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AI/ML Research Digest — Aug 02, 2026

Reliable provenance and graded trust Explicit reliability modeling cuts hallucination. Σ‑Mem stores symmetric competence states for peer agents, while LedgerMind adds a Structured Evidence Ledger that…

Dead Auto-Skills Were Padding Every Conversation: A Weekly Curator That Flags at 30 Days and Archives at 90

"Claude Code gets smarter the more you use it" is only half the story. The other half is that it gets heavier. Six months ago I was a university student making ¥100k a month.

  • Claude Code's abilities improve with usage but increase monthly token bill
  • Skills accumulate, becoming unused and burdensome over time
  • Weekly automated curation pass detects and archives stale skills

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