Local RAG with Ollama
A local-first RAG pattern for private document Q&A.
Ollama, embeddings, vector DB
Labs
Labs captures the path from architecture notes to working prototypes, open examples, and future productized kits.
Coding Agent v0.1
Fix a small Python bug using Ollama and qwen2.5-coder:7b. Preview a diff, explicitly approve the correction, and run calculator tests in a Docker container with networking disabled.
Available prototype ? Python ? Ollama ? Docker
Follow the complete setup and exercise, including agent safety tests, an expected calculator failure, review and approval, and a passing test run. The agent and Ollama run on the host; this prototype does not establish a complete air-gapped security boundary.
Runnable examples
Two synthetic labs demonstrate permission-aware retrieval and release evidence. Explore their architecture, recorded outputs, tests, and downloadable source.
Experiments
A local-first RAG pattern for private document Q&A.
Ollama, embeddings, vector DB
A cloud RAG pattern for governed enterprise document intelligence.
Azure OpenAI, storage, search
Answer support checks using retrieved evidence and LLM-based revalidation.
RAG, validators, evals
Usage, cost, latency, and evaluation telemetry for AI systems.
OpenTelemetry, logs, charts
A controlled agent workflow connected to approved tools and policies.
Agents, tools, APIs
Deployment manifests and operational patterns for private AI services.
OpenShift, routes, PVCs