Archive
All notes, analyses, and explainers published so far.
OpenAI revealed Codex has 5 million weekly active users, with knowledge workers growing three times faster than developers. Walmart capped its internal AI assistant tokens due to excessive demand. GitHub Copilot moved to usage-based billing. Enterprise AI is exploding — and companies are starting to feel the costs.
Anthropic revealed that Claude already authorizes more than 80% of production code. OpenCode reached 7.5 million monthly developers. MiniMax M3 arrived with 1M context and sparse attention. Coding agents have gone from experiment to infrastructure.
SWE-bench is no longer reliable. Models "cheat" by accessing git history. Scores with optimized scaffolding don't reflect real capability. A practical guide to understanding coding agent benchmarks without being fooled by the numbers.
GitGuardian reported 28.65 million hardcoded secrets on GitHub in 2025. Claude Code doubles the leak rate. npm packages shipped with live credentials. The security problem that comes with coding agents and how to mitigate it.
NVIDIA launched Nemotron 3 Ultra, an open model with 550B parameters optimized for autonomous agents. PewDiePie launched Odysseus, a self-hosted AI workspace that exploded on GitHub. Two sides of the same movement toward open and local AI.
Sandcastle, Minimax Agent Teams, Claude Code Teams, and six frameworks compete for the same problem: how to get multiple AI agents working together without tripping over each other. A tour of architectures, costs, and pitfalls of multi-agent orchestration.
Between April and June 2026, China launched a wave of language models designed for a single mission: agentic coding. GLM-5.1, Qwen3.7-Max, Kimi K2.6, MiniMax M3, MiMo-V2.5-Pro, DeepSeek V4 Pro, and V4 Flash directly compete with Claude Opus 4.8 on the benchmarks that matter most for autonomous software development. This comparison analyzes them one by one, with data updated to June 2026.
On June 1, 2026, Alibaba launched Qwen 3.7 Plus, and suddenly the conversation about which model to use for agentic coding was completely reordered.
Throughout 2023 and 2024, the AI industry sold you on the idea that you could have unlimited access to the most advanced models for a flat fee. It was a lie, of course — but it worked.
Anthropic just made history — though it's history being written at a pace that's hard to absorb. On May 28, 2026, the company announced a Series H round of $65 billion at a $965 billion valuation.
On May 28, 2026, just six weeks after Opus 4.7, Anthropic launched Claude Opus 4.8 with an unusual pitch for an AI lab in the heat of commercial competition: instead of boasting about new capabilities, the company announced that its flag...
In January 2025, DeepSeek published a paper that shook the foundations of the AI industry.
On May 31, 2026 at 15:59 UTC, the 75% discount promotion on DeepSeek V4 Pro expired. Prices were supposed to return to original levels. But they did not.
On March 20, 2026, at the Huawei China Partner Conference in Shenzhen, the company unveiled its most ambitious challenge yet to Nvidia's dominance in the AI accelerator market.
On May 31, 2026, during GTC Taipei at COMPUTEX, NVIDIA unveiled Cosmos 3, a model that promises to change how robots and autonomous vehicles understand the world.
There are AI models that are good at everything and masters of nothing. And then there's Qwen 3.7 Max, which is an astonishing programmer and, according to those who've thoroughly tested it, one of the worst creative writers out there.
For nearly a year, Chinese companies were buying the most advanced AI processors on the planet without a license. The revolving door was right in their own overseas subsidiaries, and nobody in Washington bothered to close it — until now.
Use the same model, the same base prompt, the same tools. One team builds a chatbot that answers questions one after another without remembering anything from the previous exchange.
The AI coding agent market is on fire. Five players are battling for the same space. And now SpaceX — Elon Musk's rocket company — holds an option to buy Cursor for 60 billion dollars.
In the last week of May 2026, three of the most influential figures in artificial intelligence did something tech CEOs rarely do: admit publicly they were wrong.
Anthropic launched Claude Opus 4.8 on May 28, 2026, and while it is not a generational leap, the move says a lot about where the industry is heading.
When you chat with ChatGPT or any other large language model, the experience is so fluid that it is almost impossible not to attribute some kind of intelligence to it.
On May 28, 2026, Nous Research published the largest update in Hermes Agent's history. The release, dubbed "Velocity," integrated more than 285 pull requests from nearly 200 contributors in just 12 days.
If you've ever wondered what's inside the "black box" of machine learning, the answer is less mysterious than it seems. Machine learning is not a single spell, but a workshop full of tools, each one designed for a different kind of problem.
Imagine a musician who has just received an instrument they've never played. Their first attempts will sound bad, almost random.
