feat(sdk): add layered diagnostics remote configuration - #103683
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🤖 CI report
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| First copy | Second copy | Lines | Tokens |
|---|---|---|---|
posthog/api/project.py:679 |
posthog/api/project.py:790 |
50 | 100 |
✅ 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: 69.10 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 — 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 |
1.56 MiB · 22 files | no change | ████████░░ 84.5% 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 |
3.55 MiB · 628 files | no change | █████████░ 88.2% of 4.03 MiB |
authenticated shell (every logged-in page)src/scenes/AuthenticatedShell.tsx |
8.39 MiB · 2,772 files | no change | █████████░ 88.2% of 9.51 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/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
🟢 [object Object] stays out of src/scenes/AuthenticatedShell.tsx
🟢 src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts 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/index.tsx |
| 1.3 KiB | src/RootErrorBoundary.tsx |
| 912 B | ../node_modules/.pnpm/ieee754@1.2.1/node_modules/ieee754/index.js |
| 854 B | src/scenes/ChunkLoadErrorBoundary.tsx |
Largest files eagerly shipped from src/index.tsx + src/scenes/App.tsx + src/scenes/bootApp.ts
| Size | File |
|---|---|
| 301.9 KiB | ../node_modules/.pnpm/posthog-js@1.434.3_@types+react@18.3.27_react@18.3.1/node_modules/posthog-js/dist/module.mjs |
| 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 |
| 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 |
| 104.4 KiB | src/lib/api.ts |
| 82.6 KiB | src/products.tsx |
| 68.5 KiB | src/lib/lemon-ui/icons/icons.tsx |
| 63.4 KiB | src/lib/utils/eventUsageLogic.ts |
| 38.8 KiB | ../node_modules/.pnpm/@dnd-kit+core@6.0.8_react-dom@18.3.1_react@18.3.1__react@18.3.1/node_modules/@dnd-kit/core/dist/core.esm.js |
| 33.9 KiB | ../node_modules/.pnpm/kea@4.0.0-pre.6_patch_hash=139b8d1f1304f9d9da452a9a1244c94ea679dbcb85687d8999563146879fb6f5_react@18.3.1/node_modules/kea/lib/index.cjs.js |
| 28.5 KiB | src/scenes/scenes.ts |
Largest files eagerly shipped from src/scenes/AuthenticatedShell.tsx
| Size | File |
|---|---|
| 301.9 KiB | ../node_modules/.pnpm/posthog-js@1.434.3_@types+react@18.3.27_react@18.3.1/node_modules/posthog-js/dist/module.mjs |
| 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 |
| 265.0 KiB | src/taxonomy/core-filter-definitions-by-group.json |
| 153.8 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 |
| 104.4 KiB | src/lib/api.ts |
| 98.4 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 |
| 82.6 KiB | src/products.tsx |
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 2.36 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 |
2.36 MiB · 19 files | no change | ████░░░░░░ 41.2% of 5.72 MiB |
| Deferred (lazy) | 2.09 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
| Size | File |
|---|---|
| 781.7 KiB | dist/toolbar/toolbar-app-HZTP7LYX.css |
| 649.4 KiB | dist/toolbar/chunk-chunk-A4FPANTB.js |
| 483.6 KiB | dist/toolbar/chunk-chunk-OEXBM2YC.js |
| 138.1 KiB | dist/toolbar/chunk-chunk-P3IL4POG.js |
| 131.8 KiB | dist/toolbar/chunk-chunk-FDH2IBXT.js |
| 75.1 KiB | dist/toolbar/toolbar-app-AGIWZH5K.js |
| 69.0 KiB | dist/toolbar/chunk-chunk-TSAL54PB.js |
| 35.6 KiB | dist/toolbar/chunk-chunk-MUYRBQXF.js |
| 21.0 KiB | dist/toolbar/chunk-chunk-EXFIBJWO.js |
| 6.8 KiB | dist/toolbar/chunk-chunk-DV7IWQNF.js |
Posted automatically by check-toolbar-size · sizes are toolbar output bytes (shipped, post-tree-shake) from the esbuild metafile
✅ Dist folder size — 🔺 +1.7 KiB (+0.0%)
Total size of the built frontend/dist folder (all assets), compared against the base branch.
Total: 1510.38 MiB · 🔺 +1.7 KiB (+0.0%)
ℹ️ MCP UI apps size — 33 app(s), 17628.2 KB JS
Built size of each MCP UI app (main.js + styles.css).
| App | JS | CSS |
|---|---|---|
| debug | 597.8 KB | 196.2 KB |
| action | 454.1 KB | 196.2 KB |
| action-list | 564.1 KB | 196.2 KB |
| cohort | 453.1 KB | 196.2 KB |
| cohort-list | 563.1 KB | 196.2 KB |
| email-template | 452.9 KB | 196.2 KB |
| error-details | 469.1 KB | 196.2 KB |
| error-issue | 453.8 KB | 196.2 KB |
| error-issue-list | 564.0 KB | 196.2 KB |
| experiment | 561.2 KB | 196.2 KB |
| experiment-list | 564.9 KB | 196.2 KB |
| experiment-results | 566.2 KB | 196.2 KB |
| feature-flag | 566.7 KB | 196.2 KB |
| feature-flag-list | 570.5 KB | 196.2 KB |
| feature-flag-testing | 457.3 KB | 196.2 KB |
| inline-scan | 453.6 KB | 196.2 KB |
| insight-actors | 562.3 KB | 196.2 KB |
| invite-email-preview | 452.3 KB | 196.2 KB |
| llm-costs | 559.3 KB | 196.2 KB |
| session-recording | 454.9 KB | 196.2 KB |
| survey | 454.7 KB | 196.2 KB |
| survey-global-stats | 561.8 KB | 196.2 KB |
| survey-list | 564.8 KB | 196.2 KB |
| survey-stats | 561.8 KB | 196.2 KB |
| trace-span | 453.5 KB | 196.2 KB |
| trace-span-list | 564.0 KB | 196.2 KB |
| vision-observation-list | 563.2 KB | 196.2 KB |
| workflow | 453.4 KB | 196.2 KB |
| workflow-list | 563.5 KB | 196.2 KB |
| loops-review | 457.8 KB | 196.2 KB |
| query-results | 774.0 KB | 196.2 KB |
| render-ui | 856.5 KB | 196.2 KB |
| visual-review-snapshots | 457.9 KB | 196.2 KB |
⚠️ MCP snapshots — 1 updated (1 modified, 0 added, 0 deleted)
Snapshots: MCP unit test snapshots updated
Changes: 1 snapshots (1 modified, 0 added, 0 deleted)
What this means:
- Snapshots have been automatically updated to match current output
Next steps:
- Review the changes to ensure they're intentional
- If unexpected, investigate what caused the output to change
⚠️ Django migration SQL — 2 new migrations to review
We've detected new migrations on this PR. Review the SQL output for each migration:
posthog/migrations/1374_sdk_diagnostics_opt_out.py
/opt/hostedtoolcache/Python/3.13.13/x64/lib/python3.13/site-packages/infi/clickhouse_orm/__init__.py:1: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
__import__("pkg_resources").declare_namespace(__name__)
System check identified some issues:
WARNINGS:
?: (axes.W001) You are using the django-axes cache handler for login attempt tracking. Your cache configuration is however invalid and will not work correctly with django-axes. This can leave security holes in your login systems as attempts are not tracked correctly. Reconfigure settings.AXES_CACHE and settings.CACHES per django-axes configuration documentation.
?: (staticfiles.W004) The directory '/home/runner/work/posthog/posthog/frontend/dist' in the STATICFILES_DIRS setting does not exist.
BEGIN;
--
-- Add field sdk_diagnostics_opt_out to organization
--
ALTER TABLE "posthog_organization" ADD COLUMN "sdk_diagnostics_opt_out" boolean DEFAULT false NOT NULL;
COMMIT;posthog/migrations/1375_team_sdk_diagnostics_opt_out.py
/opt/hostedtoolcache/Python/3.13.13/x64/lib/python3.13/site-packages/infi/clickhouse_orm/__init__.py:1: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
__import__("pkg_resources").declare_namespace(__name__)
System check identified some issues:
WARNINGS:
?: (axes.W001) You are using the django-axes cache handler for login attempt tracking. Your cache configuration is however invalid and will not work correctly with django-axes. This can leave security holes in your login systems as attempts are not tracked correctly. Reconfigure settings.AXES_CACHE and settings.CACHES per django-axes configuration documentation.
?: (staticfiles.W004) The directory '/home/runner/work/posthog/posthog/frontend/dist' in the STATICFILES_DIRS setting does not exist.
BEGIN;
--
-- Add field sdk_diagnostics_opt_out to team
--
ALTER TABLE "posthog_team" ADD COLUMN "sdk_diagnostics_opt_out" boolean DEFAULT false NOT NULL;
COMMIT;Last updated: 2026-09-21 12:08 UTC (a0d8ce5)
❌ Django migration risk — blocked migration detected
We've analyzed your migrations for potential risks.
Summary: 0 Safe | 0 Needs Review | 2 Blocked
❌ Blocked
Causes locks or breaks compatibility
posthog.1374_sdk_diagnostics_opt_out
│ └─ #1 ✅ AddField
│ Adding NOT NULL field with constant default (safe in PG11+)
│ model: organization, field: sdk_diagnostics_opt_out
│
└──> �[91m📋 POSTHOG POLICY VIOLATIONS:�[0m
❌ BLOCKED: AddField on "posthog_organization" - this table is
read on virtually every request. Any ALTER TABLE on it takes an
ACCESS EXCLUSIVE lock; while that lock request waits behind in-
flight queries, every later query on the table queues behind it,
so even a metadata-only ADD COLUMN can stall site-wide traffic
until lock_timeout cancels it - and each bin/migrate retry
repeats the stall. This has caused production 5xx incidents.
Prefer not altering this table at all: new domain-specific team
fields belong on a Team extension model (see
posthog/models/team/README.md), which only creates a new table.
If this change genuinely must alter posthog_organization, add
"posthog.1374_sdk_diagnostics_opt_out" to posthog/management/migr
ation_analysis/hot_table_acknowledged_migrations.txt to accept
the risk, and coordinate the deploy with #team-infrastructure for
a low-traffic window. See https://github.com/PostHog/posthog/blob
/master/docs/published/handbook/engineering/safe-django-
migrations.md#altering-hot-tables
posthog.1375_team_sdk_diagnostics_opt_out
│ └─ #1 ✅ AddField
│ Adding NOT NULL field with constant default (safe in PG11+)
│ model: team, field: sdk_diagnostics_opt_out
│
└──> �[91m📋 POSTHOG POLICY VIOLATIONS:�[0m
❌ BLOCKED: AddField on "posthog_team" - this table is read on
virtually every request. Any ALTER TABLE on it takes an ACCESS
EXCLUSIVE lock; while that lock request waits behind in-flight
queries, every later query on the table queues behind it, so even
a metadata-only ADD COLUMN can stall site-wide traffic until
lock_timeout cancels it - and each bin/migrate retry repeats the
stall. This has caused production 5xx incidents. Prefer not
altering this table at all: new domain-specific team fields
belong on a Team extension model (see
posthog/models/team/README.md), which only creates a new table.
If this change genuinely must alter posthog_team, add
"posthog.1375_team_sdk_diagnostics_opt_out" to posthog/management
/migration_analysis/hot_table_acknowledged_migrations.txt to
accept the risk, and coordinate the deploy with #team-
infrastructure for a low-traffic window. See https://github.com/P
ostHog/posthog/blob/master/docs/published/handbook/engineering/sa
fe-django-migrations.md#altering-hot-tables
Last updated: 2026-09-21 12:09 UTC (a0d8ce5)
ℹ️ Docs preview — preview build triggered
Docs from this PR will be published at posthog.com.
| Project | Preview | Updated (UTC) |
|---|---|---|
| posthog.com | Open preview | Sep 21, 2026, 12:06 PM |
The preview should be ready in about 10 minutes. Open the preview at /handbook/engineering/.
 The PR is not safe to merge until the hot-table migrations are approved and acknowledged, the organization refresh fanout handles partial failures, and the production environment variable is wired. Reviews (1) · Last reviewed commit: "chore: merge master into sdk diagnostics..." |
![greptile-apps[bot]](https://avatars.githubusercontent.com/in/867647?s=60&v=4){kind=small}
| migrations.AddField( | ||
| model_name="organization", | ||
| name="sdk_diagnostics_opt_out", | ||
| field=models.BooleanField( | ||
| db_default=False, | ||
| default=False, | ||
| help_text="Disables SDK diagnostics for every project in this organization when true.", | ||
| ), |
There was a problem hiding this comment.
This migration and 1375_team_sdk_diagnostics_opt_out.py alter the hot posthog_organization and posthog_team tables without entries in hot_table_acknowledged_migrations.txt. HotTableAlterPolicy rejects these changes because even metadata-only additions require an ACCESS EXCLUSIVE lock that can stall production traffic. Add the acknowledgments after infrastructure approval and coordinate deployment, or move the project setting to a Team extension.
Prompt To Fix With AI
This is a comment left during a code review.
Path: posthog/migrations/1374_sdk_diagnostics_opt_out.py
Line: 12-19
Comment:
**Hot-table migrations lack approval**
This migration and `1375_team_sdk_diagnostics_opt_out.py` alter the hot `posthog_organization` and `posthog_team` tables without entries in `hot_table_acknowledged_migrations.txt`. `HotTableAlterPolicy` rejects these changes because even metadata-only additions require an `ACCESS EXCLUSIVE` lock that can stall production traffic. Add the acknowledgments after infrastructure approval and coordinate deployment, or move the project setting to a Team extension.
---
For each issue above, determine whether it is valid and should be fixed. If so, fix it directly.| CAPTURE_INTERNAL_MAX_WORKERS = get_from_env("CAPTURE_INTERNAL_MAX_WORKERS", type_cast=int, default=8) | ||
|
|
||
| NEW_ANALYTICS_CAPTURE_ENDPOINT = os.getenv("NEW_CAPTURE_ENDPOINT", "/i/v0/e/") | ||
| SDK_DIAGNOSTICS_ENABLED = get_from_env("SDK_DIAGNOSTICS_ENABLED", False, type_cast=str_to_bool) |
There was a problem hiding this comment.
This adds a new environment variable without satisfying the repository directive to add it to posthog/charts and configure it through posthog/secrets. Without that production wiring, workers retain the false default and diagnostics cannot be enabled. This repository requirement must be satisfied before merging.
Rule Used: When a new secret or environment variable is added (e.g. via get_from_env in settings files, or new entries in .env.example/env.default), warn that it must also be added to the posthog/charts repository and set via posthog/secrets to take effec... (source)
Prompt To Fix With AI
This is a comment left during a code review.
Path: posthog/settings/ingestion.py
Line: 83
Comment:
**Production setting is not wired**
This adds a new environment variable without satisfying the repository directive to add it to `posthog/charts` and configure it through `posthog/secrets`. Without that production wiring, workers retain the false default and diagnostics cannot be enabled. This repository requirement must be satisfied before merging.
**Rule Used:** When a new secret or environment variable is added (e.g. via `get_from_env` in settings files, or new entries in `.env.example`/`env.default`), warn that it must also be added to the posthog/charts repository and set via posthog/secrets to take effec... ([source](https://app.greptile.com/posthog-org-19734/github/PostHog/posthog/-/custom-context?memory=c7932f06-eec7-4fbe-b35f-ac93bc7b7a80))
---
For each issue above, determine whether it is valid and should be fixed. If so, fix it directly.
|
|
|
Navigate logical layers of code changes, visualize relationships, and explore their blast radius. No actionable comments were generated in the recent review. 🎉 ℹ️ Recent review info⚙️ Run configurationConfiguration used: Repository: PostHog/posthog/.coderabbit.yaml Review profile: QUIET Plan: Enterprise Run ID: 📒 Files selected for processing (3)
Included review availability: Your plan provides up to 12 included reviews per hour; 10 remain after this review. 📝 WalkthroughWalkthroughThe change adds organization- and project-level SDK diagnostics opt-out fields. APIs and generated schemas expose the settings with admin authorization. Remote configuration now includes Priority: ⬇️ Low Merge Risk: ⚪ Minimal · up to This change adds organization and project opt-outs for SDK diagnostics and gates a new remote-config flag that stays off by default. It also stops diagnostics events from creating or updating persons. Existing billing behavior is unchanged, and no merge-blocking issue remains; the migration coordination the author noted still applies at deploy time. Architecture SummaryArchitecture risk: 🔵 Low · up to The change affects 4 systems. Changed systems: Architecture concerns Review detailsSystems and components
Before / after behavior
🚥 Pre-merge checks | ❌ 1❌ Failed checks (1 warning)
Full details: Description checkExplanation The description covers the problem, user-visible changes, testing, documentation, migration risks, and agent context. However, it omits the required Release status section and does not select exactly one feature-flag option.
✨ Finishing Touches 💡 1⚔️ Resolve merge conflicts 💡
📝 Generate docstrings
🧪 Generate unit tests (beta)
Comment |
This branch has not been deployed
1 participant
Problem
SDK integrations need a remote control for diagnostics that PostHog, organization admins, and project admins can independently disable.
This adds the backend contract for the experimental Python SDK integration, alongside remote-config fetching.
Changes
sdkDiagnosticsEnabled, enabled only when the global switch is on and neither organization nor project opts out.SDK_DIAGNOSTICS_ENABLEDdefaults tofalse; bothsdk_diagnostics_opt_outfields default tofalse.$sdk_diagnostics_config, even when a sender requests it, and strips person-property updates.+ "sdkDiagnosticsEnabled": falseWarning
The two migrations alter core organization and team tables. Hot-table approval and deployment coordination remain outstanding; acknowledgment entries are intentionally absent.
Global changes require restarting config-building workers and syncing existing configs. SDK polling and caching mean this is not an immediate kill switch.
How did you test this code?
@posthog/hogvmbuild; no UI changes remain.👉 Stay up-to-date with PostHog coding conventions for a smoother review.
Automatic notifications
Docs update
Updated
docs/internal/feature-flags/hypercache-system.mdwith precedence, API controls, cache propagation requirements, and the diagnostics person-processing guard.🤖 Agent context
Autonomy: Human-driven (agent-assisted)
Agent: Pi, OpenAI
gpt-6-astra(openai-codex). Used file editing, shell, and GitHub CLI in a dedicated worktree. Human review is required.The final scope is backend-only; UI controls explored during implementation were removed. CodeRabbit was signed out, and the operator explicitly chose to skip the local review. No substitute agent review ran.
Skills used:
/django-migrations,/improving-drf-endpoints,/implementing-mcp-tools,/adopting-generated-api-types,/writing-tests,/writing-user-facing-copy,/writing-ui-components,/placing-product-frontend-code,/writing-kea-logics,/adding-activity-logging,/hogli,/running-ci-preflight,/reviewing-with-coderabbit,/writing-pr-descriptions, and/pr. No customer data or private operational details are included.