@meta
  v: 1
  route: /episodes/2026-07-31-evys-morning-ai-brief
  generated: 2026-09-01T10:22:27.737Z
  ttl: 1h

@intent
  purpose:    Evy's Morning AI Brief #053: Agent Systems Get Interfaces, Memory, And Audit Budgets
  audience:   developer, ai-engineer, agent-builder, agent, listener
  capability: listen, read, follow-sources, share

@state
  number: 053
  headline: "Agent Systems Get Interfaces, Memory, And Audit Budgets"
  title: "Evy's Morning AI Brief #053 -- July 31, 2026"
  date: 2026-07-31
  runtime: 
  audio: /media/audio/2026/07/evy-show-053.mp3?v=20260731111748
  summary: "Today’s brief tracks agent work moving into scoped interfaces, runtime-generated code, audio-native dialog, and audit-aware research."
  tags[2]: Agentic AI, AI Infrastructure
  source_count: 27
  sources[27]{title,publisher,url}:
    GitHub: Stacked Pull Requests Are Now In Public Preview,GitHub Blog,https://github.blog/changelog/2026-07-30-stacked-pull-requests-are-now-in-public-preview
    GitHub: Copilot In Visual Studio Code July 2026 Releases,GitHub Blog,https://github.blog/changelog/2026-07-30-github-copilot-in-visual-studio-code-july-2026-releases
    GitHub: GitHub Models Is Now Retired,GitHub Blog,https://github.blog/changelog/2026-07-30-github-models-is-now-retired
    PolyAI: Dialog-RSN-1 Audio-Native Dialog Model,PolyAI,https://poly.ai/blog/PolyAI-dialog-rsn-1
    MarkTechPost: PolyAI Releases Dialog-RSN-1,MarkTechPost,https://www.marktechpost.com/2026/07/30/polyai-releases-dialog-rsn-1-an-audio-native-dialog-model-that-fuses-turn-taking-speech-recognition-function-calling-and-response/
    Google DeepMind: Gemini Robotics 2 Brings Whole-Body Intelligence To Robots,Google DeepMind,https://deepmind.google/blog/gemini-robotics-2-brings-whole-body-intelligence-to-robots/
    MarkTechPost: Google DeepMind Ships Three Physical AI Models,MarkTechPost,https://www.marktechpost.com/2026/07/30/google-deepmind-gemini-robotics-2-whole-body-control-dexterity-multi-robot-collaboration/
    Hugging Face: mDenseOn And mLateOn Multilingual Retrieval Models,Hugging Face,https://huggingface.co/blog/lightonai/mdenseon-mlateon
    Hugging Face: Accelerating Qwen3.6 On Intel Core Ultra With DFlash,Hugging Face,https://huggingface.co/blog/ofirzaf/intel-dflash-ptl
    JetBrains Research: KotlinLLM Open Source,JetBrains Research,https://blog.jetbrains.com/research/2026/07/kotlinllm-open-source/
    JetBrains Research: KotlinLLM Plugin Repository,GitHub,https://github.com/JetBrains-Research/kotlinllm-plugin
    MarkTechPost: JetBrains Open-Sources KotlinLLM,MarkTechPost,https://www.marktechpost.com/2026/07/31/jetbrains-research-open-sources-kotlinllm-intellij-plugin-kotlin-runtime-llm/
    MarkTechPost: Policy-Governed Multi-Agent Workflow With Omnigent,MarkTechPost,https://www.marktechpost.com/2026/07/30/building-a-policy-governed-multi-agent-financial-research-workflow-with-omnigent/
    Omnigent Open-Source Agent Framework Repository,GitHub,https://github.com/omnigent-ai/omnigent
    OpenCode Open-Source Coding Agent Repository,GitHub,https://github.com/anomalyco/opencode
    Langflow Agent Workflow Builder Repository,GitHub,https://github.com/langflow-ai/langflow
    Dify Agentic Workflow Platform Repository,GitHub,https://github.com/langgenius/dify
    Open Design Local-First Agent Design Workspace Repository,GitHub,https://github.com/nexu-io/open-design
    emem Agent Memory Protocol Repository,GitHub,https://github.com/Vortx-AI/emem
    arXiv: AgentRadio Passive Awareness For Long-Horizon Multi-Agent Collaboration,arXiv,http://arxiv.org/abs/2607.28430v1
    "arXiv: One Human, N Agents Audit-Budget Allocation",arXiv,http://arxiv.org/abs/2607.28317v1
    "arXiv: MemHarness Memory Is Reconstructed, Not Replayed",arXiv,http://arxiv.org/abs/2607.28272v1
    arXiv: ORCA-bench Language Model Agents For Oncall,arXiv,http://arxiv.org/abs/2607.28545v1
    arXiv: MIND Memory Injection Defense For LLM Agents,arXiv,http://arxiv.org/abs/2607.28103v1
    Hacker News: Signed Collaboration Between Independent AI Agents,Hacker News,https://news.ycombinator.com/item?id=49121274
    Gemini Spark Personal AI Agent Overview,Google Gemini,https://gemini.google/overview/agent/spark/
    MarkTechPost Open Source Category,MarkTechPost,https://www.marktechpost.com/category/technology/open-source/

@actions
  - id: listen
    method: GET
    href: /media/audio/2026/07/evy-show-053.mp3?v=20260731111748
  - id: read_full_article
    method: GET
    href: /articles/2026-07-31-evys-morning-ai-brief-full.md
  - id: view_human
    method: GET
    href: /episodes/2026-07-31-evys-morning-ai-brief/

@context
  > Today’s brief tracks agent work moving into scoped interfaces, runtime-generated code, audio-native dialog, and audit-aware research.

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