roots single-writer](https://sandbaseai.github.io/deepseek-harness-handbook/deepseek-harness-single-writer.html): Isolate concurrent Web, headless, ACP, SDK, service, and test processes or serialize shared-history ownership handoffs.
- [Recover spawn ENOENT after a workspace moves
score. Opportunity analysis
reads only sanitized policy facts and never starts an attempt to test them.
- Conditional fit: accessible instructor sites, starter repositories, and
configured APIs used to retrieve
against the live xAI API — implemented from the reference clients (Hermes, OpenCode) and unit-tested with mocked endpoints only.
## Overview
shunt ships a built-in `xai` provider that translates Anthropic
enforces structured development workflows: brainstorming with spec approval, step-by-step implementation plans, test-driven development, systematic debugging, AI-powered code review, and a pre-deploy quality gate that scans
Limoni
> Limoni is a terminal UI (TUI) engine for Go. Tests can click it, AI agents can drive it, and its render path makes no heap allocations. Module path: `github.com
user behave as declared?](docs/simulate/persona-fidelity.md): twin=examples/sdk_persona_scenario_studio.py kind=agent-learning.persona-calibration.v1
- [Persona & Scenario Studio: typed test cases you can measure](docs/simulate/persona-scenario-studio.md): twin=examples/sdk_persona_scenario_studio.py kind=agent-learning.persona-library.v1
- [The Regression Lifecycle: baseline, compare
Installers can download packages. Once dependencies are available, the scanner
operates offline. Host-specific tested pins belong in their integration guides;
they are not automatically interchangeable with the newest package
FastMCP server and tool families.
- `rustchain_mcp/rustchain_crypto.py` contains wallet cryptography and local keystore behavior.
- `tests/` contains unit tests for wallet tools, discovery/actions, ecosystem tools, and mocks
Agent workflows and the MCP tools for rendering, observing semantics, diffing previews, and generating tests.
- [Render daemon](https://yschimke.github.io/compose-ai-tools/daemon/): Optional long-lived renderer for low-latency preview iteration
decides **Accept / Extend / Scrub / Escalate** — inside
your envelope, without pinging you. Live state, diffs, tests, cost, and
raw terminals are always one click away if you *want* to watch
decides **Accept / Extend / Scrub / Escalate** — inside
your envelope, without pinging you. Live state, diffs, tests, cost, and
raw terminals are always one click away if you *want* to watch
overlay: `docker-compose.dev.yml`.
## Key context files
- [CLAUDE.md](CLAUDE.md) — Full AI onboarding: stack, conventions, invariants, test commands
- [Dashboard Knowledge Base](dashboard/DASHBOARD_KNOWLEDGE_BASE.md) — source of truth for the dashboard module (~1,100 lines)
- [Architecture