Takes raw unstructured thoughts, voice transcript dumps, or stream-of-consciousness text and auto-files them into the right Obsidian vault folders with tags, backlinks, and proper frontmatter. Use when the user says "braindump", "brain dump", "capture this", "dump my thoughts", "I'm thinking about...", or provides a…
Knowledge engine over the Colombian Truth Commission (CEV) final report "Hay Futuro Si Hay Verdad" (2022) — the findings, statistics, armed-actor responsibilities, differential harms, coined lexicon, and the 67-recommendation roadmap for non-repetition (no repetición). Uses a kg/LLM-wiki retrieval architecture…
Agent→human teach-to-mastery loop. Turns the agent into a wise, effective teacher whose single objective is that YOU deeply understand a body of work — the problem and why it existed, the solution and why it was resolved that way (design decisions, edge cases), and the broader context (why it matters, what it…
Ingest, contextualize, and index curated resources (websites, tools, design references, research papers, UI kits) into a public GitHub Pages vault while automatically linking them to the local Knowledge Graph via /checkit and P6 bookkeeping. Dynamically resolves and expands category ontologies, generates client-side…
Load relevant entities from the bstack knowledge graph (research/entities/) for a given topic. Two-tier scoring: tier-1 (catalog-only, 5ms — slug + tags + claim + links + sources match against docs/knowledge-index.md) is the fast first pass and the only stage for high-confidence exact-slug/tag queries; tier-2…
Explain the CONCEPTS a session used, at the operator's register, grounded in what actually ran. After an agent works, you are handed results built out of vocabulary you did not choose — primitive short-names, entity slugs, library names, terms of art from the diff. /what names those terms, ranks them by what actually…
Set up Claude Code messaging channels for Telegram and Discord — bot creation, plugin installation, token configuration, access control (pairing, allowlists, guild channels), and troubleshooting. Use when the user asks to connect Claude Code to Telegram or Discord, configure a messaging bot, set up channel access…
Per-channel remote sessions for Claude Code via Discord and Telegram — each channel, thread, or chat gets its own isolated Claude Code session via tmux, with per-channel access control, project-specific workdirs, and automatic CLAUDE.md chain loading. Includes session managers, watchdog daemons (auto-respawn…
Microsoft BitNet — 1-bit LLM setup, inference, and benchmarking on CPU. Automates the full workflow: clone bitnet.cpp, create conda env, download GGUF models from HuggingFace, build optimized ternary kernels, and run inference. Supports official Microsoft models (2B) and community models (0.7B-10B). Use when: (1)…
Heretic — fully automatic LLM censorship removal (abliteration) and serving the result via Ollama. Wraps p-e-w/heretic: directional ablation (difference-of-means refusal directions, orthogonalizing attn.oproj + mlp.downproj) with an Optuna/TPE search that co-minimizes refusal count and KL divergence. Automates the…
Use Meta's TRIBE v2 brain encoder to validate cortical alignment of AI model representations (LLaMA, V-JEPA2, Wav2Vec, or any encoder) and inform model selection in the Life/Arcan agent OS stack. Use when: (1) Benchmarking whether a new model encoder aligns with human cortical processing, (2) Comparing text encoders…
Applied BCI research and neuro-informed content optimization using Meta's TRIBE v2 brain encoder. Predicts neural responses to media, UI, and content without brain scanners — enabling stimulus optimization, attention ranking, and BCI groundwork research. Use when: (1) Predicting neural responses to video, audio, or…
In-silico neuroscience experiments using Meta's TRIBE v2 (TRansformer for In-silico Brain Experiments). Predicts fMRI cortical responses to video, audio, and text without brain scanners. Use when: (1) Designing and running virtual neuroscience experiments, (2) Predicting brain responses to stimuli, (3) Replicating…
Use when the user has agreed on a plan or selected from suggested options and wants the agent to execute the work autonomously without further instruction. Also use when the user issues a bare directive ("go", "proceed", "build X", "fix Y", "ship it", "be autonomous", "merge autonomously", "automerge", "all green")…
Forge a personalized eve agent for a business end-to-end — absorb the business's artifacts, author the eve agent/ dir, validate, deploy to Vercel (or a VPS), smoke-test against ground truth, register, and evolve. The deterministic core is three safety gates distilled from a driven benchmark (BRO-1677): deploy-safety…
Turn any work-queue + any enforcement pipeline into a self-driving, self-healing, human-minimal autonomy loop with a control-systems safety envelope. A prose-defined governor closes a feedback loop over the queue, drives isolated worktree arcs to Done, is metacognitive (defers when the runtime can't support the act…
Terminal-message contract for an autonomous arc that has run out of agent-executable work and genuinely needs a human. Produces a WORK ORDER — asks first, each one an imperative addressed to the reader, carrying a default so silence is never fatal (the exception is narrow and must be named: irreversible, externally…
Fresh-session handoff doc drafting. Produces a stable, single-file human-readable narrative state for the NEXT agent context (fresh session, after /clear, after persist iteration, after a tab close). The artifact lives at docs/handoffs/YYYY-MM-DD- .md and follows a stable shape: TL;DR + State-of-the-world (P15…
Instructions for broomva/autoany, covering autoany — egri framework, project structure, commands, adapter crates (standalone, not in workspace) and architecture rules.
Evaluator-Governed Recursive Improvement (EGRI) framework for turning ambiguous goals into safe, measurable, rollback-capable recursive improvement systems. Use when the user wants to: (1) build a self-improving system for any domain (ML, RAG, workflows, ETL, UI, compiler tuning, etc.), (2) formalize a vague…