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swordluan8-hash/token-aware-orchestrator

Token-Aware-Orchestrator test: narrow Codex context before execution

In an isolated Python repository, the task, budget, and success criteria were fixed first; Codex completed the change in one attempt and passed the tests.

01 · PROBLEM

What I wanted to solve

Codex may read too many unrelated files and historical details before acting. A control layer should define the task, model, budget, success criteria, and permitted file scope before execution begins.

02 · PROCESS

What I did

We created a calculator repair task in an isolated Python repository, declared the task type, target model, budget, success criteria, and expected files, then let Token-Aware-Orchestrator hand the job to Codex. It ran unit tests and produced a JSON handoff record.

03 · RESULT

What actually happened

The execution succeeded in one attempt with exit code 0 and no local retry or escalation. One unit test passed. The task changed src/calculator.py and tests/test_task.py and recorded execution, testing, and diff results.

04 · PITFALLS

What others should watch for

The project is still v0.4.0-alpha. A budget is an execution guardrail, not proof that every model bill falls by the same percentage. This small test proves the workflow runs; it does not prove universal 50% savings.

05 · VERDICT

My conclusion

As a local control layer for Codex, it can already fix task boundaries and preserve an auditable result. The next step is a same-task comparison on larger real repositories using actual tokens, duration, and correctness.