tooling
Cloudflare open-sourced an agent platform where the agent never holds the credential News
Cloudflare released the source for Cloudflare OS on August 5 under Apache-2.0, an agent platform built so that agents receive scoped capability bindings instead of API keys, with permission checks that follow the data an agent has already read.
Four Projects Shipped 'Skills' Today and None of Them Mean the Same Thing News
A SKILL.md file plus scripts has become the common interface for handing an AI agent reusable expertise, but today's four releases occupy four different layers - writing skills, training agents to use them, deploying them, and governing their supply chain.
How to run AI on free APIs (with 9router) Lesson
The big AI labs and a few hardware makers give away real model access for free, if you can juggle the rate limits. Here is how we run this whole site's research on zero dollars, and how you can too.
localskills.sh Tool
A versioned registry and distribution layer for coding-agent skills. A skill is a folder rooted in SKILL.md with optional scripts, references and assets; versions are immutable and hash-tracked, and installs land in each agent's native location. Its MCP server also lets an agent search and load a skill mid-task, though that copy lives only in the current context window unless installed locally.
harness-training Tool
A small PyTorch-shaped framework for treating an agent harness as the thing being trained: the harness file is the weights, an improvement agent is the gradient estimator, a deterministic task panel is the loss, and promotion or rejection is the optimizer step. Built around reproducible, deterministic runs.
DeepSeek Harness Tool
Protocol-aware adapter for DeepSeek V4-Pro and V4-Flash that handles the wire-level quirks a plain OpenAI client drops, including preserving reasoning_content across tool-calling turns and aggregating interleaved parallel tool-call chunks by index. Ships as a Python library, CLI, MCP server, and skill.