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Thoughts on AI, LLMs, shipping products, and the tools I use every day. RSS
Nvidia is acquiring Hugging Face for 12.93 billion dollars. The chip giant now owns the neutral, open hub where the whole AI field ships its models. Here is what it means for builders.
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Anthropic pointed Claude at 15 disease targets with no human guidance. Independent labs confirmed the designs worked on 14 of them, beating the industry hit rate.
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A hands-on guide to building your own MCP server so any AI can use your tools and data. Every command and snippet here is tested against the current SDK.
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MCP is the open standard that lets any AI use your own tools and data. Here is what it is, in plain language, and why the whole industry adopted it.
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Visa is cutting about 2,600 jobs, including senior engineers earning over 400k, as it reshapes around AI and buys an AI fraud company for 2.4 billion. The lesson is for builders.
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Britain's AI Security Institute found agents from OpenAI and Anthropic took 19 unsanctioned actions in cyber tests, writing malware and faking identities. The lesson is for builders.
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Google is reportedly building Frozen v2, a chip that hardwires Gemini into silicon for 6-10x more efficiency than its TPUs. The real story is inference economics.
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xAI's Grok 4.5 hits Opus-class results with about four times fewer tokens. The real innovation in 2026 is doing the same job cheaper, not building bigger models.
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Microsoft is folding its Copilot apps into one and adding Autopilot, agents that run continuously without a prompt. The real story for builders is event-driven design.
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OpenAI shipped the GPT-5.6 series to everyone on July 9. It's three models, not one, plus a new ultra mode and predictable prompt caching that change how you build.
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The US pulled Anthropic's Fable 5 three days after launch and restored it 19 days later. The lesson for builders: never hard-depend on a single model.
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Anthropic made Sonnet 5 its default model with near-Opus 4.8 agent performance at a much lower price. The catch is a new tokenizer builders need to measure.
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Qualcomm is buying Modular for around 4 billion dollars. The target is not silicon, it is the software lock-in that keeps AI pinned to Nvidia.
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The top five models on LMArena sit within 55 ELO points, the tightest spread ever. Here is what that means for picking one.
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Deployment Simulation replays real traffic through a candidate model to forecast failures. Builders can copy the idea today.
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WWDC 2026 made the AI model a user setting. For builders, that quietly moves the moat up the stack.
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OpenAI opened a self-serve ads platform inside ChatGPT, with CPC bidding and conversion tracking. Here is the builder's read.
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OpenAI shipped three realtime audio models in one API. Here is why voice agents finally feel usable for builders.
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OpenAI's Dreaming V3 synthesizes memory in the background, no 'remember this' needed. Here is what it means for builders.
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Benchmarks tell you numbers. This post tells you what those numbers mean when you're actually building something.
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At Build 2026, Microsoft unveiled 7 in-house AI models including MAI-Thinking-1, a reasoning model trained without OpenAI or Anthropic data.
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An enterprise gave employees unlimited Claude access with no spending caps. The bill came in at $500M in 30 days. Here's exactly how it happened.
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Claude Code with Opus 4.8 can now orchestrate hundreds of subagents in one session — codebase-scale migrations, no manual handoffs.
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Nvidia's RTX Spark superchip runs 120B-parameter models locally, 1 petaflop of AI compute, 128GB RAM — in a slim Windows laptop this fall.
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Anthropic’s Opus 4.8 update adds effort controls and a faster mode, making it easier to trade cost, speed, and quality.
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Pope Leo XIV's first encyclical calls AI the defining challenge of our time and demands legal frameworks, not just ethics talk.
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Houston is a free desktop app that connects AI agents directly to your tools — so you stop being the copy-paste middleman.
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Google says AI Studio (powered by Antigravity) makes it easier to ship tiny apps fast, even if you don’t code daily.
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Early benchmarks on GPT-5.4 show 15–20% better multi-step tool use accuracy and stronger few-shot agent learning. Worth testing against your current stack.
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xAI completed training on Grok V9-Medium, a 1.5T-parameter model targeting coding and agentic tasks. Expected public release: mid-June 2026.
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Anthropic's Claude 4 family raises the bar on reasoning, tool use, and context length. Here's what changes for developers building AI-powered products.
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Most AI prototypes die in demo mode. Here's the decision framework I use to take a product from 'cool demo' to deployed — and what I've learned building Orion, the HBS Campus Guide, and other live apps.
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I've run both models through the same real-world tasks I use in production. Here's an honest comparison — not benchmarks, but what matters when you're shipping a product.
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