Writing, building, thinking.

Paste a raw Slack incident thread, get a complete Post-Incident Review. A 4-agent pipeline — Extractor, Analyst, Writer, Verifier — that reconstructs timelines, identifies root causes, and checks its own output for hallucinations.

Record your answer to a TPM interview question and get an instant scorecard: WPM, filler words, CART structure, sentence flow, and an AI critique that tells you whether your answer sounds senior.

Trace a complete identity-provider transaction through request validation, session resolution, policy evaluation, claim minimization, and session governance.

Load a CI test suite's run history and instantly see which tests are actually lying to you. A real inconsistency-scoring algorithm — entropy plus transition rate, confidence-weighted by sample size — ranks every test by flakiness, then a one-click quarantine toggle shows what the worst offenders were doing to your real pass rate.

A neural network that trains and runs entirely in your browser via TensorFlow.js, learning to spot and redact API keys, tokens, and connection strings before they ever leave the client. Teach it a new secret pattern live and watch it generalize — zero network calls, zero server logs.

Benchmarks Transformers.js v3 running client-side via WebAssembly and WebGPU against a persistent Node.js server backend — a one-click test suite that isolates exactly where edge inference beats the cloud round-trip.

A live PBKDF2-HMAC-SHA-256 demo, an avalanche-effect visualization, and a simulated stolen-database attack — all running in-browser via the Web Crypto API. Nothing leaves your tab.

Generate a real range-proof flow for age verification or balance verification. Commit, compute locally, verify — the private value never leaves your device.

A visual walkthrough of the WebAuthn registration and authentication ceremonies — public-key cryptography replacing passwords entirely.

An interactive simulation of Stored, Reflected, and DOM-based XSS, and the layered defenses — escaping, sanitization, CSP, Trusted Types, cookie hardening — that stop each one.