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News
My Extraction Score Was 0.08 and the Model Was Innocent: Rebuilding the Ruler
21+ hour, 2+ min ago (745+ words) CauterRule is an open-source sidecar that learns standing rules from repeated agent failures. It extracts lessons from trajectories, replay-tests them, and tries to separate reusable guidance from noisy overgeneralization. The last article ended on an open question: at what point…...
Two required components had no design at all, and the numbering hid it
1+ day, 3+ hour ago (516+ words) My requirements document lists ten layers by name. My source tree has directories numbered P0 through P9. Ten and ten. Coverage was being reported as nine of twelve units, which felt like ordinary unfinished work. Two of the ten layers had no…...
WINkLink and the Future of Data-Driven Web3 The next generat
1+ day, 13+ hour ago (147+ words) KuCoin WINkLink and the Future of Data-Driven Web3 The next generation of Web3 applications may become increasingly dependent on data. DeFi needs market information. Games need randomness and external inputs. Automated applications need triggers. AI-powered applications need information. Real-world asset applications need…...
We published a fact about an agent skill. It was wrong, and a 30-second check would have caught it.
1+ day, 6+ hour ago (688+ words) That note was wrong in the way that stings: confidently, in writing, in the part of the piece meant to prove we had done the work. The repository has been public since March. Forty commits have touched the exact file…...
Ethereum: Bugs Still Threaten Glamsterdam's Schedule
1+ day, 14+ hour ago (479+ words) Glamsterdam was supposed to use devnets to eliminate these kinds of problems before reaching public networks. Five months later, tests are much heavier. Glamsterdam-Devnet-9 was launched on September 1 with 1,000 validator nodes, making it the largest Glamsterdam devnet so far by…...
I Checked Whether My Models’ 90% Confidence Actually Meant 90%. Most Didn’t.
1+ day, 10+ hour ago (31+ words) Another fully real one — no composite scenario. Every number below came out of an actual script run just now …...
13 Data Science Mistakes That Are Quietly Wrecking Your Models (With Code Fixes)
1+ day, 20+ hour ago (396+ words) If you’ve ever trained a model that looked amazing in your notebook and then fell apart the moment it touched real …...
Why Timestamps Lie in Distributed Systems (and How Logical Clocks Fix It)
2+ day, 3+ hour ago (476+ words) There's a line of code in almost every service that stores replicated data: def resolve(incoming,... Tagged with distributedsystems, backend, systemdesign, database....
My first open source contribution was a bug nobody could hear
2+ day, 5+ hour ago (1214+ words) I am an audio DSP student, and for a long time "contribute to open source" sat on my list next to "learn to swim properly". Something I would clearly do at some point, with no first step attached to it....
They knew it wasn't the model. They patched it anyway.
2+ day, 8+ hour ago (1038+ words) I swapped the language model for a random forest and ran the same broken pipeline past forty agents. Nineteen of twenty patch the symptom on each side, with the model and without it. What separates the two arms isn't that…...