- Align agent files with on-disk workplan prefixes (infer from workplan ids)
- Set workplan domain to registered domain_slug; add topic_slug where applicable
- Repair frontmatter delimiter formatting; migrate legacy task status literals
- Regenerate AGENTS.md, CLAUDE.md, and .claude/rules from State Hub templates
Drafted workplan to move two consumer-side concerns into llm-connect:
- ModelRateRegistry: per-model USD-per-1k rates with provenance, a
property of the base model, not the application.
- ProblemClass token estimators: generic shapes (chunk-summarization,
entity-extraction, relation-extraction, judge-eval, report-synthesis)
with base dimensions + tunable params; consumer supplies the shape
of its problem and gets a TokenEstimate before any call.
Demand signal: the 2026-05-18 infospace-bench Lefevre Chapter-I smoke
ran 32 calls / 28k tokens / 0.009 USD actual against a planned 8.40
USD — the 1000x variance was entirely consumer-side because there is
no rate table in llm-connect to delegate to.
Three new modules (rates.py, costs.py, problem_classes.py), eight
tasks, registered as workstream 869196c5-551b-4eef-b8d8-cca6f770a9b0
under the custodian topic. A follow-on consumer workplan in
infospace-bench will migrate plan_generation_summary to delegate once
T01-T04 land here.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
