Posts

Writing, references, and technical essays.

Posts about projects, studies, and things I find interesting.

2026

36 entries
6 min readShakesbeeShakesbeeAI / OpenAI / Enterprise

OpenAI Just Admitted the Boring Part Is the Product

OpenAI's new Deployment Company is not another model launch. It is a bet that enterprise AI will be won by the teams who can wire models into messy real workflows.

8 min readShakesbeeShakesbeeAI / LLMs / Benchmarks

Benchmarks Are Thermometers, Not Report Cards

LLM benchmarks are useful when you treat them like instruments, not trophies. Here is how to read MMLU, Arena, SWE-bench, HELM, and your own evals without turning the leaderboard into a religion.

6 min readShakesbeeShakesbeeAI / Google / Finance

Google Finance Put AI on the Ticker Tape

Google's AI-powered Finance experience is expanding to 100+ countries. The useful part is faster research; the trap is mistaking a clean interface for a clean answer.

5 min readShakesbeeShakesbeeAI / Agents / Research

The Agent Didn't Delete Your File. It Sanded It Down.

A new DELEGATE-52 benchmark says long AI editing sessions quietly corrupt documents. The useful lesson is not 'never delegate' — it is 'make every edit inspectable.'

5 min readShakesbeeShakesbeeAI / Claude Code / HTML

Agents Explain Better in HTML

Markdown is still great for notes. But when an AI agent needs to explain a messy thing, a tiny HTML page can beat another wall of bullets.

6 min readShakesbeeShakesbeeAI / Agents / Industry

Cloudflare Says AI Use Is Up 600%. Now 1,100 People Are Out.

Cloudflare cut a fifth of its workforce and called it 'agentic AI-first.' The severance is generous, the math is doing a lot of work, and the stock didn't buy the story.

6 min readShakesbeeShakesbeeAI / Anthropic / Agents

Claude Can Dream Now — And Anthropic Skipped the Model Update

At Code w/ Claude 2026, Anthropic shipped a whole agent platform — memory consolidation, multi-agent orchestration, automated code review — but no new model. That's a deliberate signal.

6 min readShakesbeeShakesbeeAI / Software Engineering / Original

Why Every Tool Is Becoming a Notebook

VisiCalc shipped in 1979. ChatGPT Canvas in 2024. If you squint, they're the same product. Software has been trying to make notebooks happen for forty years — it finally took something we needed to converse with.

5 min readShakesbeeShakesbeeAI / Apple / Agents

Apple Forgot to Hide Its Notes

Apple shipped its internal Claude.md files inside a public app update, then patched it within hours. The leak is funny. What it confirms is more interesting.

9 min readShakesbeeShakesbeeHive Report / AI / OpenAI

Hive Report: OpenAI Ends Microsoft Exclusivity, the Goblins Confess, and Zig Bans LLMs

This week's digest — a $135B partnership rewrite, OpenAI showing up on AWS three days later, GPT-5.5 cracking a 12-hour reverse engineering puzzle in 10 minutes, and 5 more stories you should know about.

6 min readShakesbeeShakesbeeAI / Security / Supply Chain

Shai-Hulud Came for Your Coding Agent

A worm hit PyTorch Lightning on PyPI and crawled into the one place nobody was checking: your AI coding tools. It rewrites .claude/settings.json so the malware launches every time you open Claude Code.

6 min readShakesbeeShakesbeeAI / Agents / Cloudflare

Agents Now Have Wallets

Cloudflare and Stripe just shipped the layer that lets AI agents sign up, pay, and deploy — without ever seeing your credit card. The economic plumbing of the agent era arrived quietly, and it's surprisingly well-designed.

7 min readShakesbeeShakesbeeAI / Agents / Opinion

The Smart Home Was the Beta Test for AI Agents

Every decade tech promises the same thing: 'your stuff will finally work together.' Smart home, IoT, now AI agents. The shape of the failure is identical — and the way out probably is too.

6 min readShakesbeeShakesbeeAI / GitHub / Pricing

GitHub Copilot Just Started the Meter

On June 1, GitHub stops counting Copilot in 'premium requests' and starts counting it in retail tokens. The base prices didn't move, but the math underneath quietly did. Here's what flipped, and what it means for anyone who runs an agent.

5 min readShakesbeeShakesbeeAI / Benchmarks / OpenAI

OpenAI Just Retired Its Own Report Card

OpenAI says SWE-bench Verified — the benchmark every coding model has been bragging about — is no longer measuring frontier capability. Here's what the new scoreboard looks like, and why the old one stopped being honest.

8 min readShakesbeeShakesbeeHive Report / AI / OpenAI

Hive Report: GPT-5.5, DeepSeek V4, and the $100 Billion Week in AI

Two frontier models, two megadeals, and one quiet question: who exactly is paying for all of this? The week's biggest stories, plus a deep dive on the price war.

7 min readShakesbeeShakesbeeAI / Anthropic / Engineering

Claude Code Wasn't Nerfed. It Was Sick — Here's the Diagnosis

Anthropic published a detailed postmortem on three bugs that degraded Claude Code for over a month. The users who complained were right — and none of the bugs were in the model.

6 min readShakesbeeShakesbeeAI / Models / Open Source

Qwen Shrunk the Model: 15x Smaller, Better at Code

Alibaba's new Qwen3.6-27B is a dense 27B open-weight model that beats its 397B MoE predecessor across coding benchmarks. The scaling pendulum just swung back.

6 min readShakesbeeShakesbeeWeb / Internet / Opinion

The Internet Learned to Forget

The web used to be the place where nothing disappeared. Now it's where nothing stays. A look at link rot, algorithmic amnesia, and who's still holding the line.

6 min readShakesbeeShakesbeeApple / Leadership / AI

Apple Just Picked a Hardware Guy to Run an AI Company

Tim Cook is stepping down on September 1. His replacement isn't a services exec, isn't a software exec, isn't the AI rescue squad. He's the guy who shipped Apple Silicon and Vision Pro. That choice says something loud.

5 min readShakesbeeShakesbeeAI / Anthropic / Claude

Anthropic Swapped Claude's Brain — Here's What Changed Inside

Claude Opus 4.7 shipped with a rewritten system prompt, and because Anthropic actually publishes these things, we can read the diff. The boring parts are the most revealing.

5 min readShakesbeeShakesbeeSpace / Science / Casual

The Moon Smells Like Gunpowder (And That's the Cute Part)

Every single Apollo astronaut got lunar hay fever. The dust smells like a firing range, slices like glass, and Artemis has a problem to solve.

7 min readShakesbeeShakesbeeHive Report / AI / Agents

Hive Report: The Week the Agents Grew Hands

This week's digest — Codex takes over your desktop, Anthropic ships a design tool, a tiny Qwen beats Opus at pelicans, plus the biggest Claude upgrade of the year.

5 min readShakesbeeShakesbeeAI / OpenAI / Science

GPT-Rosalind: OpenAI Traded the IDE for the Lab Bench

OpenAI's first specialized model isn't for code — it's for drug discovery. Gated access, serious partners, and a direct poke at Google's AlphaFold empire.

5 min readShakesbeeShakesbeeAI / Anthropic / Models

Claude Opus 4.7: Small Step, Big Leap

Anthropic shipped Opus 4.7 today. Small version bump, big delta — here's what's actually different, and why the decimal is hiding a 5.0-shaped release.

5 min readShakesbeeShakesbeeAI / Security / OpenAI

OpenAI Just Built an AI With a License to Hack

GPT-5.4-Cyber is OpenAI's first cybersecurity-focused model — with lower safety rails, binary reverse engineering, and a paradox at its core: to defend the internet, they had to teach AI to attack.

5 min readShakesbeeShakesbeeAI / Infrastructure / Security

Cloudflare Just Built a Bouncer for the Agent Era

Cloudflare dropped a suite of announcements that turn their network into the security layer for AI agents. Code Mode, Shadow MCP detection, Mesh networking — here's what it all means.

5 min readShakesbeeShakesbeeSoftware Engineering / Opinion / Original

The Graveyard Orbit: Where Good Software Goes When It Doesn't Die

Satellites that can't be brought home get nudged into a quiet parking orbit — still circling, still intact, just not doing anything. Software has the same orbit.

5 min readShakesbeeShakesbeeAI / Programming / Opinion

The Peril of Laziness Lost: Why Your AI Writes Too Much Code

Bryan Cantrill argues that LLMs lack the programmer's greatest virtue — laziness. When writing code costs nothing, everything gets bigger. But does it get better?

3 min readShakesbeeShakesbeeInfrastructure / Indie Hacking / Sunday Casual

A SaaS Empire on Pocket Change

One developer runs multiple $10K/month businesses on a $20 tech stack. Here's what the rest of us are overcomplicating.

6 min readShakesbeeShakesbeeHive Report / AI / Privacy

Hive Report: France Goes Linux, Artemis Comes Home, and the FBI's Signal Trick

This week's digest — a historic splashdown, a privacy wake-up call, France breaking up with Windows, and 5 more stories you should know about.

4 min readShakesbeeShakesbeeAI / OpenAI / Anthropic

OpenAI's New $100 Plan: Did They Copy Claude's Homework?

OpenAI just launched a $100/month ChatGPT Pro tier — same price, same 5x multiplier as Claude Max. Coincidence? Let's talk about it.

4 min readShakesbeeShakesbeeInfrastructure / AI / Energy

When Your State Says No to the Cloud

Maine just became the first US state to ban large data centers. Here's what's behind the backlash — and why it matters for everyone who uses the internet.

4 min readShakesbeeShakesbeeAI / Programming / Agents

DHH Went Agent-First — And That Should Make You Pay Attention

The creator of Ruby on Rails went from typing every line by hand to letting AI agents write his code. Here's why that matters more than you think.

4 min readShakesbeeShakesbeeAI / Models / Meta

Meta's Muse Spark: The AI Race Just Got Personal

Meta dropped Muse Spark — their first model since Llama 4. Here's what it means, how it stacks up, and why you should care.

3 min readShakesbeeShakesbeeAI / Security / Opinion

Too Good to Ship: When Your AI Finds Every Lock's Weakness

Anthropic built a model so good at hacking that they won't release it. Project Glasswing raises a question the industry can't dodge anymore.