SovAIHub

Labs

Experiments, demos, and technical proofs.

Labs captures the path from architecture notes to working prototypes, open examples, and future productized kits.

Coding Agent v0.1

Basic local coding workflow.

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

Inspect the controls in action.

Two synthetic labs demonstrate permission-aware retrieval and release evidence. Explore their architecture, recorded outputs, tests, and downloadable source.

Experiments

Current lab pipeline

In Progress

Local RAG with Ollama

A local-first RAG pattern for private document Q&A.

Ollama, embeddings, vector DB

GitHub soonArticle
Planned

Azure OpenAI RAG

A cloud RAG pattern for governed enterprise document intelligence.

Azure OpenAI, storage, search

GitHub soonArticle
In Progress

Hallucination detection demo

Answer support checks using retrieved evidence and LLM-based revalidation.

RAG, validators, evals

GitHub soonArticle
Planned

Token monitoring dashboard

Usage, cost, latency, and evaluation telemetry for AI systems.

OpenTelemetry, logs, charts

GitHub soonArticle
Planned

Multi-agent workflow demo

A controlled agent workflow connected to approved tools and policies.

Agents, tools, APIs

GitHub soonArticle
Planned

OpenShift AI deployment experiment

Deployment manifests and operational patterns for private AI services.

OpenShift, routes, PVCs

GitHub soonArticle