@meta
  v: 1
  route: /episodes/2026-08-08-evys-morning-ai-brief
  generated: 2026-09-01T10:22:01.038Z
  ttl: 1h

@intent
  purpose:    Evy's Morning AI Brief #058: Agent Memory Becomes The Reliability Layer
  audience:   developer, ai-engineer, agent-builder, agent, listener
  capability: listen, read, follow-sources, share

@state
  number: 058
  headline: Agent Memory Becomes The Reliability Layer
  title: "Evy's Morning AI Brief #058 -- August 8, 2026"
  date: 2026-08-08
  runtime: 
  audio: /media/audio/2026/08/evy-show-058.mp3?v=20260808110910
  summary: "Today’s brief tracks team memory for coding agents, on-device tool-calling models, and small verifiers that turn agent work into evidence."
  tags[2]: Agentic AI, AI Infrastructure
  source_count: 18
  sources[18]{title,publisher,url}:
    Tencent Cloud Open-Sources TencentDB Agent Memory v2.0,MarkTechPost,https://www.marktechpost.com/2026/08/07/tencent-cloud-open-sources-tencentdb-agent-memory-v2-0/
    TencentDB Agent Memory GitHub Repository,TencentCloud / GitHub,https://github.com/TencentCloud/TencentDB-Agent-Memory
    NVIDIA AI Releases NOOA Object-Oriented Agents,MarkTechPost,https://www.marktechpost.com/2026/08/07/nvidia-ai-releases-nooa-an-object-oriented-python-framework/
    NVIDIA NeMo Labs OO Agents Repository,NVIDIA-NeMo / GitHub,https://github.com/NVIDIA-NeMo/labs-OO-Agents
    Liquid AI Releases LFM2.5-2.6B,Liquid AI,https://www.liquid.ai/blog/lfm2-5-2-6b
    LiquidAI LFM2.5-2.6B Model Card,Hugging Face,https://huggingface.co/LiquidAI/LFM2.5-2.6B
    Price Per Token Model Releases Tracker,Price Per Token,https://pricepertoken.com/news/model-releases
    Microsoft Open Sources code-testing-generator,MarkTechPost,https://www.marktechpost.com/2026/08/06/microsoft-open-sources-code-testing-generator/
    Microsoft .NET Polyglot Unit Testing Agent,Microsoft DevBlogs,https://devblogs.microsoft.com/dotnet/polyglot-unit-testing-agent/
    Binaryify open-kimi-ppt-skill Repository,GitHub,https://github.com/Binaryify/open-kimi-ppt-skill
    Lybrary Persistent AST-Aware Code Memory,GitHub,https://github.com/vibhu-dixit/lybrary
    Agent Acid ACID Rollbacks And Dry-Run Guardrails,GitHub,https://github.com/muhammadwaqasai/agent_acid
    Hacker News: Lybrary Persistent AST-Aware Code Memory,Hacker News,https://news.ycombinator.com/item?id=49219016
    Hacker News: Agent Acid Rollbacks And Dry-Run Guardrails,Hacker News,https://news.ycombinator.com/item?id=49219014
    Learning Globally Reusable Skills for Coding Agents,arXiv,https://arxiv.org/abs/2608.06153
    CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents,arXiv,https://arxiv.org/abs/2608.05886
    Towards a Risk Assessment of Malicious Skill Files in Coding Agents,arXiv,https://arxiv.org/abs/2608.05223
    Control Under Compression: Reliability Frontiers for Tool-Using Agents,arXiv,https://arxiv.org/abs/2608.01056

@actions
  - id: listen
    method: GET
    href: /media/audio/2026/08/evy-show-058.mp3?v=20260808110910
  - id: read_full_article
    method: GET
    href: /articles/2026-08-08-evys-morning-ai-brief-full.md
  - id: view_human
    method: GET
    href: /episodes/2026-08-08-evys-morning-ai-brief/

@context
  > Today’s brief tracks team memory for coding agents, on-device tool-calling models, and small verifiers that turn agent work into evidence.

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