Software Factory Agent Instruction
A developer built a headless agent that polls Basecamp for @mentions on cards, hands the card thread to Claude CLI for processing, and marks notifications as read. The agent runs locally via a systemd…
A developer built a headless agent that polls Basecamp for @mentions on cards, hands the card thread to Claude CLI for processing, and marks notifications as read. The agent runs locally via a systemd…
OpenCode AI released a security-focused configuration that denies read access to sensitive files like .env, node_modules, build artifacts, and cache directories, and requires user approval before exec…
A developer published a shell script to fix an infinite spinner bug in the VS Code Codex panel caused by corrupted webview state. The script resets Local Storage and Session Storage directories, which…
CapCut Pro 2026, an AI-powered video editing application, offers multi-track editing, advanced keyframing, auto captions, AI background removal, motion tracking, cinematic effects, premium transitions…
A developer published a plain-English guide to transformer architecture, explaining how large language models like GPT-4, Claude, Gemini, and Llama process text from tokenization to autoregressive gen…
A developer known as @jlee.mov shared a folder structure for a 'second brain' vault designed to let AI assistants like Claude navigate a business's notes by lifecycle stage. The system uses numbered f…
A developer outlines a strict coding manifesto for agentic coding, emphasizing modularization, zero pleasantries, direct answers, and terse output. The rules prioritize reuse, simplicity, security, an…
A developer retiring from a project built a complete skill library under `.claude/skills/` to enable junior and mid-level engineers, as well as smaller AI models, to debug, extend, validate, and advan…
Fable has implemented a model routing system in its CLAUDE.md file that prioritizes intelligence and taste over cost. The system delegates bulk mechanical work to gpt-5.5 via Codex CLI, while user-fac…
A developer distinguishes three layers of the AI agent stack through open-source projects: Pi as an agent kernel and toolkit, Goose as a local agent workbench, and OpenCode as a coding-first software-…
A developer has implemented an automated loop that runs every two hours to improve code quality across backend applications. The system resets to the dev branch, pulls latest changes, builds, and then…
A developer ran an agentic method-search loop across 6 production repositories, spending under $22 on 36 cycles to inventory missing architectural extension points for recent AI methods. The tool, pac…
A developer created a middle manager agent for an autonomous software factory that orchestrates Devin coding sessions, manages an issue tracker, and communicates via Slack. The agent operates continuo…
Hermes Desktop for Windows now offers a zero-knowledge onboarding tool that lets users manage cloud servers without Linux expertise. The tool generates a CMD file that, when double-clicked, collects s…
A developer built an adversarial multi-agent code review pipeline that uses a squad of AI agents with independent lenses, a disprove-first verification step, and a second hostile pass over fixed code …
Fable, a senior decision-making AI agent, is designed to preserve premium reasoning for high-value tasks such as intent understanding, architecture, decomposition, tradeoffs, final review, and synthes…
An engineer published a set of testing rules for AI agents, emphasizing behavior-driven testing, clear separation of happy path, edge, error, and non-goal scenarios, and strict guidelines for mocking …
FastContext, a local 4B-RL explorer running via Ollama, was tested as an MCP tool for Claude Code on four hard git queries against the git codebase. The tool returned thin or drifting results on a rec…
Hostinger released a tutorial for its Hermes Agent, an AI-powered DevOps tool that automates deployment monitoring, pull request reviews, and cloud infrastructure management. The tutorial includes Doc…
A developer created a zsh function for agterm that enables per-tab Claude Code session persistence across terminal restarts. The solution uses the tab's unique AGTERM_SESSION_ID as the conversation id…