Agent Context Gets Filesystem Boundaries
Fresh Crush, Codex, OpenClaw, and OpenCode changes show agent runtimes separating user memory, project context, and sandbox paths before work starts.
More From This Edition
All editions ›Recent Editions
Full history ›Google’s Gemini API CLI Works Inside Other Coding Agents
Google has packaged its model and media services as shell commands that an existing agent can call. The practical choice is between changing the agent that runs your project and giving that agent another tool.
Hugging Face Links 3D Dataset Previews to Their Mesh Files
A newly merged dataset-viewer change pairs a flat picture with a retrievable 3D asset. It connects a quick look at a dataset row to the geometry behind it—while wider “3D” labels remain a separate capability.
Unsloth Connects Existing Fine-Tuning Scripts to Multiple GPUs
Supported training scripts can now divide model work across graphics cards through a launch setting. A later change reconnects training to generation and export—with a different memory requirement at each stage.
Pi’s MCP Adapter Can Return Values Instead of Pages
Pi’s tool connector adds an optional Cloudflare reader for long replies. It sends the main agent named values, such as amounts and dates, plus a reference to the saved text.
How AI Agents Work
The long-form map behind the daily paper: context, tools, loops, memory, delegation, safety, interface, and trust.