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News
Wrought - For stopping your over-engineered codebases.
25+ min ago (194+ words) What It Does? Wrought enforces two principles on every coding task: Minimal Footprint - The smallest code that correctly solves the problem Verified Completeness - Nothing is reported done until checked. The Ladder Hierarchy Before writing ANY code, agents run through this…...
Building a TypeScript Code Radar: What an AST Reveals That Text Search Misses
24+ min ago (316+ words) Today I started experimenting with Tree-sitter. I had heard the name before, but I had never actually used it. My goal was simple: take a TypeScript file, parse it, and understand what Tree-sitter sees that a normal text search does…...
I built a dependency-driven scheduling engine entirely in Excel/VBA
25+ min ago (359+ words) Most Excel Gantt charts are not really project schedules. They can display tasks and dates, but the scheduling logic usually remains manual. If one activity moves, someone has to update every dependent task, redraw the chart and check whether the…...
Machine Learning Security Training for Government Agencies
48+ min ago (527+ words) A detection model that is 99.9 percent accurate will bury a federal SOC. That single fact should shape every machine learning course an agency buys, and most of them ignore it. Run the arithmetic that a vendor slide never shows: Twenty…...
Why CLAUDE.md Is Not Enough to Protect Your Architecture
47+ min ago (553+ words) Files such as CLAUDE.md and AGENTS.md are useful for explaining a project to coding agents. They can describe decisions like: The problem is that these are still instructions, not enforcement. An agent can understand a rule and still…...
HD-101 — The first pull request
38+ min ago (185+ words) Builds: nothing. Teaches: why the next six tickets exist. Add a feature to the helpdesk CLI. Don't push to main — open a pull request. The PR merged. Green tick, satisfying. And nothing had checked anything. There were no tests running, no…...
ISC BIND 9.18.42 Released: Major Milestone for DNS Security
44+ min ago (333+ words) Meta: ISC’s BIND 9.18.42 hit the open‑source stage on November 5, 2025, delivering a suite of security hardening, performance upgrades, and new protocol support. The release marks the latest checkpoint in the long‑running DNS server project, reinforcing its role as the…...
The “cool new stuff” trap
46+ min ago (955+ words) I did not start this project to make a point about AI. I started it because I had a boring, recurring problem. I have STL files that I want to turn back into editable CAD. Not “technically importable” CAD. Not…...
Facing State Management: "Truly" Understanding Provider in Flutter
38+ min ago (291+ words) At its core, Provider is like a radio station you set up in the middle of your app. Instead of passing data through complex paths between your pages (widgets), they just put on their headphones and listen directly to this…...
How I Built a Reliable LLM Pipeline for Ad Creative Evaluation (with Strict Pydantic Contracts)
35+ min ago (179+ words) Building a production LLM pipeline that evaluates ad creatives with strict Pydantic contracts, local inference, and binary compliance scoring. Tagged with python, llm, pydantic, ai....