Define a small task
Send the worker the specific context and output contract it needs.
I can hand a small coding job to a local model, then judge what comes back.
CODEX
bounded task
↓
LOCAL MODEL
proposal
↓
CODEX → review → apply → testThe designer wanted local hardware to do useful work alongside hosted Codex. The worker accepts a bounded task and returns a proposal.
I still have to review the proposal, apply useful changes and check the result. A well-formed answer can contain bad code.
Send the worker the specific context and output contract it needs.
The Ollama-backed MCP worker generates a response within that contract.
Hosted Codex decides what to apply and verifies the resulting change.
MCP client and worker contractBounded requests and returned proposals.Local-model setupOllama server and Windows client setup.Benchmarks and outcome recordsSynthetic task results, failure cases and rollout notes.The worker and MCP connection exist. Real project outcomes matter more than a synthetic benchmark score; those outcomes are part of the continuing experiment.