Autonomous self-improvement and RL fine-tuning proposals

NousResearch/hermes-agent · cluster 498 · agent

Data as of

4 open items. Fix attempted, not merged.

The short answer

2open issues
2open PRs
5items grouped
Known?
Yes. 5 related items grouped here, 1 issue already closed.
Fix event
No fix has been merged to main. see the attempts below.
Tracker
The maintainers' tracker marks this unresolved. That is separate from the fix event.
Still open
2 issues and 2 PRs.

A cluster of feature requests and proposals around autonomous agent self-improvement, including evaluation engines, reinforcement learning personalization from user feedback, and exporting agent trajectories for training data. These are proposals or additions, not confirmed implementations.

Open issues2

  • Issue#18092[Feature]: Production-Grade Autonomous Evolution Engine (GASP Loop) for Hermes-Agent
  • Issue#61644[Feature]: Autonomous Evaluation and Self-Improvement Engine (HAEE)

Open PRs2

  • PR#18096feat: add TrainingDataBridge, export agent trajectories for training
  • PR#61645feat(evolution): add Autonomous Evaluation and Self-Improvement Engine (HAEE)
Closed issues · 1
  • Closed#498Feature: Conversational RL Personalization — Online Model Fine-Tuning from Live User Feedback (inspired by OpenClaw-RL)
How this cluster was grouped
  • Link evidence (partly structural links): some members are connected by structural evidence (shared changed files, or a closing/superseded reference); the rest are joined by an automated relevance judgement over their text.
  • Members outside that structural core may belong to a different underlying problem.
  • Pairwise link density 0.27: 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
Closed issues
1
Attempts
0 PRs closed without merging

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