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NousResearch/hermes-agent

Limit vision embed tokens to prevent context overflow

Cluster 92699. Data as of

Nothing open on GitHub. Fix merged in #92783 on 23 Aug 2026. Check it covers your case.

The short answer

0open issues
0open PRs
4items grouped
Known?
Yes. 4 related items grouped here, 1 issue already closed.
Fix event
A fix was merged to main in PR #92783. Check it covers your case. No release data is tracked.
Tracker
The maintainers' tracker marks this resolved, deciding PR #92783. That is separate from the fix event.
Still open
Nothing open on GitHub.

These issues and PRs address native vision embeds consuming excessive context window tokens during screenshot QA. The work involves bounding history payloads, flat image token estimation, and protecting tail images from compression to avoid quota burnout.

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.

  • #92783 fix(vision): stop native embeds from blowing context on screenshot QA (#92699 salvage)

    merged to main

    files: agent/context_compressor.py, tests/agent/test_compressor_stale_tool_images.py, tests/tools/test_browser_console.py, tests/tools/test_vision_native_fast_path.py, tests/tools/test_vision_region.py, tools/browser_tool.py, tools/vision_tools.py

2 PRs closed without merging

From the close comments: merged via another change 1 · superseded by another PR 1

  • #92725 fix(vision): stop native embeds from blowing context on screenshot QA · merged via another change → #92783, #92748
  • #92748 fix(agent): bound native vision history payloads · superseded by another PR → #92783, #92725
Closed issues · 1
  • Closed#92699Native-vision embeds blow up context: flat image token estimate + protected-tail images disable compression (quota burnout)
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(structural links throughout): every member is connected by structural evidence: shared changed files, or a closing/superseded reference.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 0.50: 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

Merged PRs
#92783
Closed issues
1
Attempts
2 PRs closed without merging
Fix link checked
23 Aug 2026

For your agent

The same facts, typed.

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