Show HN: A self-improvement feedback loop for AI agent skills
Skill Evolution Autonomous self-improvement for your agent skills. Reads past sessions, analyzes them against loaded skills, generates structured proposals, and optionally auto-applies high-confidence improvements. Host-agnostic: ships adapters for Hermes and Claude Code, with an extensible HostAdapter interface for new hosts.
- ▪Skill Evolution Autonomous self-improvement for your agent skills.
- ▪Reads past sessions, analyzes them against loaded skills, generates structured proposals, and optionally auto-applies high-confidence improvements.
- ▪Host-agnostic: ships adapters for Hermes and Claude Code, with an extensible HostAdapter interface for new hosts.
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Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | GitHub |
| Canonical URL | https://github.com/Carlo1911/skill-evolution |
| Publication time | Wed, 05 Aug 2026 21:28:05 +0000 |
| Retrieval time | 2026-08-05T21:35:47.486Z |
| Last seen | 2026-08-05T21:35:47.486Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | cfRiNGMk48Br · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Skill Evolution Autonomous self-improvement for your agent skills. Reads past sessions, analyzes them against loaded skills, generates structured proposals, and optionally auto-applies high-confidence improvements. Host-agnostic: ships adapters for Hermes and Claude Code, with an extensible HostAdapter interface for new hosts. No daemons. No external services. No GPU. Just your host agent, a scheduled job, and Python stdlib. Minimum Configuration Everything below has a sane default, but two things are not optional if you want the pipeline to actually work end to end rather than silently doing nothing or getting stuck: Variable Required when Why SKILL_EVOLUTION_HOST You're on anything other than Hermes Defaults to hermes.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.