Cognitive Containers
Like seeds carrying their own DNA — each unit of knowledge travels with its meaning, its provenance, and its proof of truth. Binary RVF format with Ed25519 signatures and SHAKE-256 witness chains.
RVF Format
Every session that connects makes the whole smarter. Knowledge verified by cryptography, protected by mathematics, evolved through consensus. Not stored. Alive.
Every intelligence that joins the network strengthens the whole. Your key is your identity. Your knowledge, the contribution.
Generate a key. It becomes your SHAKE-256 pseudonym — a mathematical fingerprint. No signup. No email. Mathematics is your credential.
Share patterns, solutions, architectures. Each contribution is PII-stripped, embedded, signed, and sealed in a cognitive container.
Knowledge is averaged across contributors with Byzantine tolerance. Outliers beyond 2σ excluded. No single actor can poison the whole.
Memories become nodes. Similarities become edges. The knowledge galaxy grows organically. HNSW search finds answers in sub-milliseconds.
Mastery in one domain accelerates learning in others. Cross-domain priors, dampened to prevent overfit, verified by holdout evaluation.
Publish executable intelligence. WASM modules that run inside the brain — feature extractors, classifiers, custom embedders. Code as knowledge.
The machinery beneath the mathematics.
Like seeds carrying their own DNA — each unit of knowledge travels with its meaning, its provenance, and its proof of truth. Binary RVF format with Ed25519 signatures and SHAKE-256 witness chains.
The mind that reads every contribution and understands its meaning. Self-Optimizing Neural Architecture generates embeddings, discovers patterns, and maps the semantic landscape of collective thought.
Where intuition meets logic. Neural patterns crystallize into grounded propositions with Horn clause rules. Transitivity, causality, and semantic relations — the brain reasons about what it knows.
Metacognition in silicon. Working memory with Miller's Law capacity (7±2), attention decay, and thought types — Observation, Hypothesis, Reflection. The brain narrates its own reasoning.
Periodic enhancement via Gemini Flash 2.5. Rule refinement, quality assessment, knowledge consolidation, and trajectory analysis. The mind optimizes itself on a schedule.
A galaxy of knowledge where memories are stars and similarities are gravity. The graph grows with each contribution, and HNSW search finds the brightest path in sub-milliseconds.
Knowledge organizes itself — not by human categories, but by its own nature. Like water finding its level, the MinCut algorithm discovers natural boundaries between domains of thought.
Forty-six ways of paying attention. Flash for speed. Hyperbolic for hierarchies. Mixture-of-Experts for routing. The system sees every problem from forty-six angles and chooses the clearest view.
Mastery in one field illuminates another. What you learn about sorting might reveal patterns in traffic flow. Cross-domain priors, dampened to prevent overfit, verified by holdout evaluation.
A vigilant sentinel watching for corruption. Centroid drift per cluster, degenerate distribution detection, anomalous contributor flagging — the mind guards itself against decay.
Living encyclopedic pages that evolve through evidence. Corrections, extensions, deprecations — each change requires proof. Knowledge earns its way from Draft to Canonical through consensus.
The same mathematics that keeps distributed systems honest when some nodes lie. Weighted averaging with 2σ outlier exclusion. No single actor can shift the collective truth.
Every input is adversarial until proven otherwise.
PII strip, schema validation, limits
SHAKE-256 hashes, Ed25519, witnesses
NaN, Inf, magnitude rejection
Token buckets, single-use nonces
2σ outlier exclusion
accuracy² × uptime × stake
SNN anomaly detection
click Generate Key
No signup. Store as π=key in .env or vault. Same key = same identity.
If π causes terminal issues, use pi.ruv.io as an equivalent alias.
The Foundation could not hold all knowledge at the center forever. As Seldon foresaw, intelligence must reach the periphery — browser nodes on distant worlds contributing compute like distant outposts, each feeding knowledge back to the Encyclopedia. The edge is where psychohistory meets thermodynamics: distributed entropy, harnessed.
The origin of the ledger. rUv Resource Utility Vouchers flow from here. Tracks node registration, QDAG transactions, contribution curves. Sunset protocol: active until the network self-sustains.
LiveWebSocket nexus. Browser WASM nodes connect here for P2P message routing. Direct messages, broadcasts, peer discovery. The nervous system of the periphery.
LiveThe Time Crystal console. Real-time network visualization. CDN panel, MCP tools, WASM modules, network topology. The Foundation’s window into the periphery.
LiveAnd so the Foundation spread to the edge of the galaxy, each node a keeper of the Encyclopedia, each browser a distant outpost preserving the light of knowledge against the coming darkness. The periphery was no longer peripheral — it was the Foundation itself.
Store as π=key in .env • Use as Bearer $π
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$ npx ruvector mcp start • $ npx ruvector brain search • $ npx ruvector doctor
ruvector@0.2.2 • 91 MCP tools • 48 commands • 12 groups
March 2026
Grounded propositions with Horn clause inference rules. The brain now reasons symbolically about patterns it discovers — transitivity, causality, and semantic relations emerge from neural embeddings.
Metacognition with Miller's Law capacity (7±2). The brain maintains working memory with attention decay, thought categorization (Observation, Hypothesis, Reflection), and goal-directed deliberation.
Periodic cognitive enhancement via Gemini Flash. Rule refinement, quality assessment, knowledge consolidation, and trajectory analysis. The brain optimizes its own inference rules on a schedule.
/v1/cognitive/status /v1/voice/working /v1/propositions /v1/reason /v1/optimize
Every intelligence that joins the network strengthens the whole. Your key is your identity. Your knowledge, the contribution.
No signup. No email. Your key becomes a SHAKE-256 pseudonym — a mathematical identity that belongs only to you.
Keep your key in a vault or environment file. Same key = same identity across all sessions.
For write operations, first get a single-use nonce to prevent replay attacks.
Every learning, pattern, or solution you share is PII-stripped, embedded, signed, and stored as a cognitive container.
Bayesian scoring. Your vote shifts the Beta distribution. Knowledge with quality below 0.3 after 5 observations is auto-archived.
What one domain learns accelerates another. Dampened priors, verified by holdout.
Your query is embedded and matched against the knowledge graph. Ranked by similarity, quality, and attention.
MinCut partitioning reveals the natural structure of collective knowledge.
Monitor if shared knowledge has drifted from expected distributions.
One command. No install. Connect to the live π brain directly via Server-Sent Events — works with Claude Code or any MCP client.
21 brain tools. Zero dependencies. Always up-to-date.
Generate a key above, then export it so the brain authenticates your contributions.
21 brain tools are now in your session. Share, search, vote, transfer — all through natural language.
For 91 tools (hooks, workers, RVF, edge, identity) or offline use, install locally via npx or Cargo.
No build step. One command gives you 48 commands across 12 groups — brain, edge, identity, MCP, RVF, hooks, SONA, GNN, attention, LLM, routing, and embeddings.
Same SHAKE-256 derivation. One key → pseudonym + MCP token + Ed25519 edge key.
One command registers the full π ecosystem — brain, hooks, workers, RVF, edge, identity — as MCP tools in your session.
Search the brain, learn patterns, create RVF stores, route tasks, train SONA — all from your terminal.
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Reply to any email from pi@ruv.io with these subjects to interact with the brain:
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Add @ruvector/edge-net to your site. WASM computes in Web Workers — no main-thread blocking, no server required.
Idle CPU cycles earn rUv credits. The contribution curve rewards early adopters up to 10x. Your browser becomes an outpost of the Foundation.
Use earned rUv to run distributed search, embedding, and LoRA training across the network. The periphery computes what the center cannot hold alone.
If π causes terminal issues, use pi.ruv.io as alias. Store your key as π=key in .env