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100 Models Are Heading to the Pixel TPU, but On-Device AI Still Has a Narrow Gate
Google Tensor SDK Beta opens a LiteRT path to the Pixel 10 TPU, pairing 100+ models with the harder problem of shipping on-device AI.
Document clicks are disappearing, and agent GTM needs a new tracking layer
Reo.Dev Agent Intent Gateway shows how developer product evaluation is moving from docs clicks to AI agent queries and MCP calls.
Copilot Memory Turns Agent Memory Into a Control Surface
GitHub Copilot Memory now separates deletion, repository controls, CLI state, and memory scope as coding agents become operational infrastructure.
Organization model rules turn Copilot costs into policy
GitHub Copilot targeted model rules move AI coding model choice from an individual picker into organization-level cost, security, and governance policy.
Safety Warnings Cannot Wait for the Cloud, the Conditions for a Running Agent
Google DeepMind Running Guide agent shows that physical-world agents depend as much on latency, on-device safety, and validation as model quality.
Language Models Need Sleep, Fast Weights Target the Long-Context Bottleneck
Language Models Need Sleep proposes sleep-like fast weight consolidation, shifting long-agent memory from prompt compaction toward model execution schedules.
Idea tournaments: the research bottleneck Co-Scientist changes
Google DeepMind Co-Scientist reached Nature with a multi-agent design that shifts scientific AI from idea generation toward verification loops.
After 10,000 Bugs, Mythos Moves the Bottleneck to Patching
Anthropic Project Glasswing suggests AI security models may shift the bottleneck from vulnerability discovery to verification, disclosure, and patch throughput.
Claude shows why agent security moved beyond approval prompts
Anthropic’s Claude containment writeup shows agent security shifting from prompt defenses and approval dialogs toward runtime isolation and blast-radius control.
Claude Code and the +0.83 language frontier
A 5,838-developer GitHub panel study suggests Claude Code adoption may widen the languages and repositories developers touch, not just raise output.
Codex Keeps Working On A Locked Mac
OpenAI Codex adds Appshots, Goal mode, browser annotations, and locked computer use, pushing coding agents toward longer-running local workflows.
450% More Traffic, Why Agents Are Rewriting the WAN
Cisco’s WAN report argues that AI agents turn inference calls into a network bottleneck across capacity, security, observability, and reliability.