Zero-Egress Sovereign Agent Development Studio & Tool Matrix
Client-side WebGPU acceleration, biomorphic STDP memory, 24 sovereign workstations, 25+ in-browser micro-tools & WebMCP suite, 3-agent Byzantine consensus, and Argon2id cryptographic vault.
Desktop and mobile screenshots, plus screen recordings of each motion intro, live on /gallery. The files are in public/studio-captures/. Nested docs routes such as /adytum/docs play that section’s intro. Recordings show the intro, then the page.
| Page | Route | Desktop | Mobile | Intro, desktop | Intro, mobile |
|---|---|---|---|---|---|
| Home | / |
shot | shot | video | video |
| Adytum | /adytum |
shot | shot | video | video |
| Memory | /memory |
shot | shot | video | video |
| Swarm | /swarm |
shot | shot | video | video |
| Bridges | /bridges |
shot | shot | video | video |
| Tools | /tools |
shot | shot | video | video |
| Workstations | /workstations |
shot | shot | video | video |
| Consensus | /consensus |
shot | shot | video | video |
| WebGen | /webgen |
shot | shot | video | video |
| HexStrike | /hexstrike |
shot | shot | video | video |
| Zoth OS | /zoth-os |
shot | shot | video | video |
| Arsenal | /arsenal |
shot | shot | video | video |
| Documentation | /docs |
shot | shot | video | video |
| Six Math Pillars | /docs/math |
shot | shot | video | video |
| FAQs | /faqs |
shot | shot | video | video |
| Agent Experience | /ax |
shot | shot | video | video |
| Adytum docs | /adytum/docs |
shot | shot | video | video |
| Memory docs | /memory/docs |
shot | shot | video | video |
| Swarm docs | /swarm/docs |
shot | shot | video | video |
| WebGen docs | /webgen/docs |
shot | shot | video | video |
| HexStrike docs | /hexstrike/docs |
shot | shot | video | video |
| Zoth OS docs | /zoth-os/docs |
shot | shot | video | video |
| Agent Experience docs | /ax/docs |
shot | shot | video | video |
Zoth Studio v2 is a zero-egress, sovereign developer studio designed for orchestrating autonomous AI agent workflows, inspecting code syntax, executing hardware-accelerated WebGPU shaders, and interfacing with local model foundries (such as Ollama or llama.cpp). Built with React 19.3 and a gold-on-void aesthetic (#D4AF37 on #08080B), Zoth Studio v2 unifies 24 dedicated workstations, 25+ standalone zero-leakage developer utilities, and the WebMCP (Model Context Protocol) tool suite directly in the browser.
- WHAT THIS IS: A client-side developer workstation and local tool catalog for coordinating autonomous agent workflows, running WebGPU tensor calculations, visualizing biomorphic STDP synaptic memories, executing 3-agent Byzantine consensus simulations, and connecting to local models on local silicon.
- WHAT THIS IS NOT: This is not a cloud SaaS, does not send prompts or telemetry to remote endpoints, and does not require third-party accounts. All primary tools run client-side in the browser, with optional local CLI daemons for IPC and local storage.
- WINDOWCAROUSEL ARCHITECTURE: Zoth Studio v2 implements an adaptive
WindowCarouselarchitecture across tool suites (WebGen, Memory, Swarms). Operators can glide through full-detail interface cards with generous breathing room or toggle into a clean, stacked single-column view with a single click.
+====================================================================================================+
| ZOTH STUDIO v2 OPERATOR WORKSTATION |
| Client-Side Browser Runtime (React 19.3 + MUI v5 Gold-on-Void) |
+====================================================================================================+
| | |
v v v
+-------------------------------+ +-------------------------------+ +-------------------------------+
| 24 WORKSTATIONS | | 25+ TOOLS & WebMCP SUITE | | STDP NEURO MEMORY |
| - Multi-Agent DAG Composer | | - WebMCP JSON-RPC Inspector | | - Hebbian LTP / LTD Learning |
| - WebGen Layout Composer | | - JWT Inspector Guard | | - 3D Synaptic Manifold |
| - Sovereign Code IDE | | - Payload Entropy Studio | | - Exponential Weight Decay |
| - Vision Gesture Control | | - Polyglot Exporter | | - Local Vector Clustering |
| - AI Model Connector (Ollama)| | - MediaPipe Vision Gesture | | - Pure Client Memory State |
+-------------------------------+ +-------------------------------+ +-------------------------------+
| | |
+-------------------------------------+-------------------------------------+
|
+-------------------------------------+-------------------------------------+
| | |
v v v
+-------------------------------+ +-------------------------------+ +-------------------------------+
| 3-AGENT BYZANTINE CONSENSUS | | ARGON2id SECRETS VAULT | | ZERO-EGRESS GUARANTEE |
| - Proposer Agent (AST Diff) | | - Client WebCrypto Enclave | | - 100% Client-Side Execution |
| - Skeptic Agent (Evaluation) | | - Memory-Hard Argon2id KDF | | - Zero Cloud Telemetry |
| - Auditor Agent (Synthesis) | | - Authenticated AEAD Cipher | | - No Remote Analytics Trackers|
| - 2/3 Supermajority Seal | | - Local Key Zeroization | | - Air-Gapped Safe |
+-------------------------------+ +-------------------------------+ +-------------------------------+
| | |
v v v
+-------------------------------+ +-------------------------------+ +-------------------------------+
| OPTIONAL LOCAL DAEMONS | | NETLIFY STATIC HOSTING | | AEO / AX MACHINE DISCOVERY |
| - Ollama Engine (:11434) | | - 73 Prerendered Routes | | - /llms.txt & /llms-full.txt |
| - Neuro Memory Daemon (:8094)| | - Instant FCP (< 200ms) | | - /ai.txt Crawler Policy |
| - Sovereign Bridge (:8102) | | - Strict CSP & Security | | - /sitemap.xml (73 Entries) |
| - WebMCP Bridge (:8094) | | - Immutable Asset Caching | | - Schema.org JSON-LD Graphs |
+-------------------------------+ +-------------------------------+ +-------------------------------+
flowchart TD
subgraph Client["Zoth Studio v2 Client Runtime (React 19.3)"]
UI["Operator Deck UI<br/>Vite + React 19.3 + MUI v5"]
WS["24 Sovereign Workstations<br/>DAG Composer, Code IDE, Model Connector"]
Tools["25+ In-Browser Micro-Tools & WebMCP<br/>WebGPU Shaders, JWT Guard, MCP Inspector"]
UI --> WS
UI --> Tools
end
subgraph Memory["STDP Neuro Memory Engine"]
STDP["STDP Synaptic Plasticity Engine<br/>dw = A+ exp(-dt/tau)"]
Manifold["3D Synaptic Manifold Visualizer<br/>Local In-Memory Semantic Clustering"]
STDP --> Manifold
end
subgraph Consensus["3-Agent Byzantine Consensus Chamber"]
Proposer["Proposer Agent (Nexus)<br/>Constructs AST Code Diffs"]
Skeptic["Skeptic Agent (Vigil)<br/>Adversarial Syntax & Entropy Checks"]
Auditor["Auditor Agent (Aegis)<br/>Bayesian Verification & 2/3 Quorum Seal"]
Proposer --> Skeptic --> Auditor
end
subgraph Security["Local Security & Cryptographic Vault"]
Vault["Argon2id Secrets Vault<br/>Memory-Hard KDF + Authenticated Encryption"]
Egress["Zero-Egress Boundary<br/>Pure Client Memory · 0 Outbound Trackers"]
Vault --> Egress
end
subgraph OptionalDaemons["Optional Local CLI Daemons (npx zoth up)"]
Ollama["Local Model Engine<br/>Ollama / llama.cpp (:11434)"]
Bridge["Sovereign Agent Bridge<br/>Simplex Peer Bus (:8102)"]
WebMCP["WebMCP Bridge<br/>SSE JSON-RPC 2.0 (:8094)"]
end
subgraph Distribution["Static Distribution & AEO"]
Netlify["Production Static Distribution<br/>npm run build -> dist/"]
Routes["73 Prerendered Static Routes<br/>Schema.org JSON-LD Graphs"]
AEO["Machine Discovery Endpoints<br/>/llms.txt | /llms-full.txt | /sitemap.xml"]
Netlify --> Routes
Netlify --> AEO
end
UI <--> Memory
UI <--> Consensus
UI <--> Security
UI -.-> OptionalDaemons
All 24 workstations render natively in Zoth Studio v2 with zero required external dependencies:
| Category | Workstation | Route | Core Function |
|---|---|---|---|
| Agent Coordination | Multi-Agent DAG Composer | /workstations/agent-composer |
Visual graph editor for orchestrating agent dependency pipelines |
| Agent Coordination | 21-Agent Swarm Radar | /swarm |
Swarm orchestration, task dispatch, and agent telemetry |
| Agent Coordination | Operator Mission Control | /workstations/mission-control |
Mission status board, active subagents, and thread chronicle |
| Agent Coordination | Simplex Signal Bridge | /bridges |
Sovereign event communication and peer signal matrix |
| Agent Coordination | Swarm Bus Monitor | /workstations/bus-monitor |
Inter-agent event channel inspector and message delivery verification |
| Memory & Cognitive | STDP Neuro Memory Hub | /memory |
3D synaptic vector manifold and biomorphic persistence console |
| Memory & Cognitive | STDP Synaptic Lab | /memory#lab |
Interactive curve plotter and synaptic weight potentiometer |
| Consensus & Logic | Byzantine Consensus Arena | /consensus |
Triadic dialectic debate arena (Proposer, Skeptic, Auditor) |
| Consensus & Logic | Multi-Model Fusion Arena | /workstations/fusion-arena |
Cross-model AST mutation arbitration and weighted vote tally |
| Consensus & Logic | Six Math Pillars Academy | /docs#sec-math |
Interactive theory academy across Linear Algebra, Calculus, Probability, and STDP |
| Development & IDE | Sovereign Code IDE | /workstations/ide |
Local syntax tree editor, diff review, and invariant linter |
| Development & IDE | WebGen Autonomous Foundry | /webgen |
Standalone HTML/CSS/JS rapid generator and layout composer |
| Development & IDE | Edge Forge Micro-Builder | /workstations/edge-forge |
Sandbox compiler and edge bundle packager |
| Development & IDE | Tool Bench Sandbox | /workstations/tool-bench |
Live test harness for isolated schema-validated agent tools |
| Development & IDE | Polyglot Framework Exporter | /tools/polyglot-framework-exporter |
Transpiles components across React, Vue, Svelte, and Solid |
| Security & Cryptography | Adytum Hardware Sanctum | /adytum |
Meditative cryptographic sanctum with Argon2id memory hardness |
| Security & Cryptography | HexStrike Cybersec Arsenal | /hexstrike |
Air-gapped CVE vulnerability matrix and attack surface analyzer |
| Security & Cryptography | Zero-Egress Enclave Desk | /docs#sec-egress |
Shannon entropy gate, port audit, and privacy invariants |
| Security & Cryptography | Zoth OS Hypervisor Sandbox | /zoth-os |
Virtual machine runner and isolated runtime sandbox guide |
| Security & Cryptography | Hardware Vault Console | /docs#sec-5 |
Argon2id key derivation manager and secret seal console |
| Brand & Creative | Brand Seals Studio | /workstations/brand-seals |
Vector seal generation, geometric seals, and badge stampers |
| Brand & Creative | Telemetry HUD Cockpit | /workstations/cyberpunk-hud |
High-density telemetry displays, frequency sweeps, and audio meters |
| Intelligence & Models | AI Model Connector | /workstations/models |
Connectors for local Ollama, llama.cpp, and ONNX Runtime Web |
| Review & Machine AX | Agent Experience Powerhouse | /ax |
Machine-readable AX manifest builder and agent benchmark |
Air-gapped developer utilities operating with zero network calls:
- JWT Inspector Guard (
/tools/jwt-inspector-guard): Client-side decoding, signature structure validation, and Shannon entropy analysis on claims. - Payload Shannon Entropy Studio (
/tools/payload-entropy-studio): Shannon entropy curve calculation to detect encrypted or obfuscated shell payloads. - Polyglot Framework Exporter (
/tools/polyglot-framework-exporter): Transpiles UI templates across React, Svelte, Vue, and vanilla DOM. - CWV Speed Engine (
/tools/cwv-speed-engine): In-browser Core Web Vitals analyzer calculating LCP, FID, and CLS bottlenecks. - UFO Sacred Geometry (
/tools/ufo-sacred-geometry): Mathematical geometric pattern generator rendering high-precision SVGs. - Badge3D Coin Generator (
/tools/badge3d-coin-generator): WebGL metallic medallion and physical token renderer. - Nexus 3D Scene Studio (
/tools/nexus-3d-scene-studio): Zero-dependency 3D canvas editor for spatial entity positioning. - Datamosh Glitch Studio (
/tools/datamosh-glitch-studio): I-frame removal and compression artifact simulator for digital art. - Subsweep Lead Scanner (
/tools/subsweep-lead-scanner): Passive subdomain reconnaissance and attack-surface visualizer. - Omnipost Social Engine (
/tools/omnipost-social-engine): Multi-channel markdown syndication formatter with token preview. - OG Canvas Forge (
/tools/og-canvas-forge): In-browser dynamic Open Graph banner generation at 1200x630. - PWA Manifest Builder (
/tools/pwa-manifest-builder): Complete Web App Manifest JSON generator with asset bundling. - Schema Illustrator Studio (
/tools/schema-illustrator-studio): Interactive Schema.org graph builder and validator. - DeepSearch Research Agent (
/tools/deepsearch-research-agent): Local document indexer with BM25 keyword matching. - PromptMaster Studio (
/tools/promptmaster-studio): Systematic prompt optimizer with token analysis. - Cron Rhythm Studio (
/tools/cron-rhythm-studio): Visual crontab expression synthesizer and human-readable timeline. - Regex Droid Builder (
/tools/regex-droid-builder): Regular expression visualizer with catastrophic backtracking analysis. - WCAG Contrast Guard (
/tools/wcag-contrast-guard): Accessibility color contrast ratio tester complying with WCAG 2.1 AAA. - AudioCipher Stego Engine (
/tools/audiocipher-stego-engine): Spectrogram-based acoustic steganography encoder. - Web Security Guard (
/tools/web-security-guard): Client-side Content Security Policy (CSP) builder and audit engine. - Cyber Turtle Studio (
/tools/cyber-turtle-studio): Recursive geometric logo and procedural vector art generator. - CertPath Roadmap Studio (
/tools/certpath-roadmap-studio): Interactive technical skill tree and certification tracker. - Vision Gesture Control (
/tools/vision-gesture-control): In-browser computer vision hand-tracking interface. - EnvGuard Secrets Vault (
/tools/envguard-secrets-vault): Local memory-hard credential store and environment sanitizer. - Vector Search Engine (
/tools/vector-search-engine): In-browser cosine similarity and Euclidean distance vector ranker.
Governed by Spike-Timing-Dependent Plasticity (STDP), the Neuro Memory engine (/memory) models biological Hebbian learning so verified architectural decisions remain potentiated while transient noise naturally decays:
Where:
-
$\Delta t = t_{\text{post}} - t_{\text{pre}}$ : Temporal gap between memory activation and invariant verification. -
$A_+ = 1.0$ : Maximum potentiation amplitude for verified consensus decisions. -
$A_- = 0.85$ : Depression amplitude for unverified or abandoned execution paths. -
$\tau_+ = 20\text{ ms}$ : Potentiation decay time constant. -
$\tau_- = 20\text{ ms}$ : Depression decay time constant. -
$w \in [0.1, 1.0]$ : Clamped synaptic weight range.
Potentiation (+Δw)
^
1.0 | *
| *
| *
0.0 +---------*-------------------> Δt (ms)
| *
| *
-0.85| *
v
Depression (-Δw)
Synaptic vectors are projected onto an interactive 3D scatter manifold with semantic clustering, allowing developers to explore agent memory graphs without external vector databases.
Before modifying project code, staging commits, or mutating schemas, Zoth Studio can simulate a Triadic Byzantine Consensus Protocol (/consensus):
+------------------+ +-------------------+ +------------------+
| Proposer Agent | ----> | Skeptic Agent | ----> | Auditor Agent |
| (AST Mutation) | | (Adversarial Check| | (Verdict Seal) |
+------------------+ +-------------------+ +------------------+
| | |
+---------------------------+---------------------------+
|
v
2/3 Byzantine Supermajority Ratification
- Proposer Agent (Nexus): Constructs minimal surgical AST mutations and presents the semantic delta.
- Skeptic Agent (Vigil): Analyzes the AST diff for breaking changes, race conditions, and anomalous entropy deltas.
- Auditor Agent (Aegis): Evaluates the dialectic via Bayesian confidence scoring, verifying compliance with Zero-Egress invariants before issuing a ratification verdict.
Zoth Studio v2 harnesses client hardware acceleration directly in the browser:
-
WebGPU WGSL Pipelines: Executes parallel compute shaders across GPU workgroups (8×8 or 16×16 threads) for microsecond-tier tensor matrix multiplications (
$C = A \times B$ ) and vector similarity searches. - WASM SIMD 128-bit Fallback: When WebGPU is not supported by the platform, computation automatically shifts to WebAssembly compiled with 128-bit SIMD vector instructions running across multi-threaded Web Workers.
- Deterministic Outputs: All acceleration tiers produce bit-identical deterministic outputs, ensuring reliable offline capability across modern browsers and legacy hardware.
Zoth Studio enforces the strict OWASP Zero-Egress Invariants:
- Client-Side Isolation: All core tool logic, cryptographic hashing, and tensor compute runs 100% in client browser memory.
- Zero Cloud Telemetry & Tracking: Zero third-party analytics SDKs (no Google Analytics, Mixpanel, Segment, or PostHog). Zero remote error beacons.
-
Shannon Entropy Gating: Payloads are scanned for anomalous entropy thresholds (
$H(X) > 7.2$ bits/byte) to detect obfuscated shell payloads and credential leakage. -
Code Execution Safeguards: Absolute prohibition against
eval(),new Function(), anddocument.write(). Strict defenses against prototype pollution and unescaped HTML injection. - Local Data Persistence: State is stored strictly in client storage (IndexedDB, Web Crypto keys, local storage) with zero external cloud sync.
Zoth Studio v2 compiles into a high-performance static distribution ready for Netlify or any static web host:
# Clean install dependencies
npm ci
# Production build: compiles Vite bundle and triggers static prerender engine
npm run buildThe build script executes:
vite build && node scripts/prerender.mjs- Publish Directory:
dist - Node Version:
20 - SPA Fallback:
[[redirects]] from = "/*" to = "/index.html" status = 200
- Security & Caching Headers:
X-Frame-Options: SAMEORIGIN+ strictContent-Security-Policy.X-Content-Type-Options: nosniff,Referrer-Policy: strict-origin-when-cross-origin, andPermissions-Policy.- Immutable 1-year caching for static
/assets/*and/brand/*. - Open headers (
Access-Control-Allow-Origin: *) for machine discovery endpoints (/llms.txt,/ai.txt,/sitemap.xml).
During npm run build, scripts/prerender.mjs prerenders 73 static HTML routes into dist/, including:
- Core Hub & Pages:
/,/docs,/memory,/swarm,/bridges,/consensus,/hexstrike,/zoth-os,/webgen,/adytum,/faqs,/ax,/gallery,/workstations,/tools,/templates - 24 Workstation Detail Routes:
/workstations/agent-composer,/workstations/brand-seals,/workstations/cyberpunk-hud, etc. - 26 In-Browser Tool Routes:
/tools/webmcp-protocol-inspector,/tools/jwt-inspector-guard,/tools/payload-entropy-studio,/tools/polyglot-framework-exporter, etc. - 6 Math Pillar Pages:
/docs/math/linear,/docs/math/calculus,/docs/math/probability,/docs/math/hessian,/docs/math/lyapunov,/docs/math/stdp - Static Template Routes: Scaffolding starter templates.
Every prerendered route includes:
- Unique, keyword-optimized
<title>and<meta name="description">tags. - Open Graph (
og:*) and Twitter Card metadata. - Fully hydrated Schema.org JSON-LD
@graph(WebSite,Organization,SoftwareApplication,FAQPage). - Semantic
<noscript>HTML fallback shells for search crawlers and answer engines.
Zoth Studio implements state-of-the-art Answer Engine Optimization (AEO) and Agent Experience (AX) protocols:
| Endpoint | Content Type | Purpose & Target Consumer |
|---|---|---|
/llms.txt |
text/plain; charset=UTF-8 |
Condensed markdown system overview (< 5 KB) for LLM agents, ChatGPT, Claude, and Perplexity |
/llms-full.txt |
text/plain; charset=UTF-8 |
Comprehensive system architecture manual, schema specs, and protocols for deep analysis |
/ai.txt |
text/plain; charset=UTF-8 |
Autonomous crawler policy granting grounding, indexing, and attribution rights to AI bots |
/sitemap.xml |
application/xml; charset=UTF-8 |
Synchronized XML sitemap covering all 73 static routes with priorities and update timestamps |
/robots.txt |
text/plain; charset=UTF-8 |
Crawler permissions explicitly welcoming search and AI crawlers |
/api/ax/manifest.json |
application/json; charset=UTF-8 |
Machine-readable AX manifest for programmatic agent discovery and tool binding |
- Node.js:
>= 20.0.0 - Optional: Local Ollama or llama.cpp for on-device LLM inference (
ollama serveon port 11434).
# Clone or enter repository
cd zoth-studio-v2
# Install dependencies
npm install
# Start Vite development server
npm run devVisit the local development URL (typically http://localhost:5173 or http://localhost:3000) in your browser.
The zoth CLI (bin/zoth.js, executable via npx zoth or npm run zoth -- <command>) provides developer orchestration:
| Command | Action |
|---|---|
npx zoth status |
Probe local environment readiness, hardware acceleration, and tool repos |
npx zoth list |
Catalog all 25 sovereign micro-tools with their open-source URLs |
npx zoth pull <tool> |
Clone or fast-forward a standalone micro-tool into ./tools/<tool> |
npx zoth pull --all |
Clone all 25 published tools into ./tools |
npx zoth up |
Initialize local daemons and offline caches |
npx zoth down |
Stop local background processes |
npx zoth doctor |
Verify local dependencies and environment integrity |
# Compile bundle and prerender all 73 static routes
npm run build
# Preview production build locally
npm run previewzoth-studio-v2/
├── bin/
│ └── zoth.js # Zoth Studio CLI (status, list, pull, up, down, doctor)
├── backend/ # Optional local daemons and service harnesses
│ ├── neuro-memory-daemon/ # Python STDP biomorphic memory service
│ ├── sovereign-agent-bridge/ # Inter-agent IPC service
│ └── vault-daemon/ # Argon2id + authenticated encryption vault
├── docs/ # Architectural documentation & AEO specs
│ ├── ARCHITECTURE.md # System blueprint and security model
│ ├── AEO_AX_SPECIFICATION.md # Agent Experience & AI crawler protocols
│ └── NETLIFY_DEPLOYMENT_AEO.md# Netlify deployment and route prerender guide
├── public/ # Static assets served at root
│ ├── assets/ # Brand visuals and graphics
│ ├── brand/ # Vector logos and GhostByte seals
│ ├── fonts/ # Celtic Garamond and monospace typography
│ ├── llms.txt # Standardized AI answer engine summary
│ ├── llms-full.txt # Exhaustive machine-readable system manual
│ ├── ai.txt # Autonomous AI crawler policy
│ ├── robots.txt # Crawler permissions
│ └── sitemap.xml # 73-route search engine index
├── scripts/
│ └── prerender.mjs # Prerender engine for 73 static HTML routes
├── src/
│ ├── components/ # Reusable UI components (CinematicIntro, Navbar, Footer, etc.)
│ ├── config/
│ │ └── site.js # Central SEO/AEO metadata & Schema.org generators
│ ├── data/ # Workstations, 25 tools, ASCII banners, and FAQs data
│ ├── pages/ # React page views (HomePage, FaqsPage, MemoryPage, etc.)
│ ├── theme.js # Dual light/dark gold-on-void MUI theme
│ ├── App.jsx # Central router & AppShell
│ └── main.jsx # React root entry point
├── index.html # HTML entry point with Schema.org JSON-LD
├── netlify.toml # Netlify production configuration
├── package.json # Project manifest and scripts
└── vite.config.js # Vite configuration
Zoth Studio v2 is a sovereign, local-first project. Contributions are welcome within the zero-egress philosophy:
- Fork & branch — work on a feature branch off
main. - Keep it local-first — no new cloud telemetry, analytics SDKs, or third-party auth. New tools must run client-side in the browser or on local daemons.
- Respect the invariants — no
eval(),new Function(), ordocument.write(); no wildcard network exposure; no prototype pollution. - Register new tools — add entries to
src/data/toolsData.jsand register corresponding routes inscripts/prerender.mjs. - Verify before opening a PR — run
npm run buildand ensure all routes prerender cleanly.
Copyright © 2026 NullAI Tech. All rights reserved.
Licensed under the MIT License.





