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eoc-agent: a local model's measured step is a measured span 
LlmReply carried a bare `microjoules`, and charge_llm_step tagged every
model step Estimated. A backend that ran a model in this process and read
it on a live counter (an eoc-local backend's MeterSpan, now backed by
the per-process counter) had no way to say so. Its measured figure was
recorded as an estimate.

- LlmReply carries a JouleCost. LlmReply::new is the provider's estimate,
  as before, and LlmReply::with_cost gives a figure with its grade.
- charge_llm_step records the provider's cost as graded and charges the
  budget that figure.
- NeuralProvider wraps any in-process NeuralBackend as an LlmProvider.
  The reply's energy is the backend's own JouleCost. Tokens are counted
  from the text (approx_tokens, or the model's tokenizer through
  with_token_counter) and feed only the token budget.

A model served over the network still reports an estimate: it ran on
hardware no counter here reads.

Tests: an MlcBackend metered by an advancing counter gives a measured
span, and a held, failed or stub counter gives the estimate. A whole
ReAct run records the model step measured. Reverting charge_llm_step to
always-estimated fails both end-to-end tests.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
2026-10-01 01:27:42 -04:00

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