feat(growth): turn suggestion backend by rafaeelaudibert · Pull Request #106432 · PostHog/posthog

rafaeelaudibert · 2026-09-25T04:27:39Z

Problem

Someone who asks PostHog AI a question worth tracking gets one answer, and no way to keep getting it.
A scout, a notebook, an alert, a subscription or an error alert could carry that answer forward, but the user has to know they exist and build one by hand.
Layer 6 of 9 in the stack that replaces feat(growth): suggest a scout or notebook after a PostHog AI turn #101991. Layers 1 to 5 are merged. This layer decides which follow-up to offer. The cards arrive in layers 8 and 9.

Note

This layer needs a worker consuming the new posthog_ai Celery queue. https://github.com/PostHog/charts/pull/16307 adds it and merged on 2026-09-25. Confirm the worker runs in each region before this layer merges.

Changes

Offer: after a PostHog AI turn completes, the server can publish one suggestion frame to the conversation: a scout, a notebook, an insight alert, a subscription or an error alert.
Judge: Jev, a System One model, judges the turn. It sees the question, the tool names and a masked answer, never tool outputs or ids.
Judge server: only the ai-gateway answers, with posthog/hogference/jevk5-fp8-0.2, through the client from feat(llm): add a system one client that prefers the ai-gateway #106735.
No TypeSafe: the judge has no TypeSafe fallback. Master blocks TypeSafe on Cloud (fix(typesafe): block external requests on cloud #108333), and the judge state carries the user's question.
Thresholds: production and the benchmark in chore(growth): turn suggestion judge benchmark #106433 share the same policy function and the same 0.5 show threshold. At 0.5, the gateway model scored 95% precision and 95% recall.
Drafter: Luna writes text only for a scout prompt or a notebook outline. Every other card uses templated copy.
Limits: a conversation gets at most two cards, never on two turns in a row. A dismissed card mutes the conversation.
Stored outcome: the offer ledger in Task.state is the only stored outcome of a card. The new GET turn_suggestions/state/ endpoint serves it to a reloaded thread.
Resolve: POST turn_suggestions/resolve/ records a dismiss or an accept. It tells other open tabs through a frame on the offer's run and on the task's latest run.
Gates: the posthog-ai-turn-suggestions flag, AI data processing approval, a conversation started in the web app, and a configured ai-gateway (AI_GATEWAY_URL with AI_GATEWAY_API_KEY).
Queue: the work runs on a new posthog_ai Celery queue, two seconds after the turn, so the last frames of the answer have landed. A job that has not started 32 seconds after the report expires, so a stalled worker drains no late cards.
Completed turns only: the job judges the latest turn only once its _posthog/turn_complete frame has landed. A follow-up still streaming is noted, not judged, and its own completion classifies it.
Observability: every job outcome increments posthog_ai_turn_suggestion_outcomes_total{status, reason} and logs one line. A missing judge configuration logs a warning.
Duplicate reports: three reporters can report the same turn. A Redis SET NX held for the two-second settle wait drops the duplicates before they reach the queue.
Turn index: the server counts user messages with the same rules as the frontend, so both sides agree on which turn a card belongs to.
Generated API types and the MCP tool config are regenerated.

flowchart LR
    A[Turn completes] --> D[Redis dedup]
    D --> E[posthog_ai queue]
    E --> L[Offer ledger gates]
    L --> G{{Jev judges the masked turn}}
    G -->|scout or notebook| R{{Luna drafts the text}}
    G -->|alert, subscription, error alert| H[Suggestion frame]
    R --> H
    classDef phBlue fill:#1d4aff,stroke:#1d4aff,color:#fff;
    classDef phYellow fill:#f9bd2b,stroke:#f9bd2b,color:#000;
    classDef phGray fill:#e5e7eb,stroke:#c7ccd1,color:#000;
    class A phYellow;
    class G,R phBlue;
    class D,E,L,H phGray;

How did you test this code?

test_turn_suggestions.py covers the transcript fold, the masked Jev request, the offer policy, the ledger rules and races, and the gates.
A case there catches a regression where runs with only session/prompt frames merge every earlier answer into the last turn.
test_turn_suggestions_api.py covers the state and resolve endpoints.
Not run: Luna against the real gateway, or an end-to-end conversation. The local machine has no AI stack.

Release status

No feature flag controls this change
This change is behind a feature flag and is not available to users
This change makes a previously flagged feature available to everyone

Automatic notifications

Publish to changelog?

Docs update

None: the feature is behind a flag that is off by default.

🤖 Agent context

Autonomy: Human-driven (agent-assisted)

Agent: Claude Code, Claude Fable 5.1 wrote the original #101991. Claude Opus 5.5 switched the judge to Jev, split the stack and fixed the review findings.

Skills invoked: /stacking-prs, /typesafe-ai, /routing-outbound-api-calls, /improving-drf-endpoints, /writing-dataclasses, /writing-tests, /writing-code-comments, /security-audit, /code-review, /writing-pr-descriptions.
CodeRabbit CLI pass skipped by the user's standing choice.
Compared to feat(growth): suggest a scout or notebook after a PostHog AI turn #101991: a dedicated Celery queue, the Redis dedup, and the ledger as the only stored outcome. feat(growth): suggest a scout or notebook after a PostHog AI turn #101991 also wrote a resolution frame to S3.
Billing: the Luna drafter calls PostHog/ai-gateway, so PostHog pays for drafts. The Python gateway fallback uses the unbilled growth route, never the customer's AI credits.
The judge no longer reads TYPESAFE_API_KEY, so this stack does not use the secret from https://github.com/PostHog/charts/pull/16183.
On 2026-10-03, Claude Opus 5.5 rebased the stack on master. It dropped the TypeSafe fallback and moved team attribution to build_system_one_client(team_id=...), to match master's System One rules.
All fixture data is invented.

🤖 Generated with Claude Code

github-actions · 2026-09-25T04:29:34Z

🤖 CI report

⚠️

Trunk lane — backend Python lane

This PR is assigned to the backend Python lane. It runs backend Python tests and may merge in parallel with PRs in other lanes.

✅ Complexity (TypeScript) — clean

Cyclomatic complexity above the limit in changed typescript files (10 for production files, 15 for test files). Warn only: worth simplifying when you next touch these functions.

✅ Duplication (Python) — clean

New Python code duplication introduced by this branch. Fails at 70+ tokens in app code, or 150+ tokens when both copies live in test files. Advisory while the gate proves itself: extract a shared helper instead of copying.

✅ Duplication (TypeScript) — clean

New TypeScript code duplication introduced by this branch. Fails at 70+ tokens in app code, or 150+ tokens when both copies live in test files. Advisory while the gate proves itself: extract a shared helper instead of copying.

✅ Bundle size — no change

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

Total: 76.00 MiB · no change

No file changed by more than 1000 B.

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

⚠️

Eager graph — 2 over 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`	1.64 MiB · 23 files	no change	`█████████░` 88.9% of 1.84 MiB
logged-out boot: index + App + bootApp (preloaded by every page, including /login) `src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts`	3.72 MiB · 663 files	no change	`█████████░` 92.3% of 4.03 MiB
authenticated shell (every logged-in page) `src/scenes/AuthenticatedShell.tsx`	7.62 MiB · 2,415 files	no change	`█████████░` 91.4% of 8.34 MiB
🟡 dashboard scene `src/scenes/dashboard/Dashboard.tsx`	13.90 MiB · 4,917 files	no change	`██████████` 103.2% of 13.48 MiB
today home path `src/scenes/AuthenticatedShell.tsx + src/scenes/project-homepage/ProjectHomepage.tsx + src/scenes/project-homepage/today/TodayHome.tsx`	7.64 MiB · 2,427 files	no change	`█████████░` 89.0% of 8.58 MiB
🟡 events scene `src/scenes/activity/explore/EventsScene.tsx`	13.63 MiB · 4,789 files	no change	`██████████` 107.9% of 12.64 MiB
replay detail scene `src/scenes/session-recordings/detail/SessionRecordingDetail.tsx`	12.13 MiB · 4,142 files	no change	`████████░░` 77.2% of 15.72 MiB

🟢 node_modules/monaco-editor/ stays out of src/index.tsx
🟢 src/lib/components/ActivityLog/describers stays out of src/index.tsx
🟢 node_modules/@posthog/brand/dist/generated/hoggies/svg/ stays out of src/index.tsx
🟢 node_modules/@posthog/brand/dist/generated/hoggies/components/ stays out of src/index.tsx
🟢 node_modules/monaco-editor/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/layout/navigation-3000/navigationLogic.tsx stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/scenes/dashboard/dashboardLogic.tsx stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/lib/lemon-ui/LemonMarkdown/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/lib/components/RichContentEditor/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/lib/components/CodeSnippet/ stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 src/taxonomy/core-filter-definitions-by-group.json stays out of src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
🟢 node_modules/monaco-editor/ stays out of src/scenes/AuthenticatedShell.tsx
🟢 src/lib/components/ActivityLog/describers stays out of src/scenes/AuthenticatedShell.tsx
🟢 products/dashboards/frontend/widgets/previews/ stays out of src/scenes/AuthenticatedShell.tsx
🟢 src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts stays out of src/scenes/AuthenticatedShell.tsx
🟢 zod/v4/locales/de.js stays out of src/scenes/AuthenticatedShell.tsx
🟢 node_modules/@posthog/brand/dist/generated/hoggies/svg/ stays out of src/scenes/AuthenticatedShell.tsx
🟢 node_modules/@posthog/brand/dist/generated/hoggies/components/ stays out of src/scenes/AuthenticatedShell.tsx
🟢 src/scenes/project-homepage/ai-first/AiFirstHomepage.tsx stays out of src/scenes/AuthenticatedShell.tsx + src/scenes/project-homepage/ProjectHomepage.tsx + src/scenes/project-homepage/today/TodayHome.tsx
🟢 src/scenes/project-homepage/today/TodayReportPage.tsx stays out of src/scenes/AuthenticatedShell.tsx + src/scenes/project-homepage/ProjectHomepage.tsx + src/scenes/project-homepage/today/TodayHome.tsx
🟢 src/queries/Query/Query.tsx stays out of src/scenes/AuthenticatedShell.tsx + src/scenes/project-homepage/ProjectHomepage.tsx + src/scenes/project-homepage/today/TodayHome.tsx

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_{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 2.21 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	2.21 MiB · 19 files	no change	`████░░░░░░` 38.7% of 5.72 MiB
Deferred (lazy)	2.12 MiB · 44 files	no change	n/a — loads on demand
Loader `dist/toolbar.js`	1.2 KiB	no change	`█░░░░░░░░░` 6.0% of 19.5 KiB

Largest eagerly-shipped chunks

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

✅ Dist folder size — 🔺 +7.7 KiB (+0.0%)

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

Total: 998.62 MiB · 🔺 +7.7 KiB (+0.0%)

ℹ️ MCP UI apps size — 32 app(s), 17182.9 KB JS

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

App	JS	CSS
debug	597.9 KB	202.7 KB
action	454.2 KB	202.7 KB
action-list	564.3 KB	202.7 KB
cohort	453.2 KB	202.7 KB
cohort-list	563.2 KB	202.7 KB
email-template	453.0 KB	202.7 KB
error-details	469.7 KB	202.7 KB
error-issue	454.5 KB	202.7 KB
error-issue-list	564.9 KB	202.7 KB
experiment	561.4 KB	202.7 KB
experiment-list	565.0 KB	202.7 KB
experiment-results	566.4 KB	202.7 KB
feature-flag	566.8 KB	202.7 KB
feature-flag-list	570.6 KB	202.7 KB
feature-flag-testing	457.3 KB	202.7 KB
inline-scan	453.6 KB	202.7 KB
insight-actors	562.4 KB	202.7 KB
llm-costs	559.4 KB	202.7 KB
session-recording	455.4 KB	202.7 KB
survey	454.8 KB	202.7 KB
survey-global-stats	561.9 KB	202.7 KB
survey-list	565.0 KB	202.7 KB
survey-stats	561.9 KB	202.7 KB
trace-span	453.5 KB	202.7 KB
trace-span-list	564.2 KB	202.7 KB
vision-observation-list	563.3 KB	202.7 KB
workflow	453.5 KB	202.7 KB
workflow-list	563.6 KB	202.7 KB
loops-review	457.9 KB	202.7 KB
query-results	774.3 KB	202.7 KB
render-ui	857.7 KB	202.7 KB
visual-review-snapshots	458.0 KB	202.7 KB

✅ Playwright — all passed

All tests passed.

View test results →

✅ ClickHouse migration SQL — none

No ClickHouse migrations in the latest push.

✅ Hogbox preview — ready, open the preview

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🔑 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

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greptile-apps · 2026-09-25T04:39:43Z

[High risk] Adds a new background job queue and task processing system.

The PR should not merge until the judge can distinguish eligible insights without exposing sensitive names.

_{Reviews (3) · Last reviewed commit: "fix(growth): mask insight names and keep..."}

trunk-io · 2026-09-25T04:46:39Z

Failed Test	Failure Summary	Logs
`compareTopLevelSections() reports a modifiers change when the current query overrides the team default`	A TypeError occurred because the code attempted to access the 'add' property of an undefined object.	Logs ↗︎

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coderabbitai · 2026-09-25T04:53:34Z

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products/posthog_ai/frontend/generated/api.schemas.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.zod.ts is excluded by !**/generated/**

📒 Files selected for processing (22)

bin/celery-queues.env
posthog/celery_queues.py
posthog/egress/typesafe/README.md
products/posthog_ai/backend/api/__init__.py
products/posthog_ai/backend/api/turn_suggestions.py
products/posthog_ai/backend/receivers.py
products/posthog_ai/backend/routes.py
products/posthog_ai/backend/tasks.py
products/posthog_ai/backend/tests/test_turn_suggestions.py
products/posthog_ai/backend/tests/test_turn_suggestions_api.py
products/posthog_ai/backend/turn_suggestions/__init__.py
products/posthog_ai/backend/turn_suggestions/classifier.py
products/posthog_ai/backend/turn_suggestions/dispatch.py
products/posthog_ai/backend/turn_suggestions/drafter.py
products/posthog_ai/backend/turn_suggestions/judgment.py
products/posthog_ai/backend/turn_suggestions/offer_ledger.py
products/posthog_ai/backend/turn_suggestions/service.py
products/posthog_ai/backend/turn_suggestions/transcript.py
products/posthog_ai/backend/turn_suggestions/verdict.py
products/posthog_ai/mcp/tools.yaml
services/mcp/src/api/generated.ts
tach.toml

💤 Files with no reviewable changes (1)

products/posthog_ai/backend/turn_suggestions/init.py

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📝 Walkthrough

Walkthrough

The change adds PostHog AI turn suggestions. It extracts and redacts conversation transcripts, judges turns, selects and drafts offers, and records and publishes suggestions. Completed task runs can trigger delayed generation through a new Celery queue. Task-scoped API endpoints return suggestion state and record resolutions. MCP tool definitions, generated API types, and tests are also added.

Priority: ⬇️ Low

Merge Risk: 🔵 Low · up to ec3c4

This adds turn suggestion processing for PostHog AI behind a flag that is off by default. Earlier concerns about a crash on large turns and a type-check failure appear to be addressed, but neither fix has been confirmed at the current head. Before enabling the feature, confirm that CI passes, that the posthog_ai worker runs in each region, and that the TypeSafe fallback does not send customer text.

Security Architecture Review

Security architecture risk: 🟡 Moderate · up to ec3c4

Access checks and consent checks are present, but an interrupted background operation can leave a suggestion recorded without displaying it. The new endpoints and worker path also depend on access enforcement and regional deployment conditions that are not fully verified here.

Retained concerns

Medium · reliability · inferred: An interruption after recording an offer but before publishing its frame can leave a durable offer that the conversation cannot replay. The normal publish-failure withdrawal does not cover interruption, and the recorded offer affects subsequent suggestion eligibility.

Security review details

Security Blast Radius

inferred — A request supplies a task ID, but observed state access is constrained by the route's team context and task-visibility check; resolution additionally requires control visibility. No demonstrated cross-team mutation path was found. Independently, approved conversation content can reach external AI processing during generation.

Security Findings and Attack Paths

inferred — No verified Security finding or established attacker path is present. The deferred documentation candidate identifies a TypeSafe caller entry, not evidence that this change exposes sensitive data; inherited route authentication and organization binding remain unverified.

Trust Boundaries and Controls

observed — State reads check task visibility before accessing the ledger; resolution checks the narrower control predicate before mutation. The underlying state mutation is team-scoped, but the user-authorization check and mutation are separate operations.

Resilience and Maintainability Implications

inferred — The row lock limits duplicate and conflicting ledger transitions, but it does not make ledger recording and stream publication atomic. That gap can consume suggestion capacity without delivering the corresponding card.

Hardening Proposals

proposed — Make recorded-but-unpublished offers recoverable or reconcilable after worker interruption, and verify route organization binding and regional worker availability before enabling the feature.

🚥 Pre-merge checks | ✅ 1

✅ Passed checks (1 passed)

Check name	Status	Explanation
Description check	✅ Passed	The description clearly explains the user problem, behavior, safeguards, tests, release status, and agent involvement. It is mostly complete, but it uses checkboxes for release status, omits the requi…

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products/posthog_ai/backend/turn_suggestions/judgment.py-205-214 (1)
205-214: 🩺 Stability & Availability | 🟡 Minor | ⚡ Quick win

Cap the insight and issue options. Otherwise a large turn crashes the task.

_issue_options and _insight_options number every ref in the transcript. _error_issues in transcript.py collects every row from every query-error-tracking-issues-list result in the turn. For example, a turn with a few 100-row list calls can yield more than 254 distinct issues. With the added none option, ChoiceQuestion.__post_init__ then raises ValueError because the count exceeds MAX_CHOICE_OPTIONS.

build_judge_questions runs inside the try in judge_turn, but the except clauses catch only the TypeSafe errors and OSError. The ValueError therefore propagates out of generate_turn_suggestion_task. claim_turn has already run at that point, so the turn is consumed without a recorded outcome or analytics event.

Cap the refs in one place. build_judge_state and read_judgment use the same helpers, so the state, the questions and the answer lookup stay in sync.
Proposed fix
+# One option stays free for `_NO_MATCH`; see MAX_CHOICE_OPTIONS in posthog.egress.typesafe.
+_MAX_REF_OPTIONS = 50
+
 def _numbered[T](prefix: str, refs: Sequence[T]) -> dict[str, T]:
-    return {f"{prefix}_{index}": ref for index, ref in enumerate(refs, start=1)}
+    return {f"{prefix}_{index}": ref for index, ref in enumerate(refs[:_MAX_REF_OPTIONS], start=1)}

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⛔ Files ignored due to path filters (3)

products/posthog_ai/frontend/generated/api.schemas.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.zod.ts is excluded by !**/generated/**

📒 Files selected for processing (22)

bin/celery-queues.env
posthog/celery_queues.py
posthog/egress/typesafe/README.md
products/posthog_ai/backend/api/__init__.py
products/posthog_ai/backend/api/turn_suggestions.py
products/posthog_ai/backend/receivers.py
products/posthog_ai/backend/routes.py
products/posthog_ai/backend/tasks.py
products/posthog_ai/backend/tests/test_turn_suggestions.py
products/posthog_ai/backend/tests/test_turn_suggestions_api.py
products/posthog_ai/backend/turn_suggestions/__init__.py
products/posthog_ai/backend/turn_suggestions/classifier.py
products/posthog_ai/backend/turn_suggestions/dispatch.py
products/posthog_ai/backend/turn_suggestions/drafter.py
products/posthog_ai/backend/turn_suggestions/judgment.py
products/posthog_ai/backend/turn_suggestions/offer_ledger.py
products/posthog_ai/backend/turn_suggestions/service.py
products/posthog_ai/backend/turn_suggestions/transcript.py
products/posthog_ai/backend/turn_suggestions/verdict.py
products/posthog_ai/mcp/tools.yaml
services/mcp/src/api/generated.ts
tach.toml

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rafaeelaudibert · 2026-09-25T12:58:25Z

@coderabbitai review-body comment:

Cap the insight and issue options: fixed by bae2470

coderabbitai · 2026-09-25T13:24:19Z

Tip

For best results, initiate chat on the files or code changes.

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
set -euo pipefail
git show --stat --oneline bae2470ae09
git show --format=fuller --no-ext-diff bae2470ae09 -- products/posthog_ai/backend/turn_suggestions/judgment.py products/posthog_ai/backend/turn_suggestions/transcript.py
ast-grep outline products/posthog_ai/backend/turn_suggestions/judgment.py --match 'build_judge_state|build_judge_questions|read_judgment'
rg -n -C 4 'saved_insights|error_issues|MAX_.*OPTIONS|insight_options|issue_options' products/posthog_ai/backend/turn_suggestions/judgment.py products/posthog_ai/backend/turn_suggestions/transcript.py

Length of output: 23649

@rafaeelaudibert The commit caps insight and issue options at 20 each. The judge state, choice questions, and answer lookup use the same capped list. No further change is needed for this finding.

You are interacting with an AI system.

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🟡 Other comments (1)

products/posthog_ai/backend/turn_suggestions/transcript.py-254-262 (1)

254-262: 🎯 Functional Correctness | 🟡 Minor | ⚡ Quick win

Assemble streamed user_message_chunk frames before starting a turn.

ACP permits one user message to arrive as multiple user_message_chunk updates with the same messageId. The backend currently calls start_turn for every chunk, and exact-text deduplication cannot match a full _posthog/user_message against an individual chunk. The frontend parser also emits one user item per chunk without assembling messageId groups.

Accumulate chunks by messageId before calling start_turn, then apply the existing deduplication to the assembled message.

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⛔ Files ignored due to path filters (3)

products/posthog_ai/frontend/generated/api.schemas.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.zod.ts is excluded by !**/generated/**

📒 Files selected for processing (22)

bin/celery-queues.env
posthog/celery_queues.py
posthog/egress/typesafe/README.md
products/posthog_ai/backend/api/__init__.py
products/posthog_ai/backend/api/turn_suggestions.py
products/posthog_ai/backend/receivers.py
products/posthog_ai/backend/routes.py
products/posthog_ai/backend/tasks.py
products/posthog_ai/backend/tests/test_turn_suggestions.py
products/posthog_ai/backend/tests/test_turn_suggestions_api.py
products/posthog_ai/backend/turn_suggestions/__init__.py
products/posthog_ai/backend/turn_suggestions/classifier.py
products/posthog_ai/backend/turn_suggestions/dispatch.py
products/posthog_ai/backend/turn_suggestions/drafter.py
products/posthog_ai/backend/turn_suggestions/judgment.py
products/posthog_ai/backend/turn_suggestions/offer_ledger.py
products/posthog_ai/backend/turn_suggestions/service.py
products/posthog_ai/backend/turn_suggestions/transcript.py
products/posthog_ai/backend/turn_suggestions/verdict.py
products/posthog_ai/mcp/tools.yaml
services/mcp/src/api/generated.ts
tach.toml

💤 Files with no reviewable changes (1)

products/posthog_ai/backend/turn_suggestions/init.py

Included review availability: Your plan provides up to 12 included reviews per hour; 4 remain after this review.

rafaeelaudibert · 2026-09-25T14:24:49Z

@coderabbitai review-body comment:

Assemble streamed user_message_chunk frames before starting a turn: not changing it. The thread renders one human message per chunk too, and the turn index has to match the thread's count. Assembling chunks on one side only would move every later card onto the wrong turn.

coderabbitai

Actionable comments posted: 1

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⛔ Files ignored due to path filters (3)

products/posthog_ai/frontend/generated/api.schemas.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.ts is excluded by !**/generated/**
products/posthog_ai/frontend/generated/api.zod.ts is excluded by !**/generated/**

📒 Files selected for processing (22)

bin/celery-queues.env
posthog/celery_queues.py
posthog/egress/typesafe/README.md
products/posthog_ai/backend/api/__init__.py
products/posthog_ai/backend/api/turn_suggestions.py
products/posthog_ai/backend/receivers.py
products/posthog_ai/backend/routes.py
products/posthog_ai/backend/tasks.py
products/posthog_ai/backend/tests/test_turn_suggestions.py
products/posthog_ai/backend/tests/test_turn_suggestions_api.py
products/posthog_ai/backend/turn_suggestions/__init__.py
products/posthog_ai/backend/turn_suggestions/classifier.py
products/posthog_ai/backend/turn_suggestions/dispatch.py
products/posthog_ai/backend/turn_suggestions/drafter.py
products/posthog_ai/backend/turn_suggestions/judgment.py
products/posthog_ai/backend/turn_suggestions/offer_ledger.py
products/posthog_ai/backend/turn_suggestions/service.py
products/posthog_ai/backend/turn_suggestions/transcript.py
products/posthog_ai/backend/turn_suggestions/verdict.py
products/posthog_ai/mcp/tools.yaml
services/mcp/src/api/generated.ts
tach.toml

💤 Files with no reviewable changes (1)

products/posthog_ai/backend/turn_suggestions/init.py

Included review availability: Your plan provides up to 12 included reviews per hour; 6 remain after this review.

Classify each completed PostHog AI turn and publish an end-of-turn suggestion frame. The task runs on a new posthog_ai Celery queue, a short Redis lock drops duplicate turn reports before they are queued, and the offer ledger in the task state is the only stored outcome of a card: a reload reads it from the new state endpoint. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

…blishing - read insight and issue refs from the MCP app-data envelope, and resolve tool identity from the adapter's _meta.posthog stamp - note a follow-up that is still running instead of claiming its turn - skip conversations past the resume chain depth, where turn indexes slide - count a card only when it reached the run log - cap the insight and issue options Jev sees - release the enqueue dedup key when queueing fails, and keep it only for the settle wait - send the Luna draft cap as max_completion_tokens Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

…g's cost The Luna drafter now uses build_openai_client, so it reaches the Go ai-gateway where AI_GATEWAY_URL is set and bills the wallet of the team that owns that key. The Python fallback moves from the posthog_ai route, which bills the customer's AI credits, to the unbilled growth route. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

The judge now asks posthog/hogference/jevk5-fp8-0.2 through the ai-gateway where it is configured, and jev-1.13.0 through TypeSafe elsewhere. Ref options cap at 15, so a choice fits the gateway model's 16 options. The classified event records the model the configured server was asked for. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

Master now blocks TypeSafe on PostHog Cloud and its README says a Cloud feature must not pass a TypeSafeFallback. The judge state carries the user's question, so the judge drops the jev-1.13.0 TypeSafe fallback and asks only the PostHog-hosted Jev build on the ai-gateway. Team attribution uses the new team_id argument of build_system_one_client instead of setting the distinct id and team_id property by hand. A TypeSafe key on its own no longer configures the judge, and the failure test checks that no request leaves in that case. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

…ion cap A failed enqueue now releases only its own dedup reservation. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

- skip a latest turn that has no turn_complete frame yet, so a follow-up still streaming is noted instead of judged and claimed - expire the celery job shortly after the settle wait, so a stalled posthog_ai worker drains no backlog of late cards - count and log every job outcome, and warn when the judge is not configured - mark the insight or issue the answer names, so masked labels that read the same stay distinguishable for jev Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

trunk-io · 2026-10-06T03:27:04Z

This pull request is queued for merge as part of 106435, which will merge 106432, 106433, 106434, 106435.

trunk-io · 2026-10-06T05:50:55Z

Stacked PR 106435 failed testing in the merge queue. Please investigate the failure and re-submit the stack.

trunk-io · 2026-10-06T08:35:38Z

This pull request is queued for merge as part of 106435, which will merge 106432, 106433, 106434, 106435.

trunk-io · 2026-10-06T09:23:54Z

This pull request was merged into master as part of stacked PR 106435.

deployment-status-posthog · 2026-10-06T09:50:54Z

Deploy status

Environment	Status	Deployed At	Workflow
dev	✅ Deployed	2026-10-06 09:50 UTC	Run
prod-us	✅ Deployed	2026-10-06 10:13 UTC	Run
prod-eu	✅ Deployed	2026-10-06 10:14 UTC	Run

rafaeelaudibert self-assigned this Sep 25, 2026

rafaeelaudibert added this pull request to stack #106431 September 25, 2026 04:28

rafaeelaudibert mentioned this pull request Sep 25, 2026

feat(growth): suggest a scout or notebook after a PostHog AI turn #101991

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rafaeelaudibert requested review from a team, MattBro and fercgomes and removed request for a team September 25, 2026 04:32

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Comment thread products/posthog_ai/backend/routes.py Resolved

rafaeelaudibert force-pushed the rafa/ts-5-turn-suggestions-backend branch from b01e9e0 to 24076a6 Compare September 25, 2026 05:20

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Comment thread products/posthog_ai/backend/turn_suggestions/drafter.py Resolved

rafaeelaudibert force-pushed the rafa/ts-5-turn-suggestions-backend branch from 4bfafe9 to 662d586 Compare September 25, 2026 13:43

rafaeelaudibert removed this pull request from stack #106431 September 25, 2026 13:45

rafaeelaudibert changed the base branch from rafa/ts-4-scout-creation-check to rafa/ts-4b-system-one-client September 25, 2026 13:45

rafaeelaudibert added this pull request to stack #106737 September 25, 2026 13:45

rafaeelaudibert mentioned this pull request Sep 25, 2026

feat(llm): add a system one client that prefers the ai-gateway #106735

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rafaeelaudibert force-pushed the rafa/ts-5-turn-suggestions-backend branch from 662d586 to db6d16b Compare September 25, 2026 13:54

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rafaeelaudibert and others added 11 commits October 6, 2026 04:20

fix(growth): pass ids to the scout creation check

20de204

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

feat(growth): draft turn suggestions with gpt-6-luna

4ecf438

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

feat(growth): opt the turn suggestion judge into the typesafe fallback

71e198f

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

fix(growth): type the drafter's fallback route as a gateway product

9d1aad0

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

fix(growth): mask insight names and keep named refs under the jev opt…

46f6508

…ion cap A failed enqueue now releases only its own dedup reservation. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

rafaeelaudibert force-pushed the rafa/ts-5-turn-suggestions-backend branch from f676e62 to 12f5841 Compare October 6, 2026 03:23

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rafaeelaudibert commented Sep 25, 2026 •

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github-actions Bot commented Sep 25, 2026 •

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greptile-apps Bot commented Sep 25, 2026 •

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trunk-io Bot commented Sep 25, 2026 •

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coderabbitai Bot commented Sep 25, 2026 •

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deployment-status-posthog Bot commented Oct 6, 2026 •

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