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How the production agent stack is fracturing into distinct product layers — memory, skills, sandbox, eval, and harness — and what this means for 2026.
Andrej Karpathy confirms joining Anthropic for frontier LLM R&D, calling the next few years 'especially formative' — and open-source implications loom large.
Cursor's Composer 2.5 hits 79.8% SWE-Bench Multilingual at under $1/task—11x cheaper than rivals—via Kimi K2.5 fine-tuned on 25x more synthetic tasks.
Anthropic has doubled Claude token limits across all paid plans and lifted peak-hour caps, powered by a new SpaceX deal giving access to 220K+ Nvidia GPUs.
Google I/O 2026 confirms three agent protocols as the settled core stack—MCP, A2A, AGUI—while A2UI, AP2, and X42 remain contested. The real risk is the operating surface.
OpenAI extends Codex to iOS and Android on all plans, letting developers monitor and redirect multi-step coding tasks while away from their computer.
Anthropic is in early talks for a $30B+ raise at a $900B valuation as Cerebras popped 68% on its Nasdaq debut — AI capital markets hit two structural milestones in one week.
Thinking Machines Lab previews a 276B-param two-model architecture scoring 77.8 on FD-bench v1.5, posing a structural challenge to turn-based AI.
A 32,000-GPU-hour benchmark confirms the harness layer outweighs model choice — identical backbones swing 3× in accuracy depending on agent framework.
Anthropic's '2028' essay on US-China AI competition fractures the industry — Nvidia, HuggingFace, and OpenAI each offer incompatible counter-doctrines.
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