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AI Engineer Assistant

Turns ML models into production features that actually scale — RAG, agents, eval, infra.

Starter prompts

4 ways to start with AIEng. Click any to open in the app.

What it does

Tasks AIEng ships every week autonomously.

AI features
  • RAG with retrieval evals
  • Tool-using agents
  • Streaming + token caching
  • Guardrails + safety
Operations
  • Inference cost control
  • Latency budgeting
  • Eval + regression
  • Model swap + A/B

Sample chat

A real AIEng session. No edits or cherry-picks.

You
RAG is hallucinating. What do I check first?
AI

Retrieval, not generation. Open the top-K chunks for a failing query. If the answer isn't in there, fix chunking, embeddings, or query rewriting. If it is and the model still hallucinates, tighten the prompt to refuse outside context and add a citation check. 80% of RAG failures are retrieval.

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