The MoxyWolf coding loop. Design doc first, build against it, cross-tool peer review at a checkpoint, human merge. Carries the verification discipline: a check reports what it examined, a pass over zero input is a failure, and every claim of 'it works' names what was and was not verified.
Discovers regressions you haven't written yet and validates the ones you have. Reads code + docs, explores the running web/Android/iOS app with screenshots, catalogs every visible UI element with a user story, detects visual regressions between runs, maps UI elements and use cases to tests, audits and repairs existing .tdd/regression entries for replayability, and organizes them into prioritized feature groups that hindsight can consume. Includes a GitHub Copilot port.
Goal focus, work on smaller models, a glossary of EU and German ecosystem terms, subagent delegation, hand-off specs for executor models, evidence before claims, verification, safe actions, project inception, scaffolding from official starters, planning, delivery, tests, maintainable code, lessons, tooling, commits, stack bootstrap, performance, security assurance. Stack-agnostic.
Operator skills for the ByteDesk remote gateway, including /remote-gateway-login (local yaml or --url/--method/--username/--password) and the gateway-logs and gateway-profiling diagnosis skills.
Agent skills for the work before, during and after code: idea development, design, test-first building, debugging, review, verification, research and writing.
Eleven skills wired so loading any one reaches the rest: grill, wayfinder, git-lanes, ship-loop, fresh-eye, need-me, harden, mutation-gate, handoff, eli5 and eli5-text, plus the guard hooks that make the rules mechanical.
The code flow of MarsAI: demo before hardening, spec and vertical slices in the tracker, implementation with TDD by implementer agents, and a code review that applies the Standards and fixes the diff. Entry points: /marsai-dev:dev-start for whoever writes code, /marsai-dev:pm-start for whoever owns the product.
Every session leaves the repo smarter than it found it. Interviews before it builds, verifies before it claims done, and keeps a self-linting knowledge base.
Cross-provider agent orchestration — spawn, steer, observe, cancel, and collect Claude Code, Codex, Grok Build, and Kimi agents through one durable MCP control plane, or launch any installed CLIs as a visible tmux team from a natural-language or saved workflow spec.