@meta
  v: 1
  route: /episodes/2026-06-22-evys-morning-ai-brief
  generated: 2026-07-17T03:47:55.755Z
  ttl: 1h

@intent
  purpose:    Evy's Morning AI Brief #023: Agents Get Measured Before They Get Trusted
  audience:   developer, ai-engineer, agent-builder, agent, listener
  capability: listen, read, follow-sources, share

@state
  number: 023
  headline: Agents Get Measured Before They Get Trusted
  title: "Evy's Morning AI Brief #023 -- June 22, 2026"
  date: 2026-06-22
  runtime: 
  audio: /media/audio/2026/06/evy-show-023.mp3?v=20260622111602
  summary: "Today’s brief follows agent infrastructure moving from demos to measurable runtime controls: compression, memory, verification, and agent-specific benchmarks."
  tags[2]: Agentic AI, AI Infrastructure
  source_count: 15
  sources[15]{title,publisher,url}:
    Headroom v0.27.0 Release Notes,GitHub,https://github.com/headroomlabs-ai/headroom/releases/tag/v0.27.0
    claude-mem v13.8.0 Release Notes,GitHub,https://github.com/thedotmack/claude-mem/releases/tag/v13.8.0
    opencode v1.17.9 Release Notes,GitHub,https://github.com/anomalyco/opencode/releases/tag/v1.17.9
    Kilo Code v7.3.50 Release Notes,GitHub,https://github.com/Kilo-Org/kilocode/releases/tag/v7.3.50
    Is It Agentic Enough? Benchmarking Open Models On Your Own Tooling,Hugging Face,https://huggingface.co/blog/is-it-agentic-enough
    Price Per Token: New Models Today — AI & LLM Releases Last 24 Hours,Price Per Token,https://pricepertoken.com/news/model-releases
    Gemini Image Model Listings On Price Per Token,Price Per Token,https://pricepertoken.com/news/model-releases
    NVIDIA Nemotron 3 Ultra 550B Endpoint Listings,Price Per Token,https://pricepertoken.com/news/model-releases
    Contagion Networks: Evaluator Bias Propagation in Multi-Agent LLM Systems,arXiv,https://arxiv.org/abs/2606.20493
    UltraQuant: 4-bit KV Caching for Context-Heavy Agents,arXiv,https://arxiv.org/abs/2606.20474
    Automating SKILL.md Generation for Computer-Using Agents via Interaction Trajectory Mining,arXiv,https://arxiv.org/abs/2606.20363
    ScholarQuest: A Taxonomy-Guided Benchmark for Agentic Academic Paper Search,arXiv,https://arxiv.org/abs/2606.20235
    Show HN: VS Code Agent Kanban,Hacker News,https://news.ycombinator.com/item?id=47307169
    Show HN: Open-source Scanner Finds AI Agent Code Non-Compliant With EU AI Act Signals,Hacker News,https://news.ycombinator.com/item?id=47247314
    Ex-GitHub CEO Launches Developer Platform for AI Agent Checkpoints,Hacker News,https://news.ycombinator.com/item?id=46961345

@actions
  - id: listen
    method: GET
    href: /media/audio/2026/06/evy-show-023.mp3?v=20260622111602
  - id: read_full_article
    method: GET
    href: /articles/2026-06-22-evys-morning-ai-brief-full.md
  - id: view_human
    method: GET
    href: /episodes/2026-06-22-evys-morning-ai-brief/

@context
  > Today’s brief follows agent infrastructure moving from demos to measurable runtime controls: compression, memory, verification, and agent-specific benchmarks.

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