A developer tested the Bonsai-27B model on a single RTX 3090 using a Q4_K_M GGUF quant from prism-ml, achieving ~28 tok/s at 4K context and ~19 tok/s at 16K. The model excelled at structured extractio…
A developer building a memory layer for AI assistants discovered that the system required six layers, each solving a failure of the previous approach. The final architecture includes a decision engine…
A senior software engineer and tech lead, writing as The Level 5 Engineer, outlines a structured framework for reviewing AI skills before stress testing. The framework, inspired by Dan Shapiro and Nat…
AI-generated code creates a legal gap where developers may not own the code but remain liable for bugs. U.S. copyright law requires human authorship, as affirmed in Thaler v. Perlmutter, and the Copyr…
Radial provides a durable issue tracker that Claude Code sub-agents can read and write to, preventing context amnesia when sessions reset. The tool ships a CLI, REST API, and MCP server, allowing agen…
Ayomide, a third-year CS student in Edmonton, built Pingoni, a drop-in API monitoring tool for small Node and Python teams, from his dorm room. After seven months of development, Pingoni has zero MRR,…
A developer created 'fable-mode,' a behavioral overlay skill file for AI coding agents like Claude Code and Codex that enforces rigorous verification and disciplined action. The skill prevents agents …
A developer has built Radar, an open-source, self-hosted media intelligence and social listening platform. The platform uses free public RSS and Atom feeds and is AI-agnostic, allowing users to choose…
A developer ran a cross-vendor audit on ten queued blog posts, using a different model (Gemini 3.1 Pro High) to review content written and previously reviewed by a single model family. The audit found…
Turva.dev published a guide on how to get a website cited by AI assistants like ChatGPT, Perplexity, Claude, and Gemini. The guide outlines requirements including prerendered content, JSON-LD structur…
A developer explores practical engineering concepts for building production-ready AI features in Next.js, moving beyond simple chatbot demos to address reliability, security, scalability, and cost-eff…
A developer built an eight-agent AI company to produce 60-second videos, but the system required 298 tickets to generate 62 videos, revealing that shared storage is not shared context. The developer f…
A developer describes building a 'verification ladder' system to catch failures in AI-assisted coding workflows, after Claude AI endorsed fabricated statistics and test suites that never failed. The s…
A developer has built Zamin, a scripting language with a Rust-based bytecode VM and GPU-accelerated machine learning. The language compiles to bytecode, features a register-based VM, and includes a ma…
A developer shipped a security rule for mcpscan, a static scanner for MCP configs and GitHub Actions workflows, that only caught half of a privileged CI token reuse vulnerability. The rule, MCP019 in …
A developer built a DLP Alert Triage Agent that uses autonomous memory to learn from every analyst click, reducing reliance on expensive LLM pipelines. The system caches past verdicts in human-readabl…
Rafael Pierre built a Python toolchain designed for the agentic engineering era, aiming to eliminate waiting times for pre-commit hooks. The toolchain automates code quality checks and streamlines the…
A developer argues that AI agent memory should be structured like a book's table of contents, using hierarchical directories and README indexes to help agents find relevant documents quickly. The appr…
A developer built DevKits, a single site with 31 developer tools that all run 100% in the browser with no uploads, accounts, or tracking. The project uses Next.js 15 with SSG, TypeScript, and Tailwind…
GitHub has evolved beyond software development into a platform used across medicine, chemistry, religious studies, physics, and biology. Researchers share code for drug discovery, molecular modeling, …