What is included
- RAG systems — ingestion pipelines, hybrid retrieval, re-ranking, citation prompting.
- Agents & tool use — multi-step reasoning, function calling, human-in-the-loop checkpoints.
- Fine-tuning — LoRA/QLoRA adapters or full fine-tuning with baseline evals.
- Evals & guardrails — golden-set eval harnesses, input/output filters, PII scrubbing.
- Observability — prompt tracing, cost dashboards, latency percentile tracking.
Deliverables
Working production system, eval suite, runbook, and a knowledge-transfer session with your team.