Tools5 min read
Microsoft launched Decision-1 on October 9, post-trained from Alibaba's Qwen3.5-9B, that returns probability scores for a fixed option set rather than generating text. At $0.042/M input with output tokens free and 35× faster than GPT-6 Sol at P50 latency, it reframes what the routing layer of an AI system should look like.
Field note3 min read
Nine offline audio runs completed. The eight warm runs reached first generated audio at a median of 2.9 seconds, before playback or telephony.
Field note3 min read
Sixty answers from one AnythingLLM configuration revealed repeatable failures, including a user message that overrode the real cancellation policy.
Field note2 min read
A signed-in extension found an existing HeyGen output. That proves a useful task worked; it does not establish cheaper browser automation.
Field note2 min read
Six matched pairs gave the existing setup five wins. Here is how the blind review worked and why we are skipping this particular extra checklist.
Field note3 min read
Sam accepted 11 of 15 generic backgrounds. The paid comparison is unfinished, and the access terms keep this out of our automated pipeline.
Field note3 min read
A bonus field-notes series on image generation, design prompts, browser automation, website-grounded answers and voice latency. Small tests, specific decisions, and the gaps still open.
Repo test4 min read
A disposable PostgreSQL database, synthetic records, and two read-only setups. The rows stayed unchanged, but a batch’s outer success flag did not tell the whole story.
Repo test4 min read
One Shossip guide page, a clearer starting point, and a coverage note that moved from 2.59:1 to 7.35:1 contrast. A design case study with the before and after.
Repo test4 min read
A paired coding experiment produced a smaller diff and the same passing tests. The cost result is why we are keeping the verdict open.
Tools6 min read
Sierra and Meta announced the Personal Agent Protocol on October 6 — an open, OAuth-based standard for how AI agents authenticate with businesses when acting for users. Stripe, Shopify, and Walmart are participating. The v0.1 spec is due later this month. Until it ships, what you have is a coalition with the right players and a governance gap.
Tools5 min read
Anthropic and HHMI Janelia released a research preview of the Model Hardware Standard on August 27 — a shared specification enabling AI agents to control lab equipment like microscopes, liquid handlers, and robotic arms via MCP. Integration that previously took weeks now takes hours. Partners include Genentech, Carnegie Mellon, and Danaher. The spec is open-source-bound after safety evaluations.
Tools7 min read
OpenAI put the internal machinery that runs its own coding agents behind a public API on September 10. Any developer with an API key can now point a session at GPT-6 Astra, hand it a task, and let it run against nine partner sandbox providers. The fee structure is explicit: model tokens, tool calls, and container session time — no bundled plan, no coordinator layer you can't see.
Tools7 min read
Anthropic relaunched Claude Code Projects on September 17 with a coordinator that divides your development goals across parallel cloud sessions. Each thread gets its own git branch, runs after you close your laptop, and draws from your existing plan credits. Here's what changed and what it costs.
Tools7 min read
On September 15, Cloudflare switches every proxied site to new three-tier AI crawler defaults: Search allowed, Training and Agent blocked. Builders who haven't configured their settings will see behavior change automatically — whether or not those defaults match what they want.
Tools5 min read
OpenAI shared first benchmark results for Jalapeño at Hot Chips 2026: 1.5–1.9x more throughput per watt and 1.7–3.6x lower latency than Nvidia GB300. The chip runs at 700W versus roughly 1,400W for Nvidia's flagship. Mass deployment comes in 2027, but the direction of API pricing is already set.
Tools6 min read
Google donated A2A to the Linux Foundation's Agentic AI Foundation on August 20, 2026, placing it alongside Anthropic's MCP under the same neutral umbrella. With 250+ organizations signed on and the two foundational agent protocols now sharing governance, the open-standards bet for agentic AI just got a lot more credible.
Tools5 min read
Cursor launched Origin on August 18 — a code-hosting platform with repos, pull requests, code review, and GitHub sync. It's the first major product since SpaceX closed its $60B acquisition five weeks ago. It launched the same day GitHub hit a 20% error rate. The product is early. The thesis behind it isn't.