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Architecture review gate for Ryan's lower-bound systems research. Use before proposing a new queue, scheduler, database, storage layer, FPGA block, RISC-V core, ASIC function, lineage store, runtime, or cross-repo primitive. Forces prior-art/research-index…
Quellsprache: Englisch
Design and test immutable committed state, canonical record encoding, deterministic transitions, crash replay, checkpoints, hash chains, and JS/formal executable models. Use when implementing replay, recovery, event logs, commit records, canonical…
Quellsprache: Englisch
Design/review gate for durable storage, trusted completion, FPGA/TEE persistence, crash consistency, commit sequencing, epochs, TIDs, anti-replay, and storage acknowledgements. Use when discussing commit, fsync, FUA, flush, persistence, durable completion,…
Quellsprache: Englisch
Almanac reference for dates, holidays, time zones, business days, and astronomical events. Use when checking if a date is a business day, calculating date differences, converting time zones, looking up holidays, or checking for astronomical events like…
Quellsprache: Englisch
Toyota Production System (TPS) and Toyota Way for software engineering — lean thinking, waste elimination, root cause analysis, and continuous improvement. Use when identifying waste (muda/muri/mura), running blameless postmortems, doing 5 Whys, writing A3…
Quellsprache: Englisch
Local multilingual translation via Ollama — 119 languages, no API key, no network, no data leaves the machine. Use when translating to/from Japanese, Chinese, Korean, French, Spanish, German, Portuguese, Russian, Arabic, or any other language. Also for…
Quellsprache: Englisch
TRIZ contradiction matrix oracle for software and systems design. Use when improving one quality worsens another — speed vs correctness, isolation vs sharing, autonomy vs control, simplicity vs completeness. Trigger phrases: "tradeoff", "tension between",…
Quellsprache: Englisch
Deploy and manage software on Linux/BSD fleet hosts (Pis, NAS, workstations) via Ansible. Use when user mentions deploy, ansible, fleet, hosts, inventory, or deployment.
Quellsprache: Englisch
Use when a project needs role-based team coordination — PM breakdown, parallel specialist execution, review gates. Best for multi-deliverable projects vs tiger-team (single problem) or zellij-team (independent tasks).
Quellsprache: Englisch
Run Auto-Claude AI-powered ideation for any project directory. Generates low-hanging fruit, high-value features, and UI/UX ideas using the Auto-Claude backend. Use when brainstorming new specs, features, or architectural directions for a project.
Quellsprache: Englisch
Check Auto-Claude kanban card status for any project without the GUI. Shows all specs with [OK] (complete), [--] (pending), [>>] (in-progress) status. Use when checking what specs are pending, complete, or running in any Auto-Claude project.
Quellsprache: Englisch
Run Auto-Claude AI-powered roadmap generation for any project directory. Analyzes project structure, target audience, and existing specs to produce a strategic feature roadmap. Use when planning milestones, phases, or strategic direction for a project.
Quellsprache: Englisch
APFS space efficiency techniques for macOS developers. Use when copying files, cloning card bundles, creating build sandboxes, or writing Rust code that copies directories on macOS. Trigger phrases: "copy-on-write", "clonefile", "cp -c", "COW clone", "APFS",…
Quellsprache: Englisch
Auto-Tundra TUI agent interface. Use when you need to inspect project state, navigate tabs, query beads/agents/sessions, or automate TUI interactions from an agent context. The TUI can run headless for programmatic access.
Quellsprache: Englisch
Autonomous Goal-directed Iteration. Apply Karpathy's autoresearch principles to ANY task. Loops autonomously — modify, verify, keep/discard, repeat. Supports optional loop count via Claude Code's /loop command.
Quellsprache: Englisch
Use when the user wants to brainstorm, ideate, or explore ideas for a topic. Creates an ideation card and optionally dispatches it to an agent. Trigger words — brainstorm, ideate, ideation, bstorm, explore ideas.
Quellsprache: Englisch
O(N) design rule for bop loops. Use when adding cross-cutting behavior (logging, hooks, events, metrics) to dispatcher, merge-gate, or any per-card loop. Trigger words — performance, loop overhead, batch, per-card cost, O(2N).
Quellsprache: Englisch
Dogfood orchestrator for working on the bop repo itself. Use when working on the bop jobcard system — create cards before coding, execute through dispatcher flow, and verify system output.
Quellsprache: Englisch
Use when explaining how to use bop from scratch — bare minimum setup, creating cards, dispatching agents, and reading results. Good for onboarding a new user who just has a project folder.
Quellsprache: Englisch
Run N opposing expert agents on a problem, each with a distinct persona and adversarial mandate. Synthesize votes, dissents, and blockers into a verdict. Trigger phrases: "get multiple opinions", "debate this", "stress-test this", "devil's advocate", "three…
Quellsprache: Englisch
Backup and restore OpenCode skills to Datadog notebooks. Use when user mentions backup skills, datadog notebook, or restore skills.
Quellsprache: Englisch
Wave-based spec dispatcher for any project using dispatch.codex.nu (Codex+AC hybrid) or dispatch.nu (Auto-Claude only). Spawns Zellij panes, tracks state in JSON, pre-plans via Ollama cloud, routes specs to Codex CLI or Auto-Claude by agent field. Use when…
Quellsprache: Englisch
Use when operating, debugging, or deploying the elixir-gastown Elixir/BEAM fleet — cluster federation, release builds, worker deploys, seccomp fixes, sname/name distribution issues, rate limiter, or any gastown service on Pi workers or coordinator nodes.
Quellsprache: Englisch
Use when communicating with fleet agents, checking agent status, or sending commands via IRC. The fleet runs TLS IRC on 10.0.3.203; agents listen in
Quellsprache: Englisch
Generate and view a Gantt timeline of bop card runs — ANSI terminal (default) or HTML. Use when discussing execution history, parallelism, throughput, or agent performance. Trigger words — gantt, timeline, parallelism, throughput, duration, how long, when did.
Quellsprache: Englisch
Use when operating the fleet of Raspberry Pis, NAS hosts, and workstations via irclaw IRC bots, Ansible, Ollama (kimi-k2.5:cloud), or long-running deploys. Covers IRC DM protocol, bot security policy, zellij for long tasks, OS upgrades, and gastown/polecat…
Quellsprache: Englisch
Use when spawning parallel research agents across the irclaw fleet — fetching URLs, parsing docs with liteparse, querying Ollama, and writing structured markdown findings. Use when doing multi-source research, deep-diving GitHub repos, Datadog docs, or any…
Quellsprache: Englisch
Use when working in a jj (Jujutsu) repository. Covers the core workflow, workspace management, and common operations. jj is a newer VCS — do not assume git commands work here.
Quellsprache: Englisch
Use when working in the jobcard repository, dispatching agents, writing specs, creating cards, or understanding the card lifecycle. This is a multi-agent task orchestration system — NOT the transit data standard.
Quellsprache: Englisch
Leptos 0.7 CSR/WASM frontend development guide. Component patterns, signals, view! macro syntax, API calls, i18n, and 25 gotchas for building Leptos WASM apps. Use when writing or reviewing Leptos frontend code.
Quellsprache: Englisch
Deploy and manage Ollama LLM on fleet hosts. Use when user mentions ollama, LLM, AI model, or language model deployment.
Quellsprache: Englisch
Pre-dispatch quota check. Run before delegating tasks to Codex, Auto-Claude, or any agent backend. Shows live utilization for all providers and recommends which backend to use based on remaining quota. Warns when any provider is above 70% and blocks dispatch…
Quellsprache: Englisch
Unified AI provider quota monitor. Shows Claude Code, Codex CLI, and Gemini CLI OAuth rate-limit utilization bars with reset countdowns. Reads credentials from each tool's local auth files — no API keys required.
Quellsprache: Englisch
Pre-delegation quota check. Run before dispatching Auto-Claude specs or bop cards. Shows all provider headroom, recommends the best provider, warns at >80%, and blocks dispatch suggestions at >90%. Use when about to delegate a task, start a wave, or queue…
Quellsprache: Englisch
Manage Raspberry Pi fleet - OS updates, Python upgrades, ARM64-specific configurations. Use when user mentions pi, raspberry, rpi, ubuntu on pi, or ARM64.
Quellsprache: Englisch
Use when printing, logging, or verifying any credential, API key, token, or secret — pipe through redact to show only first/last 4 chars (e.g. fc1d...4439) instead of the full value
Quellsprache: Englisch
Use the local SearXNG instance when WebSearch is rate-limited, geo-blocked, or returns no results.
Quellsprache: Englisch
Use when facing a hard single problem that benefits from multiple expert perspectives simultaneously — debugging, architecture decisions, security review, incident response. Spawns 2-4 specialist agents (attacker/defender/architect/pragmatist) attacking the…
Quellsprache: Englisch
Use when choosing Unicode symbols, icons, or glyphs for card identity tokens, terminal pane titles, filenames, UI labels, or priority/status encoding. Trigger phrases: "which symbol", "pick an icon", "glyph for", "unicode for", "what emoji", "token for", "BMP…
Quellsprache: Englisch
Use when working on the visual card UI, Quick Look previews, Zellij pane display, card glyphs, or the overall kanban UX of the jobcard system.
Quellsprache: Englisch
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