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AI & LLM Engineering · PostHog/posthog

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1

Investigate LLM spend in PostHog — total cost over time, cost by model, provider, user, trace, or custom dimension, token and cache-hit economics, and cost regressions.

PostHog/posthog40k—~2.9kAutomated safety check: PassUnknownyesterday
2
2.Writing EvalsOfficial

Teaches how to write and run evals on the products/posthogai/evalharness/ harness — sandboxed agent suites that execute the real coding agent in a Docker or Modal sandbox against a seeded Hedgebox…

PostHog/posthog40k—~4kAutomated safety check: NotesUnknownyesterday
3

Analyze the most expensive users in AI observability and explain why they cost so much.

PostHog/posthog40k—~3.9kAutomated safety check: PassUnknownyesterday
4

Audits services/llm-gateway against PostHog/ai-gateway and updates services/llm-gateway/PARITY.md from current implementation evidence.

PostHog/posthog40k—~1.2kAutomated safety check: PassUnknownyesterday
5
5.Building LoopsOfficial

Build a Loop for PostHog Desktop: a workflow that creates an AI task each time its trigger fires, optionally followed by a Slack or email notification with the task's result.

PostHog/posthog40k—~3.6kAutomated safety check: PassUnknownyesterday
6

Author continuously-running online evaluations in PostHog AI observability, grounded in real failure modes you've identified.

PostHog/posthog40k—~6.7kAutomated safety check: PassUnknownyesterday
7

Debug the signals pipeline locally end-to-end. An agent skill from PostHog/posthog.

PostHog/posthog40k—~2.4kAutomated safety check: NotesUnknownyesterday
8
8.SignalsOfficial

How to query the documentembeddings table for raw signal data using HogQL.

PostHog/posthog40k—~4.3kAutomated safety check: PassUnknownyesterday
9

Run an improve-my-MCP campaign: an autoresearch-style loop that measures the MCP agent experience with the eval harness, picks the highest-impact tool problem from production data, makes one bounded…

PostHog/posthog40k—~1.5kAutomated safety check: PassUnknownyesterday
10

Migrates an LLM caller from services/llm-gateway to PostHog/ai-gateway.

PostHog/posthog40k—~1.3kAutomated safety check: PassUnknownyesterday
11

Investigate AI observability evaluations — hog (deterministic code-based), llmjudge (LLM-prompt-based), and sentiment (user-message sentiment).

PostHog/posthog40k—~5.7kAutomated safety check: PassUnknownyesterday
12

Set up an LLM-judge evaluation that extracts canonical use cases for a PostHog feature at scale and streams the results to a Slack channel as a live feed.

PostHog/posthog40k—~7.6kAutomated safety check: PassUnknownyesterday
13
13.Authoring ScoutsOfficial

Write, edit, and adapt PostHog Signals scouts: scheduled agents that scan a project and report findings.

PostHog/posthog40k—~11kAutomated safety check: PassUnknownyesterday
14

Finds and ranks callers that could move from services/llm-gateway to PostHog/ai-gateway.

PostHog/posthog40k—~1.7kAutomated safety check: PassUnknownyesterday
15
15.Posthog DesktopOfficial

Scopes work to the desktop app at products/desktop — a nested standalone pnpm/turbo/Biome workspace imported from the now-archived PostHog/code repo, with posthog/posthog the only source of truth…

PostHog/posthog40k—~1.6kAutomated safety check: PassUnknownyesterday