# NousResearch/hermes-agent · MiniMax-M3 thinking blocks lost after tool calls

## Open now

- 1 issue, 2 PRs open on GitHub.
- #75725: MiniMax-M3 interleaved thinking stops after the first tool-call turn (/anthropic endpoint)
- PR #75748: fix(anthropic_adapter): preserve thinking content on MiniMax /anthropic endpoint (#75725)
- PR #75779: fix(agent): preserve MiniMax-M3 thinking blocks on /anthropic replay

These issues and fixes concern MiniMax-M3 interleaved thinking content being dropped or not preserved when tool calls occur on the /anthropic endpoint. The work focuses on correctly maintaining thinking blocks during agent replay and adapter handling.

## TL;DR

- 3 member(s): 1 open issue(s), 0 closed issue(s), 2 open PR(s), 0 merged PR(s), 0 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evidence (`STRUCTURAL_SPANNING`): every member is connected by structural evidence: shared changed files, or a closing/superseded reference.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

- #75725: MiniMax-M3 interleaved thinking stops after the first tool-call turn (/anthropic endpoint)

## Prior & competing PRs

- **#75748: fix(anthropic_adapter): preserve thinking content on MiniMax /anthropic endpoint (#75725)**. open
  - maintainer direction: category `uncategorized`; implication `needs_llm`
  - files: `agent/anthropic_adapter.py`, `tests/agent/test_minimax_anthropic_thinking.py`, `tests/agent/test_nous_portal_anthropic_wire.py`
- **#75779: fix(agent): preserve MiniMax-M3 thinking blocks on /anthropic replay**. open
  - maintainer direction: category `partial_fix`; implication `needs_llm`; refs `dc2d94e40c69`, `#24494`, `#75748`, `#75779`, `#76865`, `#75725`, `#374151`
  - files: `agent/anthropic_adapter.py`, `tests/agent/test_minimax_anthropic_thinking.py`

## Fix status

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