LANG HORIZON / PROJECT NOTES
ForgeFlow
A real model loop connecting retrieval, MCP / Docker tool verification and evaluation of the same execution trace.
Who it serves
Technical teams and organizations exploring AI in collaboration and business workflows.
The opportunity
Make AI work understandable and manageable while keeping it aligned with team judgment.
What the work covers
- Real Qwen3:8b loop with structured action decisions
- Retrieval, MCP tool calls and Docker verification
- Record traces and compare baseline and agent results
A CONSIDERED NEXT STEP
Start with a concrete problem
A local single-operator engineering experiment using synthetic materials. Related workflows and evaluation design can be discussed; no public demo is available.