Reasons from impedance Z=p/u, Helmholtz number kL regime, and the sonar equation SL-TL-NL+DI+PG through impedance tubes (ISO 10534), anechoic and reverberation rooms, laser vibrometry, and k-Wave/COMSOL simulation while treating edge diffraction inflating absorption above one, near-field versus far-field confusion…
Reasons from separating problem, model, and cost model (comparison, word-RAM, arithmetic, online) through exchange/matroid greedy proofs, subproblem-DAG dynamic programming, max-flow min-cut and Goemans–Williamson primal-dual rounding, Karp–Rabin fingerprinting, competitive ratio and Yao's principle, PTAS/FPTAS…
Self-host open-source apps on your own cloud, your own VPS, your own Kubernetes cluster, a PaaS, or your own laptop. Chat-friendly interface to existing tools (aws, az, hcloud, doctl, gcloud, flyctl, kubectl, helm, podman, docker, lume, tailscale, terraform, cdk, ssh, gh) — Claude runs every command; you only answer…
Analyze and enforce best practices for AI coding agent projects. Assess codebase readiness across 8 pillars with /readiness, then scaffold enforcement with /setup: TDD, secret scanning, file size limits, auto-generated docs, and git hooks.
Generate high-quality unit tests. Analyzes code, produces a reviewable Given-When-Then test case list, then writes the tests and verifies they compile and pass. Java support covers JUnit 5, Mockito, and AssertJ.
Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions, and define verifiable success criteria.
Persistent memory for coding agents: a hot cache injected every session and held under three size caps, per-session handoffs, and agent-audited promotion into knowledge articles and rules. Carries the builder's layers too — executor/recon/idea-validator agents, session review, second opinion, agent QA and a system…
Set up and maintain your repo's AI context — AGENTS.md, memory, vocabulary, ADRs — and run reviews that leave recorded verdicts. One shared workspace for Claude Code, Cursor, and Codex.
Rewrites or audits text so it reads plainly: answer first, no preamble, no hype adjectives, sentences short enough to read once. Applies a named ruleset plus ASD-STE100 Simplified Technical English.
Classify your GitHub starred repositories into semantic categories and sync them to GitHub Lists, using Claude's reasoning instead of static keyword rules.