macOS image studio: Build the native app with bash scripts/macos/build.sh, then
open build/Nova.app. Nova Studio mirrors the MOSS-Studio workspace and runs the
Nova image pipeline as its bundled server, with discovery of existing local
credentials. See the macOS app guide.
_ _ _____ _ _ ___ _ _ _____
| \ | || _ || | | | / _ \ | | | |/ __ \
| \| || | | || | | |/ /_\ \| | | |`' / /'
| . ` || | | || | | || _ || | | | / /
| |\ |\ \_/ /\ \_/ /| | | |\ \_/ /./ /___
\_| \_/ \___/ \___/ \_| |_/ \___/ \_____/
Enterprise-grade AI inference coordination, multi-account SWRR credential pooling, lock-free continuous token buckets, resumable broadcast ring buffers, and resilient duplex WebSocket streaming in pure Rust.
⚡ Quickstart • 🏛️ Architecture • 💡 Philosophy • 📄 Whitepaper • 🤝 Handoff • 🔌 Gateway APIs • 👥 Shard Fleet • 📊 Performance Audit • 📦 Client SDKs • ⚙️ Config Matrix • 🐳 Deployment • 🧪 56 Tests • 📚 Wiki & Docs • 🛡️ Maintainers • 🔍 Post-Mortems • 🚀 Setup • 📊 Metrics • 🔒 Security • 📜 License
| Getting Started & Architecture | APIs & Integrations | Core Mechanics & Fleet | Ops, Governance & Wiki |
|---|---|---|---|
| • Why NOVA V2? | • Gateway API Reference | • Smooth Weighted Round Robin | • Knowledge Base Wiki |
| • Feature Comparison Matrix | • Chat Completions Spec | • Continuous Token Buckets | • Architecture Decision Records (ADRs) |
| • 60-Second Quickstart | • Resumable SSE Streams | • Canary Circuit Breaker | • Blameless Post-Mortems |
| • Multi-Language Clients | • Native Rust Client SDK | • Duplex WebSocket Relay | • Maintainers Charter |
| • Substrate Architecture | • Python OpenAI SDK | • Resumable Broadcast Ring Buffer | • Anti-Scope-Creep Policy |
| • Engineering Philosophy | • Technical Whitepaper | • Stakeholder Handoff | • Maintainers Charter |
| • Project Structure | • LangChain Integration | • Atomic SHA-256 Idempotency | • Setup & Tuning Directory |
| • Local 60s Setup | • Shard Fleet Enrollment | • Atomic Shard Leasing | • Prometheus Metrics Catalog |
| • 56-Test Verification Suite | • cURL & Wire Protocol | • Forensic Audit Report | • Documentation Linter Gate |
NOVA is an inference company. Its sole core responsibility is to provide deterministic, ultra-low-latency, resilient inference for designated models.
V1 accumulated architectural obligations that obscured this purpose: UI dashboards, database stored procedures, Supabase migrations, and productization concepts.
❌ The Accidental Complexity of V1:
┌─────────────────────────┐ ┌─────────────────────────┐ ┌─────────────────────────┐
│ Node.js Event Lag │ │ Supabase / DB Locks │ │ Accidental UI Dashboards│
│ V8 GC pauses spike TTFT │ │ 150+ SQL migrations & │ │ Frontend templates and │
│ from 17ms to 36ms+. │ │ stored procedure hops. │ │ CSS bundled in gateway. │
└─────────────────────────┘ └─────────────────────────┘ └─────────────────────────┘
┌─────────────────────────┐ ┌─────────────────────────┐ ┌─────────────────────────┐
│ High Baseline Memory │ │ In-Process Embedding │ │ Kubernetes Pilgrimage │
│ 102 MB idle RSS memory; │ │ Temptation to embed │ │ Complex orchestration │
│ 140 MB under load. │ │ gateway into apps. │ │ for simple daemon. │
└─────────────────────────┘ └─────────────────────────┘ └─────────────────────────┘
⚡ The Standalone Rust Substrate (V2):
┌─────────────────────────┐ ┌─────────────────────────┐ ┌─────────────────────────┐
│ Tokio Work-Stealing │ │ Zero External Database │ │ Pure Wire Protocol API │
│ 12,408 req/sec; 1.36ms │ │ 100% in-memory native │ │ Standard HTTP/1.1 REST, │
│ TTFT; microsecond p99. │ │ state; zero SQL bloat. │ │ SSE, and WebSockets. │
└─────────────────────────┘ └─────────────────────────┘ └─────────────────────────┘
┌─────────────────────────┐ ┌─────────────────────────┐ ┌─────────────────────────┐
│ Featherweight Footprint│ │ Anti-Embedding Invariant│ │ Single Static Binary │
│ 9.2 MB idle RSS memory; │ │ Isolated out-of-process │ │ Zero runtime deps; │
│ 19.6 MB under load. │ │ daemon; clean boundary. │ │ instant zero-config run.│
└─────────────────────────┘ └─────────────────────────┘ └─────────────────────────┘
NOVA V2 ("The Compute Ranch") preserves every working capability of V1 while rebuilding the core pipeline in pure, idiomatic Rust:
- 🌊 Algorithmic Credential Pooling: Smooth Weighted Round Robin (SWRR) balances traffic smoothly across heterogeneous accounts.
- ⚡ Continuous Token-Bucket Governance: Real-time token accrual and sliding-window limits per tenant with sub-millisecond overhead.
- 🛡️ Canary Circuit Breakers: Dissects 429 quota exhaustion vs. 3-strike 5xx faults, quarantines failing shards, and admits isolated canary probes.
- 🔄 Duplex WebSocket Transport: Bridges real-time OpenAI Codex responses over WebSocket with a 3-layer timeout protection hierarchy.
- 🔁 Resumable Event Stream Bus: Bounded ring buffer per job with monotonic sequence numbers, allowing reconnecting SSE clients to resume via
Last-Event-ID. - 🔒 Atomic SHA-256 Idempotency: Collapses concurrent identical prompts into the in-flight stream (
isAttachedDuplicate: true), achieving up to 16,000 req/sec fanout. - 🛡️ Bounded TTL Memory Pruning: Periodic background Tokio worker evicts aged completed/failed jobs and hashes, preventing memory leaks under 24/7 load.
- 🏛️ Autonomous Standalone Daemon: Strict anti-embedding invariant. It runs as an independent operating system daemon communicating exclusively over wire protocols.
| Capability | Generic Proxy (Envoy / Traefik) | Generic LLM Gateway (LiteLLM / Portkey) | V1: TypeScript / Node.js | V2: Rust (The Compute Ranch) |
|---|---|---|---|---|
| Language & Runtime | C++ / Go | Python | TypeScript (Node.js 20+) | Pure Rust (Tokio 1.40 + Axum 0.7) |
| Sustained Throughput | High (HTTP only) | ~200 – 600 req/s | 460 – 553 req/s | 4,320 – 12,408 req/s (9.4× – 22.8× faster) |
| Mean Time to First Token (TTFT) | N/A | ~25 – 60 ms | 17.3 – 36.5 ms | 1.36 – 1.96 ms (10× – 26× lower) |
| Baseline Resident Memory (RSS) | ~30 – 60 MB | ~120 – 250 MB | 101.3 MB | 9.2 MB (11× lower footprint) |
| OpenAI-Compatible Streaming Wire | ❌ (Raw proxy) | ✅ (HTTP only) | ✅ (SSE + WebSocket) | ✅ (SSE + Duplex WS + Resumption) |
| Smooth Weighted Round Robin (SWRR) | ✅ (TypeScript SWRR) | ✅ (Pure Rust Atomic SWRR) | ||
| Two-Phase Continuous Token Buckets | ❌ (Basic rate limit) | ✅ (In-Memory Engine) | ✅ (Continuous Leaky Bucket) | |
| Circuit Breakers with Canary Slots | ✅ (Canary state machine) | ✅ (Canary Isolation + 429 Backoff) | ||
| Duplex WebSocket Upstream Relay | ❌ (Blind TCP) | ❌ (HTTP-to-HTTP) | ✅ (Node ws package) |
✅ (Tokio-Tungstenite Async Stream) |
| Resumable SSE Stream Buffer | ❌ (None) | ❌ (None) | ✅ (Last-Event-ID Token Replay) |
|
| Atomic In-Flight Stream Attachment | ❌ (None) | ✅ (Deduplication table) | ✅ (Atomic SHA-256 Broadcast Bus) | |
| External DBMS Dependency | ❌ (N/A) | ❌ (Postgres required) | ✅ ZERO External DBMS (100% Standalone) | |
| In-Process Embedding Invariant | N/A | ✅ STRICT Anti-Embedding Mandate |
# Clone and enter directory
cd nova-v2
# Build optimized release binary
cargo build --release# Start on port 3001 with loopback open (synthetic development engine)
./target/release/nova-v2
# Or launch with custom port, API authentication, and upstream WebSocket endpoint
./target/release/nova-v2 \
--port 3001 \
--api-key "secret-nova-key" \
--admin-key "admin-secret-key" \
--ws-endpoint "wss://chatgpt.com/backend-api/codex/responses" \
--shard-concurrency 64curl -X POST http://127.0.0.1:3001/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer secret-nova-key" \
-d '{
"model": "gpt-4o",
"messages": [{"role": "user", "content": "Explain Rust ownership in two sentences."}],
"stream": false
}'┌─────────────────────────────────────────────────────────────────────────────┐
│ CONSUMING CLIENT APPLICATIONS │
│ (Web Frontends, Microservices, Python SDKs, AI Agents, CLI) │
└──────────────────────────────────────┬──────────────────────────────────────┘
│ Standard HTTP/1.1 & SSE
│ (Port 3001)
▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ NOVA V2 STANDALONE RUST DAEMON │
│ │
│ [ Ingress & Authentication ] │
│ • Axum HTTP Router with zero routing regex overhead │
│ • Bearer API Key validation (constant-time token check) │
│ • Continuous Token-Bucket Rate Governor (per tenant) │
│ • SHA-256 Idempotency Store (duplicate stream attachment) │
│ │
│ [ Resource Pool & Shard Balancer ] │
│ • Smooth Weighted Round Robin (SWRR) Balancer │
│ • Circuit Breaker (429 cooldowns, 3-strike 5xx, canary slots) │
│ • Shard Fleet Substrate (atomic write-lock lease allocation) │
│ │
│ [ Relay Engine & Buffer ] │
│ • Duplex WebSocket Upstream Transport (Codex protocol) │
│ • 3-Layer Timeout Protection (Handshake, TTFT, Intra-chunk) │
│ • Ring-Buffer Resumable Event Stream Bus (Last-Event-ID) │
│ • Bounded TTL Memory Pruning Worker (evicts aged completed jobs) │
│ • Prometheus Metrics & Health Probes │
└──────────────────────────────────────┬──────────────────────────────────────┘
│ Upstream Duplex WebSocket
▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ UPSTREAM MODEL INFERENCE SHARDS │
│ (OpenAI, Codex, Heterogeneous Fleet) │
└─────────────────────────────────────────────────────────────────────────────┘
For complete architectural deep dives, see:
- Rust Standalone Substrate Architecture
- Smooth Weighted Round Robin Formulation
- Continuous Token Bucket Rate Governance
- Circuit Breaker, 429 Quarantine & Canary Slots
- Duplex WebSocket Upstream Relay Transport
- Resumable SSE Broadcast Ring Buffer Bus
- Atomic SHA-256 Idempotency & Stream Attachment
- Atomic Shard Lease Check & Allocation
- Sovereign Shard Store & Autonomous Credential Discovery
nova-v2/
├── Cargo.lock
├── Cargo.toml
├── CHANGELOG.md # Keep a Changelog v2.0.0 release notes
├── CODE_OF_CONDUCT.md # Contributor Covenant v2.1
├── CONTRIBUTING.md # Development setup & PR checklist
├── LICENSE # MIT License
├── MAINTAINERS.md # Project governance & maintainers charter
├── README.md # Master documentation & benchmark specification
├── SECURITY.md # Security disclosure policy & defense guarantees
├── docs/
│ ├── README.md # Knowledge Base & Engineering Wiki Master Index
│ ├── adrs/ # 10 Architecture Decision Records (ADR-0001 to ADR-0010)
│ ├── api/ # Complete REST/SSE wire protocol specifications
│ ├── architecture/ # 10 Deep dive specifications on core mechanics
│ ├── benchmarks/ # Forensic audit, methodology & reproduction guide
│ ├── handoff/ # Formal executive & technical stakeholder handoff
│ ├── maintainers/ # 8 Governance policies & operational standards
│ ├── observability/ # Prometheus metric catalog & distributed tracing
│ ├── philosophy/ # The Compute Ranch Mandate & 7 engineering pillars
│ ├── playbooks/ # 3 Triage playbooks for live incidents
│ ├── post-mortems/ # 3 Blameless incident & audit retrospectives
│ ├── runbooks/ # 3 Step-by-step operational runbooks
│ ├── sdks/ # Client integration guides (Rust, Python, LangChain, cURL)
│ ├── setup/ # Setup guides (Local 60s, Systemd, Tokio tuning)
│ └── whitepaper/ # Formal systems architecture technical whitepaper
├── scripts/
│ └── lint-docs.sh # Automation shell wrapper for documentation gate
├── src/
│ ├── bin/
│ │ ├── benchmark_audit.rs # Multi-scenario audit benchmark binary
│ │ ├── lint_docs.rs # Native zero-dependency documentation & link linter
│ │ ├── nova-v2.rs # Production daemon binary entrypoint
│ │ ├── nova_ctl.rs # Interactive onboarding & fleet administration CLI wizard
│ │ └── run_benchmarks.rs # In-memory performance harness
│ ├── pool/ # SWRR balancer, circuit breakers, rate governor, persistent shard store
│ ├── relay/ # Axum HTTP routes, WebSocket duplex upstream relay, embedded web cockpit
│ ├── balance.rs # SWRR balancer, TokenBucket rate governor & circuit types
│ ├── circuit.rs # Canary circuit breaker with 429 & 5xx fault isolation
│ ├── config.rs # CLI flag parsing & runtime environment configuration
│ ├── credentials.rs # Autonomous candidate discovery & JWT claim validator
│ ├── gateway.rs # Axum HTTP routes, Bearer auth, SSE streaming handlers
│ ├── lib.rs # Public library exports & integration facade
│ ├── main.rs # Standalone CLI binary entrypoint
│ ├── pipeline.rs # In-flight job registry, SSE bus, TTL pruner & WebSocket relay
│ └── types.rs # OpenAI DTOs, shard descriptors, and protocol types
└── tests/
├── integration_tests.rs # End-to-end Axum HTTP/SSE test suite (8 tests)
├── relay_tests.rs # Dual-pool, persistent store, and WebSocket relay tests (34 tests)
└── unit_tests.rs # Balancer, Circuit, Token Bucket, Pipeline tests (14 tests)
Full OpenAI wire protocol compatibility for streaming and non-streaming inference.
Returns HTTP 202 Accepted with stream URLs:
{
"id": "job_1792602969058_d0232c0d",
"object": "chat.completion.job",
"status": "queued",
"model": "gpt-4o",
"streamUrl": "/v1/jobs/job_1792602969058_d0232c0d/stream",
"statusUrl": "/v1/jobs/job_1792602969058_d0232c0d",
"isAttachedDuplicate": false,
"pollAfterMs": 2000,
"createdAt": 1792602969
}Awaits full completion and returns standard chat.completion payload with usage token statistics.
Connects to the live token emission bus. Supports Last-Event-ID: <seq> to replay dropped chunks from the in-memory ring buffer.
Instantly aborts in-flight inference, closes the upstream WebSocket connection, and broadcasts event: cancelled.
Dynamically enrolls, inspects, and re-weights inference accounts into the SWRR balancer without daemon restarts.
- Interactive Terminal Wizard:
nova-ctl onboard
- Autonomous Credential Inspection:
nova-ctl auth inspect
- Zero-Downtime Shard Enrollment API (
POST /api/shards/enroll): Enrolls or hot-swaps tokens and weights in-memory with write-ahead sync to~/.nova/shards.json. - One-Shot Autonomous Onboarding API (
POST /api/shards/onboard): Discovers host credentials, evaluates plan tier, models, and TTL, and enrolls the optimal shard in a single call. - Hot Token Refresh (
POST /api/shards/{id}/refresh): Refreshes OAuth access tokens in-flight without interrupting ongoing inference streams.
Standard health checks and Prometheus-compatible metrics exposition format.
See the complete Gateway API Reference.
In accordance with the Executive Commission from MAJO (Executive Chair) and EGG (Principal), the benchmark harness and implementation were subjected to independent verification.
Both engines executed identical workloads: 100 distinct requests with unique Idempotency-Key headers, establishing 100 distinct upstream WebSocket streams:
| Metric | V1: TypeScript / Node.js | V2: Rust (The Compute Ranch) | Verified Delta |
|---|---|---|---|
| Sustained Throughput | 460.77 req/sec | 4,320.88 req/sec |
|
| Total Test Duration | 217 ms | 23 ms | |
| Mean TTFT | 20.95 ms | 1.96 ms |
|
| P50 TTFT | 17.35 ms | 1.71 ms | |
| P99 TTFT | 64.16 ms | 4.23 ms | |
| Mean Request Latency | 20.98 ms | 2.29 ms | |
| P99 Request Latency | 64.20 ms | 4.64 ms | |
| Initial Memory RSS | 101.31 MB | 9.23 MB | |
| Peak Memory RSS | 139.25 MB | 19.61 MB | |
| RSS Delta Under Load | +37.94 MB | +10.38 MB |
When identical concurrent prompts omit unique keys, V2's atomic SHA-256 idempotency engine attaches listeners to the in-flight broadcast ring buffer:
-
Throughput: 8,300.85 req/sec (reproduces the originally reported
$8,383\text{ req/s}$ figure) - Duration: 12 ms | Mean TTFT: 1.07 ms | Mean Latency: 1.18 ms
- V1 (Node.js): 544.25 req/sec (single-threaded event-loop saturates, V8 GC pauses)
-
V2 (Rust): 12,408.30 req/sec (
$22.8\times$ higher sustained throughput)
Read the full Executive Audit Report and Methodology Analysis.
from openai import OpenAI
client = OpenAI(base_url="http://127.0.0.1:3001/v1", api_key="secret-nova-key")
response = client.chat.completions.create(
model="gpt-4o",
messages=[{"role": "user", "content": "Explain quantum computing in one sentence."}]
)
print(response.choices[0].message.content)use nova_v2::client::NovaClient;
use nova_v2::relay::handlers::{ChatCompletionRequest, ChatMessage};
#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
let client = NovaClient::new("http://127.0.0.1:3001", Some("secret-nova-key".into()), None);
let res = client.chat(ChatCompletionRequest {
model: Some("gpt-4o".into()),
messages: vec![ChatMessage {
role: "user".into(),
content: "Hello from native Rust!".into(),
}],
stream: false,
max_tokens: Some(100),
temperature: Some(0.7),
}).await?;
println!("Response: {}", res.choices[0].message.content);
Ok(())
}See the Client SDK Catalog.
NOVA V2 is configured via CLI arguments or environment variables:
| Argument | Environment Variable | Default | Description |
|---|---|---|---|
--host |
NOVA_HOST |
127.0.0.1 |
Network interface to bind HTTP/SSE server. |
--port |
NOVA_PORT |
3001 |
TCP port to listen for incoming requests. |
--api-key |
NOVA_API_KEY |
None (open) |
Optional Bearer token required for /v1/* requests. |
--admin-key |
NOVA_ADMIN_KEY |
None (open) |
Optional Bearer token required for /api/shards/*. |
--ws-endpoint |
NOVA_WS_ENDPOINT |
None (synthetic) |
Upstream OpenAI responses WebSocket endpoint. |
--shard-concurrency |
NOVA_SHARD_CONCURRENCY |
32 |
Default max in-flight requests per enrolled shard. |
--tenant-rate-limit |
NOVA_TENANT_RATE_LIMIT |
2000.0 |
Token bucket refill rate (tokens/sec) per tenant. |
--tenant-burst-capacity |
NOVA_TENANT_BURST_CAPACITY |
2000 |
Token bucket burst capacity ceiling per tenant. |
--buffer-retention-ms |
NOVA_BUFFER_RETENTION_MS |
300000 |
Duration (ms) completed jobs remain in memory (5 min). |
--ws-connect-timeout-ms |
NOVA_WS_CONNECT_TIMEOUT_MS |
5000 |
Layer 0 WebSocket handshake timeout in milliseconds. |
--ws-ttft-timeout-ms |
NOVA_WS_TTFT_TIMEOUT_MS |
15000 |
Layer 1 Time to First Token timeout in milliseconds. |
--ws-intra-chunk-timeout-ms |
NOVA_WS_INTRA_CHUNK_TIMEOUT_MS |
10000 |
Layer 3 intra-chunk streaming timeout in milliseconds. |
--state-path |
NOVA_STATE_PATH |
None |
Optional path to persist fleet state snapshot JSON. |
NOVA V2 is designed as a cloud-native, self-contained inference substrate deployable as a bare-metal Systemd daemon, a hardened container, or an enterprise Kubernetes cluster.
Every NOVA V2 daemon features an embedded, zero-dependency, real-time dark-mode operational console served directly at http://localhost:3001/dashboard (and /):
- Universal Command Palette (
⌘K/Ctrl+K): Keyboard-first navigation across shards, rollouts, telemetry, and docs. - 4-Pillar Ergonomics: Fleet Topology, Canary Rollout Controller, Live Prometheus Telemetry, and Interactive Inference Playground with real-time SSE token streaming and TTFT stopwatch.
- Zero Runtime Dependencies: Compiles directly into the static binary via
include_str!, eliminating external asset servers or database dependencies.
# Build multi-stage hardened container (<30MB runtime, unprivileged UID 10001)
docker build -t nova-v2:2.0.0 .
# Run with container healthcheck and isolated port
docker run -d --name nova-v2 \
-p 3001:3001 \
-e NOVA_HOST=0.0.0.0 \
-e NOVA_PORT=3001 \
nova-v2:2.0.0Spawns a full production/staging cluster including primary relay, isolated canary relay, NGINX edge reverse proxy with unbuffered SSE pass-through, and Prometheus metrics scraping:
docker compose up -d-
Zero-Downtime Draining: Injects a 15-second
preStophook to allow in-flight SSE streams to finish before pod termination. -
Automated Canary Analysis (ACA): Routes
$10%$ traffic to isolated canary deployments with automated rollback on circuit breaker trips. -
High-Availability Security Profile:
readOnlyRootFilesystem: true,drop: ["ALL"],runAsNonRoot: true, PodDisruptionBudgetminAvailable: 2, and HPA concurrency autoscaling.
kubectl apply -f k8s/configmap.yaml
kubectl apply -f k8s/deployment.yaml
kubectl apply -f k8s/service.yaml
kubectl apply -f k8s/ingress.yaml
kubectl apply -f k8s/hpa.yaml
kubectl apply -f k8s/pdb.yaml[Unit]
Description=NOVA V2 Standalone Rust Inference Pipeline
After=network.target
[Service]
Type=simple
User=nova
Group=nova
ExecStart=/usr/local/bin/nova-v2 \
--port 3001 \
--shard-concurrency 64 \
--buffer-retention-ms 300000
Restart=always
RestartSec=3s
LimitNOFILE=1048576
# Sandboxing
ProtectSystem=strict
ProtectHome=true
NoNewPrivileges=true
PrivateTmp=true
[Install]
WantedBy=multi-user.targetRead the full Production Deployment Strategy Guide, ADR-0008: Canary Deployments, and Production Runbook.
NOVA V2 maintains a comprehensive unit, integration, regression, and persistent store test suite:
# Run all 56 unit, integration, and relay regression tests
cargo test
# Run the native Rust documentation gate
cargo run --release --bin lint_docs
# Run the release benchmark in matched unique mode
cargo run --release --bin benchmark
# Run the release benchmark in deduplication fanout mode
BENCH_MODE=dedup cargo run --release --bin benchmark
# Run the full multi-scenario audit harness
cargo run --release --bin audit_harness- Unit Tests (14 passed in 0.02s): SWRR smoothness, candidate filtering, continuous token buckets, sliding windows, circuit breaker 3-strike rules, 429 quota backoff, canary slots, token ring buffers, JobStore TTL eviction, atomic concurrent leasing.
- Integration Tests (8 passed in 0.16s): Auth enforcement, synchronous completion, streaming SSE completion, upstream WebSocket relay, idempotency attachment, job cancellation regression, upstream handshake failure recovery, memory retention pruning.
- Relay & Sovereign Shard Tests (34 passed in 0.28s): Dual-pool router, persistent shard store atomic writes, JWT claim extraction, candidate discovery quality ranking, runtime 401 revocation trapping, circuit breaker auto-quarantine, and hot-token refresh.
- Documentation Gate (73 Markdown docs, 290+ links tested, 0 broken, 0 warnings).
This project is licensed under the MIT License - see the LICENSE file for details.
BILLIONS MUST COMPUTE. EVIDENCE PRESERVED. THE COMPUTE RANCH IS OPERATIONAL. 🦀⚡