Cloud cascade debug
Skill sunholo-data/ailang/.agents/skills/cloud-cascade-debug
Investigate why an `ailang publish` cascade didn't fire (or fired and silently failed) on multivac. Inspects gcloud logs across the registry validator, the Pub/Sub `ailang-cascade` topic, and the coordinator's task queue. Use when the user says "auto-cascade didn't work", "why didn't multivac pick this up", "check cloud logs for cascade", or "the dependents didn't get bumped".From its SKILL.md
npx -y skills add sunholo-data/ailang --skill cloud-cascade-debugAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
SKILL.md
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AILANG Cloud Cascade Debugger
After ailang publish of a package whose dependents should auto-bump (the
M-PKG-AUTONOMOUS-CASCADE-SAFE pipeline), trace the message through:
registry validator → ailang-cascade Pub/Sub topic → coordinator subscriber
→ task dispatch → Cloud Run Job execution. Surfaces the first failing
hop with timestamps + log lines.
When to use
User says any of:
- "auto-cascade didn't work" / "auto-cascade didn't fire"
- "why didn't multivac pick this up"
- "the dependents didn't get bumped"
- "check the cloud logs for the cascade"
- "I had to manually republish — what happened cloud-side?"
Quick triage (60-second sanity check)
# Which project did the publish actually target?
echo "AILANG_CLOUD_PROJECT=$AILANG_CLOUD_PROJECT"
echo "AILANG_TOPIC_PREFIX=$AILANG_TOPIC_PREFIX"
If AILANG_CLOUD_PROJECT=ailang-multivac-dev (or *-dev), cascade messages
went to the dev project's topic — production coordinator never sees them.
That alone explains "auto-cascade didn't fire" for prod consumers. Keep
investigating in the dev project then.
The pipeline (what should happen)
1. ailang publish [email protected]
├─→ POST /publish to ailang-registry-validator
│ (project: ailang-registry; logs in europe-west1)
│
└─→ Pub/Sub publish to ailang-cascade topic
(project: $AILANG_CLOUD_PROJECT; topic: $PREFIX-cascade)
│
└─→ Push subscription delivers to:
https://<coordinator>/pubsub/push
│
└─→ Coordinator creates task per dependent
Looks up agent for inbox "pkg:sunholo/<dep>"
Dispatches to Cloud Run Job with env:
AILANG_TASK_ID=task-XXX
AILANG_AGENT_ID=<resolved agent>
(etc., see internal/dispatch/cloudrun/dispatcher.go:117+)
│
└─→ Job starts, runs the bump, publishes
completion to ailang-completions
Any hop can fail silently — the publish CLI prints "Cascade-topic notification published" before any subscriber acks, so success messages don't mean a dependent actually bumped.
Workflow
Step 1 — Identify the publish you're investigating
Get the timestamp + project from the publish output (or from
ls -lt ~/.ailang/cache/registry/<vendor>/<name>/):
✓ Published sunholo/[email protected]
→ Cascade-topic notification published for sunholo/motoko_ext_omnigraph
(root=sunholo/[email protected], class=A)
The cascade message IDs printed there (e.g. msg_20260511_211114_88b4f765)
are the ones to grep for. Convert local time to UTC for log queries.
Step 2 — Check the validator did receive the publish
gcloud logging read \
'resource.type="cloud_run_revision" AND
resource.labels.service_name="ailang-registry-validator" AND
httpRequest.requestMethod="POST" AND
timestamp>="2026-05-11T19:00:00Z" AND
timestamp<="2026-05-11T19:30:00Z"' \
--project ailang-registry --limit 20 \
--format="value(timestamp,httpRequest.requestUrl,httpRequest.status)"
Expected: HTTP 200 to /publish at the time of your publish. If 4xx/5xx,
the publish failed before cascade messages were emitted — investigate
validator logs directly.
Step 3 — Confirm cascade messages were emitted
The publish CLI logs each cascade message it emits. Cross-check against
what landed in Pub/Sub. The topic is <PREFIX>-cascade:
PROJECT="${AILANG_CLOUD_PROJECT:-ailang-multivac-dev}"
PREFIX="${AILANG_TOPIC_PREFIX:-ailang-dev}"
gcloud pubsub topics list --project "$PROJECT" \
--filter="name~cascade" --format="value(name)"
If the topic doesn't exist for that project: the cascade publisher silently
no-ops (see cmd/ailang/pkg_publish.go::newCascadePublisher). The publish
CLI may still print "Cascade-topic notification published" because it
prints from the legacy-inbox-write path even when the cloud publisher is
nil — confusing but documented.
Step 4 — Find the coordinator that subscribes
gcloud pubsub subscriptions list --project "$PROJECT" \
--filter="topic~cascade" \
--format="value(name,pushConfig.pushEndpoint)"
Push endpoint will be a Cloud Run URL like
https://ailang-dev-coordinator-XXX-ew.a.run.app/pubsub/push.
Step 5 — Check the coordinator received and processed each cascade message
# Substitute the time window of your publish
gcloud logging read \
'resource.type="cloud_run_revision" AND
resource.labels.service_name="ailang-dev-coordinator" AND
timestamp>="2026-05-11T19:10:00Z" AND
timestamp<="2026-05-11T19:30:00Z" AND
(textPayload=~"cascade" OR textPayload=~"task-" OR textPayload=~"failed")' \
--project "$PROJECT" --limit 50 \
--format="value(timestamp,textPayload)"
Look for log lines:
| Pattern | Meaning |
|---|---|
Created task task-XXX (... inbox: pkg:sunholo/...) | coordinator received the cascade message |
Skipping message <id>: no agent registered for inbox "..." | no route; NOT dispatched, left unread for triage (current behaviour) |
Cloud dispatch: task task-XXX → Cloud Run Job (agent: , ...) | agent: empty — pre-2026-08-25 behaviour; dispatched anyway and failed on arrival |
task task-XXX → failed (error=...) | the job ran and exited with an error |
task task-XXX already in terminal state "failed", skipping | repeated retries from Pub/Sub redelivery |
| (no logs at all) | coordinator scaled to zero AND push subscription couldn't wake it (rare) |
Step 6 — Unrouted inbox: check this FIRST
The coordinator's agent registry is loaded from ~/.ailang/config.yaml (or the GCS
config on the cloud instance). Since M-COORDINATOR-INBOX-WILDCARDS an inbox with no
match is refused, not dispatched — the message is left unread for triage.
Inbox patterns work (a trailing * only — this was documented here before it was
implemented, so older notes may mislead):
coordinator:
agents:
- id: pkg-motoko-ext-family
label: "Package family: sunholo/motoko_ext_*"
inbox: "pkg:sunholo/motoko_ext_*" # trailing * = family pattern
capabilities: [code, test, docs]
Precedence: exact inbox: wins, then longest matching prefix
(pkg:sunholo/motoko_ext_* beats pkg:sunholo/* beats pkg:*), then no dispatch.
Check the registry spelling, not the directory spelling. Packages are published
with underscores and their directories use hyphens, and FormatPackageInbox does no
normalization — sunholo/motoko_ext_abi routes to pkg:sunholo/motoko_ext_abi, never
pkg:sunholo/motoko-ext-abi. Ten ailang-parse tickets were lost to exactly this.
grep -o 'inbox: "pkg:[^"]*"' config/config.cloud.yaml | sort -u
Pre-2026-08-25 the task was dispatched with an empty AgentID and the executor's startup
check (cmd/ailang/coordinator_cloud.go:171)
failed them all, posting the failure to inbox "" where nothing could read it. See
docs/internal/cloud-coordinator-config.md.
Step 7 — If the job ran and failed for another reason
Pull the failed job's logs by task ID:
TASK_ID="task-cb56ee02"
gcloud logging read \
"resource.type=\"cloud_run_job\" AND
labels.\"run.googleapis.com/execution_name\"=~\"$TASK_ID\"" \
--project "$PROJECT" --limit 100 \
--format="value(timestamp,textPayload)"
Or by execution name (faster):
gcloud run jobs executions list --project "$PROJECT" \
--region europe-west1 --limit 20 \
--format="value(metadata.name,status.completionTime,status.conditions[0].message)"
Common failure modes (cheat-sheet)
| Symptom | Likely cause | Fix |
|---|---|---|
| Publish prints "Cascade-topic notification published" but no coordinator logs | AILANG_CLOUD_PROJECT points to a project with no *-cascade topic | Check env vars; the cloud publisher silently no-ops when topic absent |
Coordinator logs Created task ... (agent: , inbox: pkg:...) then failed (error=AILANG_AGENT_ID required) | No agent registered for pkg:* inboxes in coordinator config | Add package-cascade-bumper agent entry |
| Coordinator hasn't logged ANYTHING since hours before the publish | Cloud Run revision crashed; push delivery failing silently | gcloud run revisions list; check latest revision health |
Tasks created but never dispatched (Cloud dispatch: published task ... to Pub/Sub only (no dispatcher, ...)) | cloudDispatcher not registered (CLI didn't init cloudrun.NewDispatcher) | Restart coordinator with proper env (AILANG_CLOUD_REGION, etc.) |
Job dispatched but immediately fails with AILANG_AGENT_ID required | Same as the empty-agent case above | Same fix |
| Job dispatched, runs for hours, never publishes completion | Job hung mid-execution; check Cloud Run Job execution logs | gcloud run jobs executions describe |
One-shot triage script
.Codex/skills/cloud-cascade-debug/scripts/triage_cascade.sh \
<vendor/name>@<version> [time-window-hours]
Bundles steps 2-5 into a single output. Defaults to a 1-hour window
ending at NOW. Pass --project to override the project (default:
$AILANG_CLOUD_PROJECT).
Notes
- Production project =
ailang-multivac(no-devsuffix); dev project =ailang-multivac-dev. CheckAILANG_CLOUD_PROJECTcarefully — local laptops typically point at dev. - The validator service lives in
ailang-registry(separate project) but the cascade pipeline lives in whichever project the publisher targets viaAILANG_CLOUD_PROJECT. - All of this is europe-west1.
- The cloud publisher is best-effort — a failure to write to the cascade
topic does NOT abort
ailang publish(the package still publishes). Cascade is "fire and forget" by design.