AI/ML

AI/ML

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FUSE is All You Need - Giving agents access to anything via filesystems
FUSE is All You Need - Giving agents access to anything via filesystems
Giving agents access to a sandboxed environment with a shell and a filesystem has been the latest hype when it comes to agentic harnesses. Recent examples of this include: Turso’s AgentFS Anthropic’s Agent SDK, which brings Claude Code’s harness to non-coding domains Vercel rebuilding their text-to-SQL agent on top of a sandbox Anthropic’s Agent Skills for filesystem-based progressive disclosure The argument for why this is good goes something like this: The big labs are doing heavy RL for coding tasks in these kinds of environments. Aligning more closely with such a harness brings free gains from the coding domain to other problem spaces.
·jakobemmerling.de·
FUSE is All You Need - Giving agents access to anything via filesystems
Building Agents with Smolagents - YouTube
Building Agents with Smolagents - YouTube
Learn how to create minimalist agents with open models using Smolagents by Hugging Face.---🔗 *Links*- 🧑‍💻 Code from the video: https://github.com/huggingf...
·youtube.com·
Building Agents with Smolagents - YouTube
A Software Library with No Code
A Software Library with No Code
Provocative experiment from Drew Breunig, who designed a new library for time formatting ("3 hours ago" kind of thing) called "whenwords" that has no code at all, just a carefully …
·simonwillison.net·
A Software Library with No Code
ChrisWiles/claude-code-showcase: Comprehensive Claude Code project configuration example with hooks, skills, agents, commands, and GitHub Actions workflows
ChrisWiles/claude-code-showcase: Comprehensive Claude Code project configuration example with hooks, skills, agents, commands, and GitHub Actions workflows
Comprehensive Claude Code project configuration example with hooks, skills, agents, commands, and GitHub Actions workflows - ChrisWiles/claude-code-showcase
·github.com·
ChrisWiles/claude-code-showcase: Comprehensive Claude Code project configuration example with hooks, skills, agents, commands, and GitHub Actions workflows
8 plots that explain the state of open models
8 plots that explain the state of open models
Measuring the impact of Qwen, DeepSeek, Llama, GPT-OSS, Nemotron, and all of the new entrants to the ecosystem.
·interconnects.ai·
8 plots that explain the state of open models
A field guide to sandboxes for AI
A field guide to sandboxes for AI
This guide to the current sandboxing landscape by Luis Cardoso is comprehensive, dense and absolutely fantastic. He starts by differentiating between containers (which share the host kernel), microVMs (their own …
·simonwillison.net·
A field guide to sandboxes for AI
deta/surf: Personal AI Notebooks. Organize files & webpages and generate notes from them. Open source, local & open data, open model choice (incl. local).
deta/surf: Personal AI Notebooks. Organize files & webpages and generate notes from them. Open source, local & open data, open model choice (incl. local).

Deta Surf is an AI notebook that brings all your files and the web directly into your stream of thought.

It’s meant for simultaneous research and thinking that minimizes the grunt work: manually searching, opening windows & tabs, scrolling, copying and pasting into a document editor.

Surf is primarily built in Svelte, TypeScript and Rust, runs on MacOS, Windows & Linux, stores data locally in open formats, and is open source.

·github.com·
deta/surf: Personal AI Notebooks. Organize files & webpages and generate notes from them. Open source, local & open data, open model choice (incl. local).
Azure AI | Content Understanding Studio
Azure AI | Content Understanding Studio
Content Understanding builds on Document Intelligence and adds multimodal capabilities for text, images, audio, and video. Whether you’re building apps, automating workflows, or enabling AI-driven decision-making, these services help you unlock efficiency and intelligence.
·contentunderstanding.ai.azure.com·
Azure AI | Content Understanding Studio
How to Build AI Workflows with Claude Code (Even If You're Not Technical)
How to Build AI Workflows with Claude Code (Even If You're Not Technical)
Audio Version ($) My writing process used to be messy. I'd start with a brain dump of everything that was swirling in my head. Then I would try to structure it into an outline. But I often lost patience with that. So I'd just start writing. Then I'd realize I didn't know where I was going, so I'd stop and return to the outline. It was a bit of a tortured process as I went back and forth between writing and outlining. But now things look different. When I get stuck, I don't start writing. I a
·producttalk.org·
How to Build AI Workflows with Claude Code (Even If You're Not Technical)
We removed 80% of our agent’s tools - Vercel
We removed 80% of our agent’s tools - Vercel
We spent months building a sophisticated text-to-sql agent, but as it turns out, sometimes simpler is better. Giving it the ability to execute arbitrary bash commands outperformed everything we built. We call this a file system agent.
·vercel.com·
We removed 80% of our agent’s tools - Vercel
Toad is a unified experience for AI in the terminal
Toad is a unified experience for AI in the terminal
My startup for terminals wrapped up mid-2025 when the funding ran dry. So I don’t have money, but what I do have are a very particular set of skills. Skills I have acquired over a very long career convincing terminals they are actually GUIs.
·willmcgugan.github.io·
Toad is a unified experience for AI in the terminal