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BILLU BHAIYA · FREE GUIDE

RAG Demo se Production tak

Evals · LLMOps · Guardrails · Agents — jo measure karta hai, wahi hire hota hai.

7 steps, ek nazar mein

  1. 1Eval Set — real sawaal + sahi jawab
  2. 2Measure — retrieval vs faithfulness
  3. 3Judge — RAGAS + LLM-as-judge
  4. 4Eval Loop — har change ke baad score
  5. 5Tracing — production ka CCTV (Langfuse / LangSmith)
  6. 6Guardrails — prompt injection, data leak
  7. 7Agent ya Workflow? — sahi choice
  8. ★Portfolio — 1 project, poora proof

Poora guide (11 pages)

Cover: RAG Demo se Production tak Sabse badi galti: vibe check, aur roadmap Step 1: Eval set banao Step 2: Retrieval vs faithfulness Step 3: RAGAS + LLM judge prompt Step 4: Har change ke baad eval run, experiment log Step 5: LLMOps tracing with Langfuse or LangSmith Step 6: Guardrails against prompt injection and data leaks Step 7: Agent ya workflow Meri advice: 1 project, poora proof, README template Proof, hype nahi: interview lines and final checklist