# NousResearch/hermes-agent · Agent nudge/prefill logic for reasoning model responses

## Open now

- 1 issue, 1 PR open on GitHub.
- #64732: Thinking-prefill retry cascade triggers on reasoning responses with visible content
- PR #64733: fix: add _has_visible_content guard to thinking-prefill retry gate

These issues and fixes address incorrect empty-content nudges and thinking-prefill retries firing when reasoning models (e.g. Qwen3, DeepSeek-R1) have already produced reasoning or visible content. Work spans detection of inline thinking, structured-reasoning routing, and post-tool-call behavior.

## TL;DR

- 3 member(s): 1 open issue(s), 0 closed issue(s), 1 open PR(s), 0 merged PR(s), 1 PR(s) closed without merging.
- No fix has been merged to main; one or more PRs were attempted (see below).
- **Recommended:** review the prior/competing PR(s) below. A fix was attempted but not merged; your case may extend or revive that work.

## Maintainer resolution verdict

- Internal-tracker verdict over this cluster's issue members: `unresolved`. This is distinct from the fix status above. Weigh it yourself.

## How this cluster was grouped

- Link evidence (`STRUCTURAL_SPANNING`): every member is connected by structural evidence: shared changed files, or a closing/superseded reference.
- Pairwise link density `0.67`: the share of member 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.

## Open related issues

- #64732: Thinking-prefill retry cascade triggers on reasoning responses with visible content

## Prior & competing PRs

- **#64952: fix(agent): skip thinking-prefill when model already produced visible content (#64732)**. closed without merge · fix tier `suggested`
  - maintainer direction: category `superseded_by_pr`; implication `superseded`; refs `#64733`
  - _suggested-tier fix detail withheld; re-request with `?tier=all` to include it._
- **#64733: fix: add _has_visible_content guard to thinking-prefill retry gate**. open
  - maintainer direction: category `partial_fix`; implication `needs_llm`; refs `184183b9da79`, `#64732`, `#64733`, `#64952`, `#374151`
  - files: `agent/conversation_loop.py`

## Fix status

- No merged fix on record.
- Subsystem: `agent`