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When Anthropic shipped Claude Fable, the obvious question was: does the new tier beat everything else on hard engineering work? We didn't want a benchmark score or a vibe check. We wanted a principal-engineer audit of a real production monorepo — with file:line evidence, severity labels, and an exec
We run 9 AI agents on 2 CPU cores to operate a real gym. Here's the architecture in 4 tweets. Layer 1: Momo (Scene Layer) Two products: Saros (B2B store OS) and Melody (B2C metabolic coach). 99% of operations are AI-autonomous. Humans handle the 1% that needs intuition. Layer 2: KinTwin (Technology
Book: Decoupled PHP — Clean and Hexagonal Architecture for Applications That Outlive the Framework Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other
7 Days, 0 Stars — The Honest Open Source Launch Diary Tags: opensource, startup, honesty, buildinpublic We published our code. Shared our architecture. Wrote the docs. Seven days later: zero new GitHub stars. This is the diary of that week — not the version you'd pitch to investors, but the one that
We Nearly Published "140+ GitHub Stars." The Real Number Was 5. Here's How We Caught It. Tags: opensource, devops, transparency, buildinpublic We drafted a README update. In the data section, we wrote: "140+ GitHub Stars" The real number, verified across all 12 repositories: 5. This data error was c
A lot of MVPs fail quietly. Not because the code is bad. They fail because the MVP does not tell the team anything useful. The product launches, a few users try it, some people say it looks interesting, and then nothing happens. No clear signal. That is a problem. An MVP is not just a smaller versio
What AI & Data @Scale 2026 Revealed A couple of weeks ago at Meta's AI & Data @Scale 2026, Boris Cherny, Head of Claude Code at Anthropic, mentioned he hasn't written a single line of code manually in eight months. Every commit generated by Claude Code, the very system he leads. That's how paradigm
Book: Decoupled PHP — Clean and Hexagonal Architecture for Applications That Outlive the Framework Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other
Founders often want their MVP to be scalable from day one. They want automation. That sounds professional, but it can also be a trap. Some of the best MVPs start with manual work behind the scenes. The user gets value. And that is okay. A manual MVP is not the same as pretending to have a product. I
An investigation agent flagged "the license API PHP returns Japanese-hardcoded messages" and we sat down to fix it. But something felt off the moment we opened the file — the version running on the production server didn't match the latest commit in the local repo. Stranger still, production had mor
A JWT isn't just JSON you can inspect. It's a live bearer token. Here's a safer way to decode one. A few days ago I was reviewing a bug with a teammate. They wanted to see what was inside an access token, so they copied it into the first JWT decoder Google returned. It wasn't a dummy token. It was a
Structured output broke on us three times. The third time taught us what "operator-ready" means. Last quarter we shipped a contract-extraction agent to an enterprise legal team. Schema validation passing at 97%. Human reviewers satisfied with the output quality in testing. Rollout went smoothly. The
Analysts are divided on Bitcoin's next move, but there's some hope at last. Meanwhile, SharpLink has resumed buying Ether after an eight-week pause, and other market news.
Bitcoin bulls may make a run on $70,000 after weak US jobs data eased rate hike fears and capital looks to rotate into BTC and gold.
OpenAI Group PBC has reportedly floated the idea of giving a 5% stake to the U.S. government. Sources told the Financial Times today that the ChatGPT developer’s executives made the suggestion during talks with Trump administration officials. According to the report, the discussions are at an early
Google LLC has disrupted NetNut, one of the largest residential proxy networks in operation, degrading a service that had turned more than 2 million home devices worldwide into relays for other people’s internet traffic. The action was carried out in coordination with the U.S. Federal Bureau of Inve
Japanese technology conglomerate Softbank Group Corp. and its telecommunications subsidiary SoftBank Corp. are planning to launch a new neocloud business in the U.S. that will rent access to artificial intelligence chips to hyperscalers and other businesses in need of compute resources. The company
Pocket is listed in app stores but seemingly unavailable in the US.
True Anomaly and Rocket Lab are performing Top Gun-style satellite fly-bys for the U.S. military.
If you're going to apply for Startup Battlefield Australia, now is the time. Applications close July 6, and once the deadline passes, the opportunity is gone.
