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[field 2026-10-13] token-burn: add EUR cost, agent working time, human prompts and per-round attribution #296
bin/token-burn.sh counts tokens per model / day / stage, but the questions we were asked for a reference report were money and time per round and per feature. We had to write ad-hoc scripts over the transcripts (and the agent's permission classifier rightly blocked raw transcript listing, so they had to print aggregates only).
What was needed, all derivable from the same transcripts:
EUR cost at configurable per-model rates (input, cache write, cache read, output), including sub-agents on cheaper models
agent working time: sum of main-thread gaps ≤ N minutes, excluding gaps that end at a human prompt
human prompt count (a proxy for developer effort)
attribution to windows (setup / map / round N / wrap-up) by timestamp boundaries, or by story markers
Our result, for reference: €142.63 total over 20.5 agent hours, 2,747 model calls, 33 human prompts; one-time start (setup + map + test stack) €34.87; ≈ €9.40 per feature delivered after that.
Proposal
Extend token-burn with --rates <file>, --windows <file> (or round markers from the build log), and an agent-time/prompt column; output aggregates only. Feed the result into status and into report templates.
Field context: a 127-module production Mendix 11.12 app (17,500 model units), 11 backlog features delivered in 4 rounds with Claude Code + mxcli v0.24 + this toolkit. Details anonymized.
changed the title [-][field 2026-10-13] Adopt mxcli v0.25/v0.26 commands: fix hashes, fix property-sets (Studio Pro merge safety), git note[/-][+][field 2026-10-13] token-burn: add EUR cost, agent working time, human prompts and per-round attribution[/+]on Oct 13, 2026
Fixed by #325, which landed on master in the integration squash #329 (commit 31e90ae) after independent review. Closing; reopen if it still reproduces on master.
Activity
[-][field 2026-10-13] Adopt mxcli v0.25/v0.26 commands: fix hashes, fix property-sets (Studio Pro merge safety), git note[/-][+][field 2026-10-13] token-burn: add EUR cost, agent working time, human prompts and per-round attribution[/+]Merge #325: extraction-quality section; token-burn rates/windows/effo…
MendixMau commentedon Oct 14, 2026
Fixed by #325, which landed on master in the integration squash #329 (commit 31e90ae) after independent review. Closing; reopen if it still reproduces on master.
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