Each brick emits NWO-ASM and a plain-English explanation below.
SIM Pipeline Simulation
Watch a cognitive transaction move through the full Ornith × CHAINSTATE pipeline. The consensus receipt stage performs a REAL call to the CHAINSTATE worker; the Ornith generation stage is simulated unless an adapter URL is configured (terminal: adapter <url>).
01 Ornith-1.0 × CHAINSTATE — how they work together
Ornith-1.0 is a self-improving RL coding agent (9B / 35B / 397B MoE) that generates both solutions and the scaffolds that train them. CHAINSTATE is a symbolic-weight blockchain where transactions ARE cognitive queries. The adapter makes every Ornith code generation a symbolic transaction: embedded into the 65,536-d Universal Semiotic Embedding, submitted to reputation-weighted swarm consensus, compiled to NWO-ASM Process-Matrix IR for substrate dispatch.
02 Features — click any box for full detail
CHAINSTATE CODE WHITEPAPER
A peer-reviewable specification of the Ornith-1.0 × CHAINSTATE integration: how a self-improving RL coding agent (9B/35B/397B MoE) is coupled to a symbolic-weight blockchain via a 65,536-dimensional Universal Semiotic Embedding and reputation-weighted Bayesian log-pooling.
Introduces cognitive transactions as first-class blockchain primitives, formalizes the log-pool consensus kernel p_cons(x) ∝ ∏ p_i(x)^w_i, and specifies NWO-ASM Process-Matrix IR for GPU/QPU/NPU/edge substrate dispatch. Base mainnet 8453.
02 System Summary
Dimensions
Universal Semiotic Embedding — six subspaces summing to exactly 2¹⁶.
Log-pool rounds
Reputation-weighted convergence at cosine ≥ 0.95.
Swarm nodes
Ornith instances (mixed sizes) contributing symbolic states per query.
Chain ID
Base mainnet · $STATE settlement · 35/35/30 MetaState split.
Substrates
NWO-ASM Process-Matrix IR dispatch: GPU · QPU · NPU · edge.
ASM opcodes
Bricks the visual builder emits: FLOW · DATA · COMPUTE · CHAIN · TARGET.
03 Related Work
CHAINSTATE CODE Whitepaper NEW
A Formal Framework for Agentic Coding on a Symbolic-Weight Blockchain — 18-page preprint, math + code + philosophical section on NWO-ASM composed with NWO-GENETIC.
ResearchGate 408393584 ⇢CHAINSTATE Whitepaper v1.0
A Symbolic-Weight Blockchain for Cognitive Transactions — 19 pages.
ResearchGate 407444375 ⇢Foundational Paper
Distributed Cognitive Work in Edge-Resident Language-Model Networks.
ResearchGate 406896310 ⇢Casimir-Sonoluminescence Coupling
Peer-reviewed in Physics Essays. Co-authors Javaherian, Tariq.
Physics Essays ⇢CHAINSTATE AGI · ASI-Evolve integration
Bounded evolutionary program search over NWO-ASM · owner-controlled · step-limited · publicly observable
; the loop has not run yet — start it from the adapter to see live output.
01 How ASI-Evolve impacts CHAINSTATE
02 How the process takes shape in CHAINSTATE — technically
Search space
Every valid NWO-ASM program over the 64k-symbol pool: payload symbol choice, ordering, swarm size k ∈ [10,100], consensus depth d ∈ [1,7], TARGET ∈ {gpu, qpu, npu, edge}, optional LOOP / BRANCH insertion. Programs capped at 500 characters.
Cognition Store seed
10 items encoding the subspace layout (whitepaper §4.1), the log-pool convergence kernel (Eq. 4–6), the same-subspace density prior, substrate-subspace affinity, KV cache behavior, opcode constraints, and the ownership contract. The Researcher retrieves top-3 per round.
Evaluator
Every trial hits the real Cloudflare worker with cache: false for honest gas readings. Random symbol order per trial forces cache MISS. Candidate builders run under a 5-second CPU cap enforced by SIGALRM. Failed validation returns score 0.
Sampling strategy
Parent selection uses UCB1 with exploration weight 1.4 — favors under-explored high-scoring lineages. Runs single-worker (parallel workers would multiply gas cost against the real chain).
Persistence
Every trial is written to chainstate_evolve/database/experiments.sqlite: id, parent_id, score, motivation, code, lesson, timestamp. The public dashboard above polls that database read-only via /v1/evolve/*.
Safeguards
Owner-controlled: start/stop require the X-Owner-Token header. Hard step cap per run (EVOLVE_STEPS_MAX, default 50). Interruptible: POST /v1/evolve/stop SIGTERMs the process group. Cache flag intentionally off, so an accidental infinite loop is expensive and self-limiting.
Why not a Worker
ASI-Evolve is a long-running Python framework that writes SQLite state. Cloudflare Workers have no Python runtime, no persistent filesystem, and a hard CPU-time cap per request. The loop runs on Render (same box as the Ornith adapter); the adapter exposes read-only status through the standard FastAPI endpoints.
03 Features
- Public output screen — polls
/v1/evolve/status,/history,/bestevery 6 s in LIVE mode. IDLE labels are honest: no loop running, no fake numbers. - Score curve — live SVG chart of score over rounds. Points appear as trials complete.
- Latest lesson — the Analyzer's summary of the most recent trial, in plain English.
- Best program — the top-scoring NWO-ASM discovered so far, syntax-highlighted, copy-able.
- Full-view mode — opens the screen in a fullscreen modal for demos and monitoring.
- Owner-gated controls — start/stop endpoints require
X-Owner-Token. Read endpoints public. - Honest labels — DEMO vs LIVE toggle. IDLE vs RUNNING state read directly from the process, not narrated.
04 Endpoint reference · adapter v1.2.0
/v1/evolve/startstart a run · owner-token required · steps capped/v1/evolve/stopSIGTERM the process group · owner-token required/v1/evolve/statuspublic · state, PID, rounds, best score, latest trial/v1/evolve/history?limit=50public · every trial newest first/v1/evolve/bestpublic · top-scoring program discovered so far