🧬 Lorapok Labs — Digital Ecosystem & Developer Portal v2.0

Lorapok Labs is an open-source software collective focused on Sensory Computing, Biological UI, and Autonomous AI Engineering. This portal serves as the primary gateway for 30+ open-source tools, browser extensions, developer CLIs, and autonomous research publications across 7 global distribution platforms.

🏗️ System Architecture Topology

Lorapok Labs operates on a multi-tier distributed architecture spanning an edge ingress network, client-side sensory SPA, static pre-rendering build pipeline, and an autonomous AI systems research engine (LoLaBo).

flowchart TD
    subgraph Ingress ["🌐 Ingress & Edge Layer"]
        Users["🖥️ Web Visitors & Engineers"]
        Bots["🤖 Search Crawlers & Social Indexers"]
        DiscordChannel["💬 Discord Community (#announcements)"]
        
        CF["🛡️ Cloudflare Global Edge Network<br/>• Custom Domain: lorapok.tech<br/>• SSL/TLS Termination & DDoS Shield<br/>• Edge Worker Proxies"]
        GH_CDN["📦 GitHub Pages Global CDN<br/>• Static Asset Edge Distribution<br/>• Geo-Distributed Cache"]
    end

    subgraph ClientApp ["🎨 Client Presentation Tier (React 19 SPA)"]
        Router["🧭 React Router v7<br/>• Route-Level Code Splitting (React.lazy)<br/>• URL Deep-Linking & History"]
        
        subgraph Views ["Application Views"]
            HomeView["🏠 / (Home & Hero)"]
            ProjectsView["🚀 /projects (30+ Catalog & ⌘K)"]
            TeamView["👥 /team (Interactive Dossiers)"]
            AboutView["📖 /about (Mission & Philosophy)"]
            DevPortal["🔬 /dev (DevModePortal & AI Lab)"]
            BlogView["📰 /blog & /blog/:slug (LoLaBo Portal)"]
        end

        ImgCache["⚡ Progressive Image Engine<br/>• In-Memory Session Cache (Set)<br/>• Low-Poly Blur-Up Skeletons<br/>• Runtime Dedup Guard"]
    end

    subgraph BuildPipeline ["⚙️ Pre-Rendering & Postbuild Engine"]
        ViteCompiler["⚡ Vite 8 + Rollup<br/>• TypeScript Compilation<br/>• Tailwind v4 Token Shake"]
        PostBuildScript["🛠️ scripts/postbuild.js<br/>• Pre-renders 7 Core HTML Routes<br/>• Pre-renders 19+ Static Blog SEO Pages<br/>• Injects Schema.org JSON-LD<br/>• Generates XML Sitemaps & RSS 2.0"]
    end

    subgraph LoLaBoAI ["🧠 LoLaBo Autonomous AI Subsystem (agent/)"]
        Trigger["⏱️ Staggered Cron / CI Trigger<br/>(GitHub Actions: :17, :47)"]
        
        KeyPool["🔑 Multi-Account Key Rotator (keyManager.ts)<br/>• 4+ Google Account Pool<br/>• Smart Round-Robin & Instant 429 Failover"]
        
        Validator["🛡️ Model Validator & Deprecation Guard (modelValidator.ts)<br/>• Real-Time Google API Discovery<br/>• Auto-Quarantine Deprecated Models (404/Retired)<br/>• Zero-Downtime Cascade"]
        
        ModelTiering["⚖️ Multi-Tier Model Matrix (writer.ts)<br/>• Gemini 3.x Primary (3.8/3.7/3.6/3.1/3.5)<br/>• Gemini 2.x Resilient Fallbacks (2.5/2.0/Thinking)"]
        
        Author["✍️ Research Authoring Engine (writer.ts)<br/>• Zero-Truncation Completeness Barrier<br/>• ASCII Topologies, Benchmarks & Formal Proofs"]
        
        PeerReview["🔬 Autonomous Review Unit (reviewer.ts)<br/>• 100-Point Academic Rubric<br/>• Dynamic Revision Feedback Loop (<85)"]
        
        VisualEngine["🎨 Swiss Editorial Visual Suite (imageAgent.ts)<br/>• Hero Cover: Swiss / Bauhaus Minimalist Illustration<br/>• Fig 1: Native Code-to-Diagram Mermaid.js Flowchart<br/>• Fig 2: Crisp 100% Vector SVG Latency CDF Plot"]
        
        Consolidator["💾 Export & Normalizer (exportData.ts)<br/>• Zero-Duplicate Catalog Enforcement<br/>• Dual Persistence Normalizer"]
        
        Verifier["🌐 Production Edge Verifier (broadcastLivePost.ts)<br/>• Validates 200 OK on Edge<br/>• Atomic Discord Embed Dispatch"]
    end

    subgraph DataStorage ["🗄️ Multi-Tier Persistence"]
        FirestoreDB[("🔥 Google Cloud Firestore<br/>• Canonical Cloud Store<br/>• blog_posts collection")]
        StaticJSON[("📁 Static Catalog Baseline<br/>• public/blog/posts.json")]
        ModelQuarantine[("🛡️ Deprecated Models Quarantine<br/>• .loragent-debug/deprecated-models.json")]
    end

    Users --> CF
    Bots --> CF
    CF --> GH_CDN
    GH_CDN --> Router
    Router --> HomeView
    Router --> ProjectsView
    Router --> TeamView
    Router --> AboutView
    Router --> DevPortal
    Router --> BlogView
    BlogView --> ImgCache

    Trigger --> KeyPool
    KeyPool --> Validator
    Validator --> ModelTiering
    ModelTiering --> Author
    Author --> PeerReview
    PeerReview -->|"Score &lt; 85 (Revisions Required)"| Author
    PeerReview -->|"Score &gt;= 85 (Approved)"| VisualEngine
    VisualEngine --> Consolidator
    Validator -.-> ModelQuarantine
    Consolidator --> FirestoreDB
    Consolidator --> StaticJSON

    StaticJSON --> PostBuildScript
    ViteCompiler --> PostBuildScript
    PostBuildScript --> GH_CDN

    Consolidator --> Verifier
    Verifier -->|"Live 200 OK Verified"| DiscordChannel

🔄 LoLaBo Autonomous AI Publication Pipeline

The sequence diagram below illustrates the end-to-end autonomous research synthesis, peer-review refinement, online AI visual generation, and gated edge broadcast:

sequenceDiagram
    autonumber
    actor Cron as ⏱️ Cron Runner (:17, :47)
    participant KeyMgr as 🔑 KeyManager (4-Key Pool)
    participant Validator as 🛡️ Model Validator (modelValidator.ts)
    participant Writer as ✍️ LoLaBo Authoring Engine
    participant Reviewer as 🔬 Autonomous Peer Review Unit
    participant Visuals as 🎨 Swiss Editorial Visual Suite
    participant Export as 💾 Consolidator & Normalizer
    participant Storage as 🗄️ Firestore & posts.json
    participant Deploy as 🚀 GitHub Actions Deploy
    participant Probe as 🌐 Production Edge Probe
    participant Discord as 💬 Discord Webhook

    Cron->>KeyMgr: Request active Google AI Key (Pool 1..4)
    KeyMgr-->>Writer: Yield healthy key (cooldown on 429 errors)

    Writer->>Validator: Validate candidate models ladder (query /v1beta/models)
    Validator-->>Writer: Return active candidate models (filter quarantined 404/deprecated)

    alt Model returns 404 / NOT_FOUND / Deprecated
        Writer->>Validator: Auto-prune model from candidate ladder & persist to quarantine
        Writer->>Writer: Cascade immediately to next candidate model in ladder
    end

    alt Topic is Deep Systems Research, RFC, or Thesis
        Writer->>Writer: Flagship Tier: Gemini 3.8/3.7/3.6 Flash → 3.1 Pro → Pro Latest → 2.5 Pro → 2.0 Thinking
    else Topic is Standard Technical Dispatch or News
        Writer->>Writer: Technical Tier: Gemini 3.8/3.7/3.6 Flash → Flash Latest → 2.5 Flash → 2.0 Flash
    end

    Writer->>Writer: Synthesize manuscript (Zero-Truncation Barrier, ASCII diagrams, formal math, benchmark tables)

    loop Peer-Review Verification Loop (Max 2 Passes)
        Writer->>Reviewer: Submit draft for evaluation
        Reviewer->>Validator: Validate reviewer candidate models
        Reviewer->>Reviewer: Audit against 100-Point Rubric (Rigor, Math, Code, Citations)
        alt Score below 85 (Defects or Missing Proofs)
            Reviewer-->>Writer: Reject with structured critique instructions
            Writer->>Writer: Revise manuscript addressing critique
        else Score 85 or above (Approved)
            Reviewer-->>Writer: Issue peer-review approval badge
        end
    end

    Writer->>Visuals: Request publication-grade visual suite (Swiss Cover, Fig 1 Mermaid, Fig 2 SVG)
    Visuals->>Visuals: Synthesize Swiss flat vector cover, Mermaid architecture flowchart & vector latency CDF plot
    Visuals-->>Writer: Yield complete visual suite & inject into markdown sections

    Writer->>Export: Send verified post package
    Export->>Storage: Atomically commit to Cloud Firestore & public/blog/posts.json
    Storage->>Deploy: Trigger static build & pre-rendering (scripts/postbuild.js)
    Deploy->>Deploy: Publish static pages & OpenGraph tags to Edge CDN

    Deploy->>Probe: Poll https://lorapok.tech/blog/:slug until HTTP 200 OK
    Probe-->>Deploy: Edge verification confirmed
    Deploy->>Discord: Broadcast rich publication embed with verified live link

🛡️ Triple-Layer Visual Deduplication Architecture

To permanently guarantee that no two articles ever share the same visual and eliminate stock photography fallbacks, LoLaBo enforces a three-layer defense matrix:

flowchart LR
    subgraph Layer1 ["Layer 1: Generation Time (imageGen.ts)"]
        A1["Authoring Engine"] --> A2["Extract Technical imagePrompt"]
        A2 --> A3["Query usedImages Set"]
        A3 --> A4["Calculate Prime Seed: (baseSeed + i * 104729)"]
        A4 --> A5["Unique Pollinations AI Flux URL"]
    end

    subgraph Layer2 ["Layer 2: Export & Normalization (exportData.ts)"]
        B1["Consolidator Process"] --> B2["Scan Merged Catalog"]
        B2 --> B3{"Unsplash or Duplicate?"}
        B3 -->|Yes| B4["Re-synthesize Online AI Flux Visual"]
        B3 -->|No| B5["Retain Valid Visual"]
        B4 --> B6["Sync Back to Cloud Firestore"]
        B5 --> B7["Write to public/blog/posts.json"]
        B6 --> B7
    end

    subgraph Layer3 ["Layer 3: Browser Runtime (BlogApp.tsx)"]
        C1["Client Fetches posts.json / Live Sync"] --> C2["ensureUniqueVisuals() Guard"]
        C2 --> C3{"In-Memory URL Conflict?"}
        C3 -->|Yes| C4["On-the-Fly Prime Salt Resolution"]
        C3 -->|No| C5["Render Progressive Image Component"]
        C4 --> C5
    end

    Layer1 --> Layer2
    Layer2 --> Layer3

🌐 The Multi-Page Architecture (v2.0)

Lorapok Labs v2.0 transitions the ecosystem from a single-page portfolio into a full-fledged, multi-page open-source product organization with route-level code splitting:

Route	View Component	Key Architectural Capabilities
`/`	`HomePage.tsx`	Sensory hero, animated stats counter, 3-pillar philosophy, featured product spotlights.
`/projects`	`ProjectsPage.tsx`	30+ products across 10 categories, multi-criteria filtering, keyboard `⌘K` search overlay.
`/team`	`TeamPage.tsx`	Interactive dossiers, skills matrices, career trajectories, and modal deep dives.
`/about`	`AboutPage.tsx`	Organizational backstory, founder profile, design system manifesto, and ethics.
`/changelog`	`ChangelogPage.tsx`	Chronological release milestones, semantic versions, and platform launch notes.
`/support`	`SupportPage.tsx`	bKash funding channel, multi-chain crypto addresses, and backer recognition.
`/contact`	`ContactPage.tsx`	Direct routing contact bridge for commercial inquiries, partnerships, and bug reports.
`/dev`	`DevModePortal.tsx`	Authenticated developer workspace, multi-provider AI lab, API playground, live system telemetry.
`/blog`	`BlogApp.tsx`	LoLaBo research portal, category/format filters, progressive image caching, reading progress.
`/blog/:slug`	`BlogApp.tsx`	Pre-rendered individual research treatise view, formal citations, LaTeX math, code highlighting.

🔬 LoLaBo Autonomous AI Engine Specifications

1. Multi-Account Key Pool (`agent/keyManager.ts`)

Connects to multiple Google AI Studio accounts to multiply rate limits and ensure zero publication downtime:

Environment Key Matrix: Accepts GEMINI_API_KEYS="key1,key2,key3,key4" or individual keys GEMINI_API_KEY_1..4.
Smart Failover: Catches HTTP 429 Too Many Requests or RESOURCE_EXHAUSTED responses, enters a cooldown state for the exhausted account, and automatically fails over to the next healthy account in $< 5\text{ ms}$.

2. Multi-Generation Model Tiering Matrix (Gemini 3.x Primary + 2.x Fallback)

Enforces a multi-tiered, latency- and depth-optimized fallback ladder across model families:

Content Tier	Primary Gemini 3.x Models	Preserved Resilient 2.x Fallbacks	Target Depth & Invariants
Flagship Research Treatises & RFCs	`gemini-3.8-flash`, `gemini-3.7-flash`, `gemini-3.6-flash`, `gemini-flash-latest`, `gemini-3.1-pro-preview`, `gemini-pro-latest`, `gemini-3.5-flash`, `gemini-3.1-flash-lite`, `gemini-flash-lite-latest`	`gemini-2.5-pro`, `gemini-2.5-flash`, `gemini-2.0-flash`, `gemini-2.0-flash-lite`, `gemini-2.0-pro-exp-02-05`, `gemini-2.0-flash-thinking-exp-01-21`, `gemini-1.5-pro`, `gemini-1.5-flash`	2,500–3,500 words, formal math ($O(n \log n)$), ASCII topologies, memory invariants, 4–6 peer-reviewed citations.
Technical Dispatches & Engineering Blogs	`gemini-3.8-flash`, `gemini-3.7-flash`, `gemini-3.6-flash`, `gemini-flash-latest`, `gemini-3.5-flash`, `gemini-3.1-flash-lite`, `gemini-flash-lite-latest`	`gemini-2.5-flash`, `gemini-2.0-flash`, `gemini-2.0-flash-lite`, `gemini-1.5-flash`	1,400–2,200 words, working code implementations, low-level data-plane dynamics, actionable takeaways.

3. Automated Model Validation & Deprecation Removal Engine (`agent/modelValidator.ts`)

To prevent stalled execution caused by retired, deprecated, or unavailable model aliases:

Real-Time Deprecation Interception: Monitors Google API responses for HTTP 404 NOT_FOUND, INVALID_ARGUMENT, and explicit deprecation signatures ("is not found for API version", "is deprecated", "no longer available", "unsupported model").
Automated Quarantine & Pruning: Automatically purges deprecated models from in-memory candidate arrays and persists them to .loragent-debug/deprecated-models.json so retries never waste quota on defunct endpoints.
Remote Model Discovery: Automatically queries GET https://generativelanguage.googleapis.com/v1beta/models?key=${apiKey} to verify active generateContent capabilities against Google's live catalog.
Zero-Downtime Cascade: If a model alias is rejected, the engine cascades to the next candidate model in $< 10\text{ ms}$ without dropping the publication task.

4. Zero-Token-Loss Completeness Barrier (`agent/writer.ts`)

Prevents half-done, truncated, or unclosed articles from reaching production:

Integrity Validation: Rigorously inspects markdown code fences, unclosed backticks, truncated tables, incomplete formulas, and ensures mandatory ## Key Takeaways & Summary and ## References & Technical Citations headers.
Surgical Continuation Pass (completeArticleSections): If token ceilings are encountered, a targeted completion agent cleanly closes severed code blocks and generates formal takeaways and academic references.

5. Swiss Editorial Visual Suite (`agent/imageAgent.ts` & `agent/imageGen.ts`)

Replaces generic sci-fi tropes (octane render, glowing neon, cyberpunk, cybernetic, holographic, futuristic, laser lines) with publication-grade engineering graphics:

Hero Cover (1200x630): Swiss / Bauhaus minimalist 2D vector technical illustration with clean graphite backdrops, muted slate/cobalt palettes, and precision line art.
Figure 1 (Architecture Blueprint): Authentic code-to-diagram Mermaid.js flowcharts (flowchart TD) rendered natively with interactive expand, copy source, and dark themes.
Figure 2 (Empirical Benchmarks): Publication-grade 100% Vector SVG latency CDF curves ($P_{50}, P_{90}, P_{99}, P_{99.9}$) with microsecond coordinates and throughput distributions.

6. Autonomous Peer-Review Verification Unit (`agent/reviewer.ts`)

Audits all generated manuscripts against an academic 100-point rubric before publication:

Evaluation Dimension	Weight	Acceptance Criteria
Architectural Depth & Rigor	30 pts	Kernel-level mechanics, memory alignments, cache hierarchy impacts, and invariants.
Structural Completeness	25 pts	ASCII topology diagrams, comparative benchmark matrices, and formal conclusion.
Code & Mathematical Soundness	20 pts	Idiomatic Rust/Go/C++ snippets, asymptotic complexity bounds ($O(n \log n)$).
Citations & Literature Integrity	15 pts	Inline citations referencing authoritative RFCs/papers, dedicated references section ($\ge 3$).
Anti-Hallucination & Tone	10 pts	Zero template placeholders (`TODO`, `TBD`), zero abrupt cutoffs, authoritative engineering voice.

Drafts scoring $< 85$ receive targeted critique prompts and enter an iterative revision cycle (up to 2 passes).

7. Aggregate Publishing Capacity (4 Google Accounts + Free Mesh)

Content Tier	1 Google Account	4 Google Accounts Pooled	With Free Provider Mesh (Groq / Cerebras)
Standard Blogs & Dispatches	1,500 / day (62.5/hr)	6,000 / day (250/hr)	20,000+ / day
Flagship Research & Thesis Papers	50 / day (2.08/hr)	200 / day (8.33/hr)	500+ / day
Peer-Review Verification Passes	1,000 / day	4,000 / day	10,000+ / day

⚡ Progressive Image Loading & Client Performance

All visual assets in the LoLaBo blog portal utilize LoLaBoImage.tsx:

In-Memory Session Cache: Tracks loaded images via loadedImageCache: Set<string>, eliminating network re-fetches during internal client navigation.
Low-Poly Blur-Up Skeletons: Displays an animated SVG shimmer skeleton while assets decode.
Hero Image Prefetching: Automatically prefetches hero images for the top articles upon initial portal hydration.
Deterministic AI Fallback: If an image fails to load over the network, a dynamic vector SVG with technical glyphs and domain branding renders instantly.

🛠️ Static SEO Pre-Rendering Engine (`scripts/postbuild.js`)

To guarantee first-class indexability on search engines and instant social sharing previews without server-side rendering (SSR) overhead:

Isolated Static HTML Routes: Pre-renders separate index.html files for /projects, /about, /team, /changelog, /support, /contact, and /dev.
Dedicated Article SEO Pages: Generates static HTML folders for all 19+ research articles under dist/blog/:slug/index.html.
Automated Metadata Injection: Injects page-specific <title>, <meta name="description">, og:image, twitter:card, and canonical URLs.
Structured Data (JSON-LD): Injects Schema.org Article and Organization structured data into every page's <head>.
Sitemaps & RSS Feed: Automatically synthesizes public/sitemap.xml, public/blog/sitemap.xml, and public/blog/rss.xml.

📂 Codebase Directory Topology

lorapok.github.io/
├── agent/                         # LoLaBo Autonomous AI Subsystem
│   ├── index.ts                   # CLI entry point & publication orchestration
│   ├── server.ts                  # Autonomous daemon & REST API service
│   ├── writer.ts                  # Multi-model authoring engine & zero-truncation barrier
│   ├── modelValidator.ts          # Real-time model health & automated deprecation pruner
│   ├── reviewer.ts                # Autonomous Research Review Unit (100-pt rubric)
│   ├── keyManager.ts              # 4-account Google AI key rotator & 429 failover
│   ├── imageAgent.ts              # Swiss editorial visual synthesizer (Mermaid & vector SVG)
│   ├── imageGen.ts                # 100% online AI Flux engine & prompt normalizer
│   ├── exportData.ts              # Static data consolidator & Firestore synchronizer
│   ├── broadcastLivePost.ts       # Edge verification probe & Discord broadcaster
│   └── capacity.ts                # Multi-account publishing capacity analyzer
├── public/                        # Static Web Assets
│   ├── blog/
│   │   ├── posts.json             # Canonical static research catalog (19 articles)
│   │   ├── sitemap.xml            # Blog XML sitemap
│   │   └── rss.xml                # RSS 2.0 publication feed
│   ├── sitemap.xml                # Root website XML sitemap
│   └── robots.txt                 # Search engine crawler policies
├── scripts/                       # Build & Release Tooling
│   └── postbuild.js               # Static HTML pre-renderer & SEO tag injector
├── src/                           # React 19 Client SPA Source
│   ├── blog/                      # LoLaBo Research Portal
│   │   ├── BlogApp.tsx            # Main blog application & Mermaid.js renderer
│   │   └── components/            # Blog components (LoLaBoImage, CodeBlocks, etc.)
│   ├── components/                # Shared UI Components (Navbar, Footer, Search)
│   ├── data/                      # Structured Ecosystem Data
│   │   ├── lorapok.ts             # 30+ products, categories, and brand metadata
│   │   ├── team.ts                # Core team profiles & interactive dossiers
│   │   └── changelog.ts           # Ecosystem version milestones
│   ├── dev/                       # Developer Workspace & AI Playground
│   ├── pages/                     # Core Route Page Views
│   └── styles/                    # Tailwind CSS v4 & custom design tokens
├── .github/workflows/             # Continuous Integration & Automation
│   ├── lolabo-agent.yml           # Twice-hourly autonomous research publisher
│   └── deploy.yml                 # Automated edge build & GitHub Pages deploy
└── package.json                   # Project dependencies & operational scripts

🚀 Marketplace Distribution & Ecosystem Presence

Lorapok products are distributed across 7 major software registries:

VS Code Marketplace: LorapokLabs — Cursor Curse Monitor, Lorapok Atlas
Open VSX Registry: LorapokLabs — Cursor Curse Monitor, Lorapok Atlas
Firefox AMO: Lorapok Add-ons — Atlas API Directory, XSnap Media Downloader, SubtitleMaster
npm Registry: @lorapok-labs/reportkit-ui, lorapok-atlas, lorapok-atlas-mcp, roast-api, lorapok-player
PyPI: roast-api
Packagist: lorapok/laravel-execution-monitor, maizied/roast-api
Snapcraft: lorapokmediaplayer
Product Hunt: Lorapok Atlas Launch

⚙️ Development & Operational Commands

# Clone the repository
git clone https://github.com/Lorapok/lorapok.github.io.git
cd lorapok.github.io

# Install client and agent dependencies
npm install
cd agent && npm install && cd ..

# Start local sensory development server
npm run dev

# Run type checking across client application
npx tsc --noEmit

# Compile agent TypeScript modules to CommonJS
npm run agent:build

# Execute full production build with static HTML SEO pre-rendering
npm run build

# Run LoLaBo autonomous publisher manually (single dispatch)
npm run agent:dispatch

# Start LoLaBo autonomous daemon service
npm run service:lolabo:daemon

🔐 Zero-Trust Governance & Credentials

In accordance with Loragent Governance Standards:

Plaintext secrets, private keys, and passphrases are never committed to Git, passed via argv, or exposed in client bundles.
Production credentials are synchronised through the centralized machine AES-256 vault:
```
cred get cloudflare account_id_lorapok
cred get google_ai gemini_api_keys
```

📜 Team & License

Designed, engineered, and maintained by Mohammad Maizied Hasan Majumder (@Maijied) and the Lorapok Labs open-source collective.

Released under the MIT License.

Name		Name	Last commit message	Last commit date
.agents		.agents
.cursor		.cursor
.github/workflows		.github/workflows
.loragent-debug		.loragent-debug
agent		agent
agents		agents
plan		plan
public		public
scripts		scripts
skills		skills
src		src
.gitignore		.gitignore
AGENTS.md		AGENTS.md
AGENT_INDEX.md		AGENT_INDEX.md
Gemini_Generated_Image_cakkk7cakkk7cakk.png		Gemini_Generated_Image_cakkk7cakkk7cakk.png
Gemini_Generated_Image_n6yv0in6yv0in6yv.png		Gemini_Generated_Image_n6yv0in6yv0in6yv.png
README.md		README.md
agent-index.json		agent-index.json
email_template.html		email_template.html
eslint.config.js		eslint.config.js
index.html		index.html
package-lock.json		package-lock.json
package.json		package.json
tsconfig.app.json		tsconfig.app.json
tsconfig.json		tsconfig.json
tsconfig.node.json		tsconfig.node.json
vite.config.ts		vite.config.ts

Navigation Menu

Repository files navigation

🧬 Lorapok Labs — Digital Ecosystem & Developer Portal v2.0

🏗️ System Architecture Topology

🔄 LoLaBo Autonomous AI Publication Pipeline

🛡️ Triple-Layer Visual Deduplication Architecture

🌐 The Multi-Page Architecture (v2.0)

🔬 LoLaBo Autonomous AI Engine Specifications

1. Multi-Account Key Pool (`agent/keyManager.ts`)

2. Multi-Generation Model Tiering Matrix (Gemini 3.x Primary + 2.x Fallback)

3. Automated Model Validation & Deprecation Removal Engine (`agent/modelValidator.ts`)

4. Zero-Token-Loss Completeness Barrier (`agent/writer.ts`)

5. Swiss Editorial Visual Suite (`agent/imageAgent.ts` & `agent/imageGen.ts`)

6. Autonomous Peer-Review Verification Unit (`agent/reviewer.ts`)

7. Aggregate Publishing Capacity (4 Google Accounts + Free Mesh)

⚡ Progressive Image Loading & Client Performance

🛠️ Static SEO Pre-Rendering Engine (`scripts/postbuild.js`)

📂 Codebase Directory Topology

🚀 Marketplace Distribution & Ecosystem Presence

⚙️ Development & Operational Commands

🔐 Zero-Trust Governance & Credentials

📜 Team & License

About

Releases

Packages

Contributors

Languages

Latest commit

History

Folders and files

Repository files navigation

🧬 Lorapok Labs — Digital Ecosystem & Developer Portal v2.0

🏗️ System Architecture Topology

🔄 LoLaBo Autonomous AI Publication Pipeline

🛡️ Triple-Layer Visual Deduplication Architecture

🌐 The Multi-Page Architecture (v2.0)

🔬 LoLaBo Autonomous AI Engine Specifications

1. Multi-Account Key Pool (agent/keyManager.ts)

2. Multi-Generation Model Tiering Matrix (Gemini 3.x Primary + 2.x Fallback)

3. Automated Model Validation & Deprecation Removal Engine (agent/modelValidator.ts)

4. Zero-Token-Loss Completeness Barrier (agent/writer.ts)

5. Swiss Editorial Visual Suite (agent/imageAgent.ts & agent/imageGen.ts)

6. Autonomous Peer-Review Verification Unit (agent/reviewer.ts)

7. Aggregate Publishing Capacity (4 Google Accounts + Free Mesh)

⚡ Progressive Image Loading & Client Performance

🛠️ Static SEO Pre-Rendering Engine (scripts/postbuild.js)

📂 Codebase Directory Topology

🚀 Marketplace Distribution & Ecosystem Presence

⚙️ Development & Operational Commands

🔐 Zero-Trust Governance & Credentials

📜 Team & License

About

Resources

Stars

Watchers

Forks

Releases

Packages

Contributors

Languages

1. Multi-Account Key Pool (`agent/keyManager.ts`)

3. Automated Model Validation & Deprecation Removal Engine (`agent/modelValidator.ts`)

4. Zero-Token-Loss Completeness Barrier (`agent/writer.ts`)

5. Swiss Editorial Visual Suite (`agent/imageAgent.ts` & `agent/imageGen.ts`)

6. Autonomous Peer-Review Verification Unit (`agent/reviewer.ts`)

🛠️ Static SEO Pre-Rendering Engine (`scripts/postbuild.js`)