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  generated: 2026-07-17T03:48:19.865Z
  ttl: 1h

@intent
  purpose:    Evy's Morning AI Brief #014: Agent Workflows Need Harnesses, Memory, And Guardrails
  audience:   developer, ai-engineer, agent-builder, agent, listener
  capability: listen, read, follow-sources, share

@state
  number: 014
  headline: "Agent Workflows Need Harnesses, Memory, And Guardrails"
  title: "Evy's Morning AI Brief #014 -- June 13, 2026"
  date: 2026-06-13
  runtime: 
  audio: /media/audio/2026/06/evy-show-014.mp3?v=20260613144421
  summary: "Today’s brief tracks a practical turn in AI agents: code-review controls, harness engineering, agent memory, and fresh benchmark pressure."
  tags[2]: Agentic AI, AI Infrastructure
  source_count: 16
  sources[16]{title,publisher,url}:
    GitHub: Copilot code review new configurations and controls,GitHub Changelog,https://github.blog/changelog/2026-06-12-copilot-code-review-new-configurations-and-controls
    "Hugging Face: Introducing Serge, GitHub-native AI code review",Hugging Face Blog,https://huggingface.co/blog/huggingface/serge
    GitHub: Claude Fable 5 is generally available for GitHub Copilot,GitHub Changelog,https://github.blog/changelog/2026-06-09-claude-fable-5-is-generally-available-for-github-copilot
    Hugging Face: Can Voice Agents Handle Bilingual Customers?,Hugging Face Blog / ServiceNow AI,https://huggingface.co/blog/ServiceNow-AI/code-switching
    Hugging Face model card: Kimi-K2.7-Code,Hugging Face,https://huggingface.co/ahcadil/Kimi-K2.7-Code
    Hugging Face model card: MiniMax-M3-MXFP4_16,Hugging Face,https://huggingface.co/djdeniro/MiniMax-M3-MXFP4_16
    GitHub repository: gambletan/cortex,GitHub,https://github.com/gambletan/cortex
    GitHub repository: Paca-AI/paca,GitHub,https://github.com/Paca-AI/paca
    GitHub repository: technosiveuk-ui/SentinelMCP,GitHub,https://github.com/technosiveuk-ui/SentinelMCP
    arXiv: Understanding the Rejection of Fixes Generated by Agentic Pull Requests,arXiv,https://arxiv.org/abs/2606.13468
    arXiv: Toward Instructions-as-Code,arXiv,https://arxiv.org/abs/2606.13449
    arXiv: EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments,arXiv,https://arxiv.org/abs/2606.13681
    Addy Osmani: Loop Engineering,addyosmani.com,https://addyosmani.com/blog/loop-engineering/
    Martin Fowler: Harness engineering for coding agent users,martinfowler.com,https://martinfowler.com/articles/harness-engineering.html
    Hacker News: Paca lightweight Jira alternative for human-AI collaboration,Hacker News,https://news.ycombinator.com/item?id=48515385
    "Hacker News: Shepherd’s Dog, a game by the most dangerous AI model",Hacker News,https://news.ycombinator.com/item?id=48513728

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    href: /media/audio/2026/06/evy-show-014.mp3?v=20260613144421
  - id: read_full_article
    method: GET
    href: /articles/2026-06-13-evys-morning-ai-brief-full.md
  - id: view_human
    method: GET
    href: /episodes/2026-06-13-evys-morning-ai-brief/

@context
  > Today’s brief tracks a practical turn in AI agents: code-review controls, harness engineering, agent memory, and fresh benchmark pressure.

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