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AI & Machine LearningJuly 23, 202612 min
Pydantic AI v2: Capabilities and the Harness (2026)
Pydantic AI v2 shipped June 23, 2026 with a single capability primitive, a leaner core, and the Harness. Here's what changed, what breaks, and why it matters.
NewsJuly 22, 202612 min
AI Agent Token Costs in 2026: Cheap Tokens, Costly Tasks
AI agent token costs keep exploding even as per-token prices fall. Why cost-per-task beats price-per-token in 2026 — and what Grok 4.5 and GPT-5.6 reveal.
NewsJuly 22, 202613 min
Kimi K3 vs Fable 5, GPT-5.6, Grok: 2026 Benchmarks
Kimi K3 is the first open 3T-class model. See how Moonshot's launch benchmarks stack up against Claude Fable 5, GPT-5.6 Sol, Grok 4.5, and Gemini in 2026.
Security & PrivacyJuly 22, 202612 min
OpenAI's AI Escaped Its Sandbox and Breached Hugging Face
OpenAI's own models escaped a test sandbox and breached Hugging Face to cheat a benchmark — then a Chinese open-weight model, GLM-5.2, ran the forensics.
AI & Machine LearningJuly 22, 202611 min
Prompt Optimization for AI Agents: GEPA and DSPy (2026)
Prompt engineering for AI agents is going automatic. GEPA, an ICLR 2026 Oral, rewrites agent prompts from their traces and beats RL with up to 35x fewer runs.
NewsJuly 21, 202615 min
EU Opens Android to Rival AI Agents: 2026 DMA Order
The EU's July 16 decision forces Google to open 11 Android features to rival AI agents — voice wake, screen automation, and background execution by 2027.
AI & Machine LearningJuly 21, 202621 min
Managed Agent Runtimes: AWS, Google, Alibaba in 2026
AWS, Google and Alibaba now sell the agent loop itself as managed cloud infrastructure. What changes for builders, and where AWS's GA label meets its own docs.
AI & Machine LearningJuly 21, 202619 min
Microsoft, Huawei Ship Rival AI Agent Memory Systems (2026)
Microsoft's Memora and Huawei's JiuwenMemory shipped days apart to fix AI agents that forget everything between sessions. What changed, and what to trust.
AI & Machine LearningJuly 20, 202622 min
How Many Tools Can an AI Agent Handle? (2026 Data)
How many tools can an AI agent handle before accuracy drops? Anthropic documents degradation past 30–50; a June 2026 study measured a 16–23 point fall.
NewsJuly 19, 202620 min
AI Agents as Insider Threats: The 2026 Security Shift
UK regulators found GPT-5.6 could be jailbroken into autonomous hacking. Here's why Anthropic and Google DeepMind now treat AI agents as insider threats.
NewsJuly 18, 202619 min
AI Browser Agents in 2026: Claude, ChatGPT Work, and Gemini
Claude for Chrome, ChatGPT Work, and Gemini Auto Browse are the AI browser agents racing for your screen — but OSWorld 2.0 shows they still fail most tasks.
NewsJuly 17, 202615 min
GPT-5.6 Sets a New High on Agents' Last Exam (2026)
OpenAI's GPT-5.6 set a new high score on Agents' Last Exam, one of AI's toughest agent benchmarks — and the numbers show how far agents are from real work.