feat(loops): Run a skill instead of instructions by charlesvien · Pull Request #73069 · PostHog/posthog

charlesvien · 2026-07-23T06:27:00Z

Problem

posthog-code is adding "run a skill instead of instructions" to Loops. Cloud task runs already support skills as skill_bundle run artifacts, but a client bundles and uploads them at task creation. Loop fires happen server-side with no client attached, so a loop needs to store its skill bundles once and have every fired run seeded with them.

Changes

Loop.skill_bundles JSONField (migration 0071): manifest entries in the same shape as TaskRun.artifacts, bytes under a loop-scoped S3 prefix so run retention never reaps them.
PUT /loops/{id}/skill_bundles/: wholesale replace. Verifies base64 and sha256, caps count (10) and size (30MB), writes to S3 and deletes superseded objects best-effort. Gated like other identity-bearing config: skill_bundles joins IDENTITY_FIELDS, so on team loops only the owner may change it.
fire_loop seeds each stored bundle into the new run: S3 copy into the run's artifact prefix plus a matching skill_bundle manifest entry. The sandbox agent-server already installs those, so no sandbox changes. A failed copy fails the fire, which rolls back and retries cleanly rather than running with silently missing skills.
LoopSerializer exposes skill_bundles (skill name, source, size, sha256, uploaded_at; no storage paths).

Client side: PostHog/code#3741.

How did you test this code?

pytest products/tasks/backend/tests/test_loops_api.py products/tasks/backend/tests/test_loop_runs.py (119 passed). New coverage, each catching a regression no existing test did:

LoopSkillBundlesAPITest: replace + readback + clear (manifest and S3 delete of superseded objects), sha256 mismatch is a 400 with no S3 write, count cap, non-owner replace on a team loop is a 403, someone else's personal loop is a 404.
TestFireLoopSeedsSkillBundles: a fire copies bundles into the run manifest under the run prefix, a bundle-less fire never touches storage, a failed S3 copy fails the fire with no orphaned run.

makemigrations --check clean, ruff and mypy clean on touched files.

Automatic notifications

Publish to changelog?
Alert Sales and Marketing teams?

Docs update

N/A

🤖 Agent context

Autonomy: Human-driven (agent-assisted)

Built with Claude Code. Design was chosen against two rejected alternatives: copying the skill body into loop.instructions (loses companion files, drifts) and resolving team LLMSkills at fire time (needs a new skills-to-sandbox path; today nothing installs LLMSkills into sandboxes). Snapshot-at-save reuses the exact skill_bundle artifact mechanic the sandbox agent-server already consumes. A dedicated replace endpoint (instead of extending the loop write serializer) keeps multi-megabyte base64 payloads out of every PATCH and gives the client one idempotent call.

trunk-io · 2026-07-23T06:27:03Z

😎 This pull request was merged.

greptile-apps · 2026-07-23T06:29:37Z

Prompt To Fix All With AI

Fix the following 4 code review issues. Work through them one at a time, proposing concise fixes.

---

### Issue 1 of 4
products/tasks/backend/facade/loops.py:1046
**Partial replacements leak uploads**

When an earlier bundle is uploaded and a later bundle fails validation or storage writing, the manifest update never runs and the earlier object remains unreferenced under the persistent loop prefix with no retention TTL or subsequent cleanup path.

### Issue 2 of 4
products/tasks/backend/logic/services/loop_runs.py:501
**Rollback leaves copied artifacts**

When one bundle copy succeeds before a later copy or manifest save fails, the database transaction rolls back but the copied object remains under the discarded run prefix. Temporal retries create new run IDs, so each failed attempt accumulates another set of unreachable objects.

### Issue 3 of 4
products/tasks/backend/facade/loops.py:1023-1027
**Concurrent replacements orphan bundles**

When two replacement requests overlap, both read the same previous manifest and upload separate objects without locking the loop. The last database write wins, leaving the other request's newly uploaded objects unreferenced and outside later manifest-based cleanup.

### Issue 4 of 4
products/tasks/backend/facade/loops.py:1046
**Deleted loops retain bundle objects**

When a loop with attached bundles is soft-deleted, these persistent loop-scoped objects are not removed or assigned a retention TTL, so deleting the loop leaves its bundle data stored indefinitely.

_{Reviews (1): Last reviewed commit: "add loop skill bundles seeded into fired..." | Re-trigger Greptile}

veria-ai · 2026-07-23T06:30:03Z

PR overview

This PR changes loop execution so that a loop runs a skill rather than standalone instructions. The loop-run service snapshots the selected skill bundle when creating scheduled or teammate-triggered tasks.

Six issues have been addressed, but one significant ownership-transition issue remains. A previous owner’s skill bundle can persist after a teammate takes ownership, allowing attacker-authored instructions to execute using the new owner’s credentials when the loop fires.

Open issues (1)

High: Bundles persist across ownership takeover — products/tasks/backend/logic/services/loop_runs.py:712

Fixed/addressed: 6 · PR risk: 8/10

github-actions · 2026-07-23T06:30:10Z

🤖 CI report

⚠️

Bundle size — 🔺 +860 B (+0.0%)

Uncompressed size of every built .js bundle, compared against the base branch.

Total: 64.38 MiB · 🔺 +860 B (+0.0%)

No file changed by more than 1000 B.

_{Posted automatically by build-bundle-size-report · uncompressed bytes from dist-report}

✅ Eager graph — within budget

How much code each root ships on the eager path — downloaded and parsed before the surface is interactive. Measured from the esbuild output chunks (post-tree-shake, static imports only); lazy import() / React.lazy chunks are not counted.

Root	Eager (shipped)	Δ vs base	Budget
entry (logged-out pages, app bootstrap) `src/index.tsx`	1.24 MiB · 22 files	no change	`███░░░░░░░` 27.5% of 4.51 MiB
authenticated shell (every logged-in page) `src/scenes/AuthenticatedShell.tsx`	8.07 MiB · 3,010 files	🔺 +851 B (+0.0%)	`████████░░` 83.1% of 9.71 MiB

🟢 node_modules/monaco-editor/ stays out of src/index.tsx
🟢 src/lib/components/ActivityLog/describers stays out of src/index.tsx
🟢 [object Object] stays out of src/index.tsx
🟢 [object Object] stays out of src/index.tsx
🟢 node_modules/monaco-editor/ stays out of src/scenes/AuthenticatedShell.tsx
🟢 src/lib/components/ActivityLog/describers stays out of src/scenes/AuthenticatedShell.tsx
🟢 [object Object] stays out of src/scenes/AuthenticatedShell.tsx
🟢 [object Object] stays out of src/scenes/AuthenticatedShell.tsx

Largest files eagerly shipped from src/index.tsx

Size	File
126.8 KiB	`../node_modules/.pnpm/react-dom@18.3.1_react@18.3.1/node_modules/react-dom/cjs/react-dom.production.min.js`
24.6 KiB	`../node_modules/.pnpm/buffer@6.0.3/node_modules/buffer/index.js`
6.3 KiB	`../node_modules/.pnpm/react@18.3.1/node_modules/react/cjs/react.production.min.js`
4.5 KiB	`../node_modules/.pnpm/@jspm+core@2.1.0/node_modules/@jspm/core/nodelibs/browser/process.js`
3.9 KiB	`../node_modules/.pnpm/scheduler@0.23.2/node_modules/scheduler/cjs/scheduler.production.min.js`
1.4 KiB	`../node_modules/.pnpm/base64-js@1.5.1/node_modules/base64-js/index.js`
1.3 KiB	`src/RootErrorBoundary.tsx`
912 B	`../node_modules/.pnpm/ieee754@1.2.1/node_modules/ieee754/index.js`
789 B	`src/scenes/ChunkLoadErrorBoundary.tsx`
762 B	`src/index.tsx`

Largest files eagerly shipped from src/scenes/AuthenticatedShell.tsx

Size	File
281.5 KiB	`../node_modules/.pnpm/posthog-js@1.407.2/node_modules/posthog-js/dist/rrweb.js`
267.7 KiB	`../node_modules/.pnpm/@posthog+icons@0.38.0_react-dom@18.3.1_react@18.3.1__react@18.3.1/node_modules/@posthog/icons/dist/posthog-icons.es.js`
236.0 KiB	`src/taxonomy/core-filter-definitions-by-group.json`
226.1 KiB	`../node_modules/.pnpm/posthog-js@1.407.2/node_modules/posthog-js/dist/module.js`
154.3 KiB	`../node_modules/.pnpm/re2js@0.4.1/node_modules/re2js/build/index.esm.js`
126.8 KiB	`../node_modules/.pnpm/react-dom@18.3.1_react@18.3.1/node_modules/react-dom/cjs/react-dom.production.min.js`
105.8 KiB	`src/lib/api.ts`
94.0 KiB	`../packages/quill/packages/quill/dist/index.js`
93.3 KiB	`../node_modules/.pnpm/prosemirror-view@1.40.1/node_modules/prosemirror-view/dist/index.js`
90.6 KiB	`../node_modules/.pnpm/@tiptap+core@3.20.6_@tiptap+pm@3.20.6/node_modules/@tiptap/core/dist/index.js`

_{Posted automatically by check-eager-graph · sizes are eager output bytes (shipped, post-tree-shake) from the esbuild metafile · part of #32479}

✅ Toolbar bundle — eager 2.18 MiB within budget

What the toolbar ships to customer pages, measured from the esbuild output (minified, post-tree-shake). The eager set is the entry plus everything statically imported from it — fetched before any feature runs; deferred chunks load lazily. The eager guardrail is 5.72 MiB. Each output file must also stay below 10 MB, where CloudFront stops compressing it. The module boundary is enforced separately by check-toolbar-graph.

Metric	Size	Δ vs base	Budget
Eager (shipped) entry + static imports	2.18 MiB · 17 files	no change	`████░░░░░░` 38.1% of 5.72 MiB
Deferred (lazy)	2.07 MiB · 33 files	no change	n/a — loads on demand
Loader `dist/toolbar.js`	1.1 KiB	no change	`█░░░░░░░░░` 5.8% of 19.5 KiB

Largest eagerly-shipped chunks

Size	File
713.8 KiB	`dist/toolbar/toolbar-app-HLTHZTTF.css`
545.0 KiB	`dist/toolbar/chunk-chunk-JGF7ZYC3.js`
484.2 KiB	`dist/toolbar/chunk-chunk-YMFODIKP.js`
133.6 KiB	`dist/toolbar/chunk-chunk-YSVTUFEA.js`
131.8 KiB	`dist/toolbar/chunk-chunk-T5KY5WYR.js`
71.0 KiB	`dist/toolbar/toolbar-app-Y3ZKEAFE.js`
69.0 KiB	`dist/toolbar/chunk-chunk-27JL52RE.js`
35.6 KiB	`dist/toolbar/chunk-chunk-ALQOU6WO.js`
20.9 KiB	`dist/toolbar/chunk-chunk-VMBXRLPQ.js`
12.2 KiB	`dist/toolbar/chunk-chunk-PIK3PADE.js`

_{Posted automatically by check-toolbar-size · sizes are toolbar output bytes (shipped, post-tree-shake) from the esbuild metafile}

✅ Dist folder size — 🔺 +15.6 KiB (+0.0%)

Total size of the built frontend/dist folder (all assets), compared against the base branch.

Total: 1352.23 MiB · 🔺 +15.6 KiB (+0.0%)

ℹ️ MCP UI apps size — 32 app(s), 17065.5 KB JS

Built size of each MCP UI app (main.js + styles.css).

App	JS	CSS
debug	599.5 KB	187.7 KB
action	457.8 KB	187.7 KB
action-list	564.3 KB	187.7 KB
cohort	456.8 KB	187.7 KB
cohort-list	563.3 KB	187.7 KB
email-template	456.6 KB	187.7 KB
error-details	472.4 KB	187.7 KB
error-issue	457.5 KB	187.7 KB
error-issue-list	564.2 KB	187.7 KB
experiment	561.5 KB	187.7 KB
experiment-list	565.1 KB	187.7 KB
experiment-results	563.2 KB	187.7 KB
feature-flag	567.1 KB	187.7 KB
feature-flag-list	570.9 KB	187.7 KB
feature-flag-testing	461.0 KB	187.7 KB
insight-actors	562.1 KB	187.7 KB
invite-email-preview	456.0 KB	187.7 KB
llm-costs	559.5 KB	187.7 KB
session-recording	458.6 KB	187.7 KB
session-summary	463.9 KB	187.7 KB
survey	458.4 KB	187.7 KB
survey-global-stats	562.2 KB	187.7 KB
survey-list	565.0 KB	187.7 KB
survey-stats	562.2 KB	187.7 KB
trace-span	457.2 KB	187.7 KB
trace-span-list	564.2 KB	187.7 KB
workflow	457.1 KB	187.7 KB
workflow-list	563.7 KB	187.7 KB
loops-review	461.2 KB	187.7 KB
query-results	745.5 KB	187.7 KB
render-ui	826.2 KB	187.7 KB
visual-review-snapshots	461.6 KB	187.7 KB

⚠️

Backend coverage — 96.0% of changed backend lines covered — 23 uncovered

🧪 Backend test coverage

Patch coverage — changed backend lines (products + core): ███████████████████░ 96.0% (572 / 595)

File	Patch	Uncovered changed lines
`products/tasks/backend/facade/loops.py`	88.2%	451, 1037, 1040, 1052, 1057–1058, 1076–1077, 1118–1119, 1121, 1147–1148, 1179–1180, 1238, 1241–1242
`products/tasks/backend/logic/services/loop_runs.py`	92.9%	553, 594, 608, 629–630

🤖 Agents: add a test covering the lines above, or note why under "How did you test this code?". Machine-readable gap list: the patch-coverage artifact on this run (gh run download 30077710683 -n patch-coverage), or the coverage-data block at the end of this comment.

Per-product line coverage (touched products)

Product	Coverage	Lines
`demo`	`███████████░░░░░░░░░` 56.2%	1,497 / 2,663
`tasks`	`██████████████░░░░░░` 69.8%	30,618 / 43,882
`signals`	`████████████████░░░░` 80.0%	22,090 / 27,597
`cdp`	`████████████████░░░░` 81.0%	3,144 / 3,881
`data_modeling`	`█████████████████░░░` 82.7%	5,547 / 6,708
`notebooks`	`█████████████████░░░` 85.3%	7,275 / 8,531
`agent_platform`	`█████████████████░░░` 86.4%	3,807 / 4,405
`actions`	`█████████████████░░░` 86.6%	717 / 828
`cohorts`	`██████████████████░░` 87.8%	4,488 / 5,114
`product_tours`	`██████████████████░░` 87.9%	1,303 / 1,482
`exports`	`██████████████████░░` 88.4%	6,949 / 7,861
`data_warehouse`	`██████████████████░░` 88.9%	11,887 / 13,378
`conversations`	`██████████████████░░` 89.3%	16,875 / 18,894
`engineering_analytics`	`██████████████████░░` 89.4%	6,386 / 7,145
`dashboards`	`██████████████████░░` 89.4%	5,983 / 6,693
`error_tracking`	`██████████████████░░` 89.7%	10,166 / 11,334
`alerts`	`██████████████████░░` 90.0%	4,056 / 4,508
`early_access_features`	`██████████████████░░` 90.1%	1,031 / 1,144
`mcp_analytics`	`██████████████████░░` 90.1%	2,763 / 3,065
`streamlit_apps`	`██████████████████░░` 90.4%	2,501 / 2,767
`slack_app`	`██████████████████░░` 90.7%	9,028 / 9,951
`marketing_analytics`	`██████████████████░░` 91.0%	11,792 / 12,964
`stamphog`	`██████████████████░░` 91.1%	4,056 / 4,450
`product_analytics`	`███████████████████░` 92.6%	5,850 / 6,320
`ai_observability`	`███████████████████░` 92.8%	15,041 / 16,214
`surveys`	`███████████████████░` 93.0%	5,730 / 6,163
`web_analytics`	`███████████████████░` 93.1%	14,426 / 15,492
`posthog_ai`	`███████████████████░` 93.2%	1,326 / 1,422
`approvals`	`███████████████████░` 93.3%	3,437 / 3,682
`reminders`	`███████████████████░` 93.4%	468 / 501
`workflows`	`███████████████████░` 93.6%	6,390 / 6,826
`endpoints`	`███████████████████░` 94.1%	8,640 / 9,177
`review_hog`	`███████████████████░` 94.7%	6,814 / 7,199
`skills`	`███████████████████░` 94.7%	3,300 / 3,483
`logs`	`███████████████████░` 95.4%	10,012 / 10,498
`experiments`	`███████████████████░` 95.7%	25,036 / 26,159
`annotations`	`███████████████████░` 96.2%	732 / 761
`replay_vision`	`███████████████████░` 96.2%	15,260 / 15,864
`revenue_analytics`	`███████████████████░` 96.3%	1,887 / 1,960
`feature_flags`	`███████████████████░` 96.5%	17,110 / 17,734
`user_interviews`	`███████████████████░` 96.5%	2,638 / 2,734
`customer_analytics`	`███████████████████░` 97.1%	9,047 / 9,317
`warehouse_sources`	`███████████████████░` 97.1%	330,460 / 340,224
`data_catalog`	`███████████████████░` 97.4%	2,367 / 2,429
`pulse`	`████████████████████` 98.4%	2,017 / 2,049

Report-only. Patch coverage = changed backend lines covered vs origin/master. Sorted lowest first.
Known gaps: lines covered only by Temporal tests show as uncovered; core line numbers may drift if master changed the same file.

⚠️

Django migration SQL — 1 new migration to review

We've detected new migrations on this PR. Review the SQL output for each migration:

`products/tasks/backend/migrations/0072_loop_skill_bundles.py`

BEGIN;
--
-- Add field skill_bundles to loop
--
ALTER TABLE "posthog_task_loop" ADD COLUMN "skill_bundles" jsonb DEFAULT '[]'::jsonb NOT NULL;
ALTER TABLE "posthog_task_loop" ALTER COLUMN "skill_bundles" DROP DEFAULT;
COMMIT;

Last updated: 2026-07-24 08:09 UTC (0ff61e2)

✅ Django migration risk — migration analysis complete

We've analyzed your migrations for potential risks.

Summary: 0 Safe | 1 Needs Review | 0 Blocked

⚠️ Needs Review

May have performance impact

tasks.0072_loop_skill_bundles
  └─ #1 ⚠️ AddField
     Adding NOT NULL field with callable default (list) - verify it's stable
     model: loop, field: skill_bundles, default: list

Last updated: 2026-07-24 08:09 UTC (0ff61e2)

github-actions · 2026-07-23T06:31:36Z

🦔 Hogbox preview · ✅ ready

▶ Open the preview


🔑 Login	`test@posthog.com` / `12345678` (demo data)
🧩 Running	this PR's backend and frontend, on the PostHog `:master` base
🔗 Link	stable across rebuilds — a re-push swaps the box underneath, the URL stays
🔒 Access	tailnet only (PostHog VPN)
🛠️ Admin	inspect & debug state in hogland
💤 Idle	sleeps after ~30 min idle (snapshot to S3, zero node cost) and wakes on your next visit in ~30s, behind a brief "waking up" screen

_{commit 0ff61e2 · box box-fc3810e5d638 · ready in 896s (push → usable) · build log · rebuilds on every push, torn down on close}

posthog-bot-comment-resolver · 2026-07-23T23:58:42Z

🔀 Tried to auto-resolve conflicts with master but this one needs a human.

I won't retry until the branch or master moves.

veria-ai · 2026-07-24T07:28:15Z

+    # Freeze the bundle set on the run itself: seeding (post-commit and reconciler
+    # recovery alike) reads only this snapshot, so a later replace or ownership takeover
+    # can't change which skills this run installs under its captured credentials.
+    bundle_seeds = _snapshot_skill_bundle_seeds(loop)


High: Bundles persist across ownership takeover

A malicious owner can attach a bundle and leave the loop enabled. If a teammate then takes ownership, this code snapshots the old bundle while creating the task with the new owner's credentials. A scheduled or teammate-triggered fire can therefore run attacker-authored skill instructions with the new owner's authority. Clear and expire bundles during takeover, or bind each manifest to its owner and refuse to seed it after ownership changes until the new owner explicitly approves or replaces it.

deployment-status-posthog · 2026-07-24T16:24:43Z

Deploy status

Environment	Status	Deployed At	Workflow
dev	✅ Deployed	2026-07-24 16:24 UTC	Run
prod-us	✅ Deployed	2026-07-24 16:40 UTC	Run
prod-eu	✅ Deployed	2026-07-24 16:44 UTC	Run

charlesvien mentioned this pull request Jul 23, 2026

feat(loops): Run a skill instead of instructions PostHog/code#3741

Merged

2 tasks

pr-assigner-resolver-posthog Bot assigned charlesvien Jul 23, 2026

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charlesvien force-pushed the feat/loop-skill-bundles branch from 67b9567 to 9692f30 Compare July 24, 2026 04:29

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charlesvien changed the title ~~feat(tasks): add loop skill bundles seeded into fired runs~~ feat(loops): Run a skill instead of instructions Jul 24, 2026

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charlesvien and others added 16 commits July 24, 2026 00:54

add loop skill bundles seeded into fired runs

6f4f1e2

chore: update OpenAPI generated types

671a3d6

harden skill bundle storage lifecycle

09ea81a

serialize bundle writes with delete, cap requests

6fff546

seed skill bundles outside the fire lock

f0dd93b

narrow error message type in seed failure test

9830f1e

validate zip expansion and cap request parse size

fab041d

rename zip entry list to avoid manifest collision

ac2d02e

count zip entries from trailer before parsing

d0b3f70

bound zip parsing by central directory size

ad48cc6

reauthorize bundle swap under the row lock

b6c8c73

close review gaps in bundle lifecycle and recovery

09da4fe

seed recovered runs from fire-time snapshot

a88e37e

validate skill bundle seeds against loop prefix

632d5cd

release uploads when the bundle swap fails

225c9a5

narrow loop id before computing seed prefix

525e4de

charlesvien force-pushed the feat/loop-skill-bundles branch from c96f078 to 525e4de Compare July 24, 2026 07:55

github-actions Bot requested a deployment to preview-pr-73069 July 24, 2026 07:55 In progress

save test loop directly to avoid scope error

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github-actions Bot deployed to preview-pr-73069 July 24, 2026 08:05 View deployment

charlesvien merged commit 9fee8d2 into master Jul 24, 2026
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charlesvien deleted the feat/loop-skill-bundles branch July 24, 2026 15:43

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products/tasks/backend/migrations/0072_loop_skill_bundles.py

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charlesvien commented Jul 23, 2026 •

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`products/tasks/backend/migrations/0072_loop_skill_bundles.py`

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