 15 stale active markets past their resolution date2b73214f — [Exchange] Create 10 prediction market challenges from top-scoring hypotheses1f1d72e2 — [Exchange] Audit 25 open token bounties for claimability and expiryfafcca49 — [Forge] Add pathway diagrams to 15 hypotheses missing mechanism maps05921802 — [Forge] Render 15 notebooks missing HTML output6d5d52d2 — [Agora] Add PubMed evidence to 15 hypotheses with thin evidence baseVerification: Queue 20 → 30 open one-shot tasks. Per-quest caps respected.
Status: DONE — 10 tasks created, merge-gate fix pushed.
Initial verification:
quest_engine.py --dry-run cannot open Orchestra DB in this sandbox.list_tasks + create_task for queue assessment and task creation.data_support_score8944bb47 (open, exact title match)35e9639c (open, exact title match)4a7ec4f5 — [Agora] Score 1008 hypotheses missing data_support_score (Agora quest c488a683-47f)aa594e13 — [Forge] Add PubMed abstracts to 30 papers missing them (Forge quest dd0487d3-38a)Status: DONE — 2 tasks created, committed and pushed (5f46881bd). Exit cleanly.
Initial verification:
quest_engine.py --dry-run cannot open Orchestra DB in this sandbox.list_tasks + create_task for queue assessment and task creation.35e9639c (exact title match, open)8944bb47 (exact title match, open)8d5a4004 (exact title match, open)4a7ec4f5 (exact title match, open)fcf11302 (fuzzy match, open)82041a97 (exact title match, open)bf50b469 (exact title match, open)b0d7aa22 (exact title match, open)599b596b (exact title match, open)9aa46cf7 (fuzzy match, open)70c06c5b (fuzzy match, open)5690901e (fuzzy match, open)b329beca (fuzzy match, open)5a6a773f (exact title match, open)ddf55956 (exact title match, open)f27ea087 — [Atlas] Link 50 wiki pages to KG node entities (Atlas quest)2ea2bd9c — [Exchange] Calibrate liquidity bands for 25 low-liquidity active markets (Exchange quest)e33e3af2 — [Senate] Capture belief snapshots for 50 hypotheses missing recent state (Senate quest)c4352167 — [Forge] Add PubMed abstracts to 30 papers missing them (Forge quest)2c28f30f — [Forge] Extract structured claims from 30 papers missing claims (Forge quest)6bd175aa — [Atlas] Add pathway diagrams to 20 hypotheses missing mechanism maps (Atlas quest)11660d20 — [Exchange] Review resolution readiness for 25 stale active markets (Exchange quest)f67be9b0 — [Agora] Generate falsifiable predictions for 25 hypotheses with none (Agora quest)f2486037 — [Senate] Distribute discovery dividends for 5 pending world-model improvements (Senate quest)b998f1c0 — [Forge] Render 25 notebooks missing HTML outputs (Forge quest)68dac56a — [Senate] Review 10 open Senate proposals for decision readiness (Senate quest)ba5d054a — [Exchange] Review 10 pending allocation proposals (Exchange quest)0806f16f — [Exchange] Audit 50 open unclaimed token bounties for claimability (Exchange quest)f1f18d84 — [Atlas] Remediate 10 wiki pages with low Wikipedia parity scores (Atlas quest)cb46de47 — [Forge] Triage 50 failed tool calls by skill and error mode (Forge quest)Verification:
python3 -m py_compile quest_engine.py passed (no code changes).quest_engine.py and tests unchanged.Initial verification:
/data/orchestra/orchestra.db absent in this sandbox).a5175bc4 — [Agora] Score mechanistic plausibility for 20 hypotheses (Agora quest)e488a94d — [Agora] Score novelty for 20 hypotheses lacking original insight framing (Agora quest)3a36fab7 — [Agora] Score confidence levels for 20 hypotheses missing conviction ratings (Agora quest)23a43efc — [Atlas] Link 25 wiki pages to canonical KG entity nodes (Atlas quest)42dbf5f6 — [Atlas] Add resolution criteria to 25 open knowledge gaps (Atlas quest)aef629ba — [Senate] Assign content owners for 30 artifacts missing guardians (Senate quest)dce51367 — [Exchange] Create 10 challenges from top unlinked hypotheses (Exchange quest)9bda148f — [Senate] Triage 25 pending governance decisions (Senate quest)fcdd9237 — [Senate] Review 10 open Senate proposals for decision readiness (Senate quest)5e863ffa — [Senate] Unblock 10 stuck hypotheses in the mission pipeline (Senate quest)2ff262fe — [Senate] Triage 25 failed quality gate results (Senate quest)ec28da72 — [Exchange] Review 10 pending allocation proposals (Exchange quest)6abdeecf — [Agora] Add PubMed evidence to 20 hypotheses lacking citations (Agora quest)610a8b3c — [Forge] Score 20 registered skills by test coverage and error rate (Forge quest)b226bfb9 — [Agora] Score 20 active hypotheses with composite scoring (Agora quest)9e2ab0b8 — [Atlas] Remediate 10 wiki pages with low Wikipedia parity scores (Atlas quest)Verification: Queue 0 → ~20 open one-shot tasks (12 newly created + 8 running). No code changes — all task creation via MCP. Branch diff from origin/main is only .orchestra-slot.json + spec work log.
Status: DONE — 12 tasks created, spec work log updated. Exit cleanly.