NousResearch/hermes-agent

Normalize provider cache/usage token shapes

Cluster 70543 · agent. Data as of

Nothing open on GitHub. Fix merged in #85769 on 14 Aug 2026. Check it covers your case.

The short answer

0open issues
0open PRs
3items grouped
Known?
Yes. 3 related items grouped here, 1 issue already closed.
Fix event
A fix was merged to main in PR #85769. Check it covers your case. No release data is tracked.
Tracker
The maintainers' tracker marks this resolved, deciding PR #85769. That is separate from the fix event.
Still open
Nothing open on GitHub.

These items address inconsistencies in how cache and usage token fields are normalized across multiple providers, specifically covering OpenAI cache write tokens and Qwen flat cached token formats. The work consolidates normalization logic to handle varying wire shapes from different provider APIs.

Open issues0

No open issues.

Open PRs0

No open pull requests.

Fixes on record

Merged to main. A stamp counts the issues a fix is linked to.

  • #85769 fix(usage): normalize every provider cache/usage wire shape in normalize_usage (5-PR consolidation)

    merged to main

    files: agent/usage_pricing.py, contributors/emails/[redacted:email], tests/agent/test_usage_pricing.py

1 PR closed without merging

From the close comments: merged via another change 1

  • #70522 fix(usage): normalize OpenAI cache_write_tokens and Qwen flat cached_tokens · merged via another change → #85769, #66105, #70543
Closed issues · 1
  • Closed#70543Usage accounting: OpenAI GPT-5.6+ cache writes and Qwen flat cache reads normalize to 0
How this cluster was grouped
  • Link evidence (structural links throughout): every member is connected by structural evidence: shared changed files, or a closing/superseded reference.
  • Pairwise link density 0.67: the share of item pairs that carry a link, counting a structural link in full and a relevance-only link at 0.36. 1.00 means every pair is linked.

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At a glance

Subsystem
agent
Merged PRs
#85769
Closed issues
1
Attempts
1 PR closed without merging
Fix link checked
14 Aug 2026

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