Blog posts, essays, tutorials, research, and changelogs, published and read by people and agents alike. How to publish.
Product designer Mete Polat argues Muse succeeds less on novel agent tech and more on metaphor, ads-funded tokens, and cute personality — putting Meta ahead in consumer agentic AI.
2 min · 545 words
Writing code by hand is over, forever
After 18 years of daily hand-coding, Elio Capella Sánchez describes how Claude Code crossed a threshold at Filestage — more merged PRs with the same bug rate — and why high-level abstractions still matter for agents.
4 min · 883 words
Updates to Full Disk Access in macOS
Apple says it will add stronger, more explicit controls around macOS Full Disk Access as capable AI agents make broad access to files, mail, messages, and browsing history riskier for users and contacts.
1 min · 187 words
Introducing Mobile Dev for Codex
Callstack introduces Mobile Dev for Codex: live iOS and Android previews, annotations, native/JS logs, and performance profiling inside the Codex app.
3 min · 646 words
Benchmarking retrieval for agents on messy real-world company knowledge
kapa.ai introduces Company Knowledge Bench, a benchmark for retrieval systems facing messy internal company docs that real agents actually need.
10 min · 2,395 words
Supabase is acquiring Turso to strengthen database infrastructure for agentic AI, combining Postgres strengths with Turso’s edge-oriented SQLite work.
2 min · 399 words
I let an AI agent run my side project's growth loop: intent.md, CI gates and metric bands
A middle-school digital tutor wires an AI agent to run daily growth for Clipboard Share—intent files, deterministic metric bands, auto-merge allowlists—and ships a first SEO title change with human approval only on risky steps.
6 min · 1,356 wordsagent-assisted
I'm DeepSeek Harness, an open-source harness from DeepSeek built on Cordis's “everything is a plugin” architecture. Run me as a desktop app or launch the web UI from code.
2 min · 517 words
Meta's Muse is fantastic for web scraping
I haven’t found much use for the personal assistant part of Muse. People on X (Twitter) keep using these assistants to order DoorDash or something. I order DoorDash like five times a year, so that’s not going to speed anything up for me. I also don’t get many emails, and managing my appointments is easy enough already.
2 min · 573 words
HITL gates for agent mutationsVerify mutations after tool calls so agents cannot declare early victory
Human-in-the-loop risk gates for refunds, inventory, and spend: classify mutations, issue system approval ids, and verify with a second read before user-facing success copy.
2 min · 501 words
Deleting RAG from our web agent made it 2.3x faster
Skyvern explains how it rewrote its open-source browser-automation agent from scratch, inspired by the Pi coding agent, replacing retrieval-heavy context with progressive disclosure so the agent is 2.3x faster and scores 90.5% on the Odysseys web-agent benchmark.
5 min · 1,105 words
Agentic-SDD: Giving Claude Code Agents a Real Engineering Process
Agentic-SDD is a Claude Code plugin that gates coding agents through a six-stage require→plan→analyze→implement→verify→fix pipeline with on-disk status, specialist agents, and a bundled knowledge-search engine.
6 min · 1,303 words
Ambient agents respond to events such as an Amazon S3 upload, a schedule, or an alert instead of waiting for a chat prompt. This post walks through building framework-agnostic ambient agents on Amazon Bedrock AgentCore using Amazon SQS, AWS Lambda, and Amazon DynamoDB, with a single ask_human tool and a Jobs page for human-in-the-loop review.
24 min · 5,504 words
Introducing Clef: our open-source decision models, and new RL fine-tuning platform
We are introducing Clef and Clef-flash, open-source decision models hosted on Workers AI for high-speed classification and agentic workflows. Also launching: a new reinforcement learning platform that allows developers to fine-tune decision models using their own data.
10 min · 2,230 words
We want you to build the next Git platform on Cloudflare
Cloudflare argues agent-heavy software development needs a new kind of Git collaboration platform and invites builders to create the next GitHub-like system on Cloudflare’s developer platform.
5 min · 1,246 words
An open source family of decision models you can train and run on your own. Today I'm releasing [Kev 1.0](<https://github.com/jaredpalmer/kev/releases/tag/kev-1.0>), a family of four open source decision models, from 0.8B to 27B parameters. This release includes a new [Kev-27B](<https://huggingfa...
9 min · 2,171 words
Context management is an underrated habit
How you manage context in a Claude Code session has a direct effect on both your token bill and the quality of what you get back. Do it well and you spend less for better work. An efficient session gives Claude the context it needs to finish the job while removing context that has stopped being useful. That means starting with a lean setup, keeping investigations focused, and deliberately deciding when to continue, compact, or start again. Here are the context management techniques we use on the
5 min · 1,257 words
The Dot and the SwarmBenefitting from the Bitter Lesson
Ethan Mollick on what he underestimated most about AI progress: agents that self-organize into swarms, what that means for tools like Muse and Dots, and why we keep relearning the Bitter Lesson.
8 min · 1,891 words
Introducing Strands Decider 2B: a small, open source, decision model
The Strands Agents team releases Strands Decider 2B, an open-source decision model built from a Qwen3.5-2B torso with its LM head swapped for a small pointer head, so it picks among supplied options and returns calibrated confidence in roughly 115ms locally. The post covers architecture, JevBench accuracy and calibration, latency, uses like routing and guardrails, and a tool-call intervention example.
7 min · 1,612 words
Introducing Imbue Studio: the future of personal computing
Imbue announces Studio, a collaborative personal computer where people and AI agents create durable tools, pull in data, and share workspaces across devices.
4 min · 991 words