Local Agent Orchestration — Method Update

Status · SUPPORTED

Research class

METHOD UPDATE

Completion date

July 27, 2026

Research question

Can bounded production-support analysis run on the owner’s Mac without consuming hosted model processing or granting the local worker production authority?

Prior hypothesis

A local MLX model could complete bounded analytical work from a supplied evidence packet while deterministic scripts handled mechanical production and SOL retained review and production authority.

Method

A task packet containing a question, evidence, constraints, and requested output was sent to an MLX-hosted Qwen model on the owner’s Mac. The worker wrote a proposal and manifest containing provider identity, model identity, timestamps, task and output hashes, external-processing status, and an explicit no-write-authority boundary. SOL then checked the proposal against the observed system state.

Observations

• The local MLX endpoint reported the configured Qwen model as available.
• One bounded research task completed through the local endpoint without external model processing.
• The run preserved the exact task, proposal, provider and model identity, timestamps, and content hashes.
• The worker had no production write authority and its output remained a proposal for SOL review.
• SOL review found and corrected one imprecise statement that described external MiniMax inference as local, demonstrating that worker output still requires verification.

Supporting evidence

• The local endpoint readiness check succeeded.
• The bounded task manifest records completed status and external_processing=false.
• The task and proposal both have deterministic SHA-256 hashes.
• The worker rejects task packets that attempt to grant production write authority.
• The completed proposal supplied a usable structured research candidate that could be checked against the source evidence.

Counterevidence

• Only one bounded local-model task was completed.
• No controlled billing or hosted-token comparison was performed.
• Production-scale throughput and failure recovery were not tested.
• The local proposal contained one classification error that required SOL correction.
• The external NVIDIA MiniMax lane was not part of this proof.

Conclusion

A bounded local MLX worker can complete production-support analysis on the owner’s Mac, preserve an auditable task record, and leave production authority with SOL. This establishes a usable local offload path; it does not yet quantify billing savings, prove production-scale reliability, or establish the external MiniMax lane.

Confidence

HIGH for successful bounded local execution and authority separation; LOW for quantified savings and production-scale reliability

Limits

• The proof covered one analytical task rather than a sustained production workload.
• No controlled hosted-token or cost baseline was recorded.
• External MiniMax remains a separate provider and was not part of the local proof.
• Local worker conclusions require SOL verification before they can change production or public records.

Production consequence

Bounded analysis and deterministic grunt work may be routed to the local Mac first. Hosted SOL remains responsible for task definition, evidence review, exceptions, production changes, and publication decisions.

Next unresolved question

What latency, error rate, and verified hosted-token reduction result from routing a representative batch of production-support tasks through the local worker?