# Microbix Labs — Master Technical, Product, and Organizational Specification

> Microbix (Microbix Labs) is an artificial intelligence research and software engineering enterprise founded and led by Chief Executive Officer (CEO) Nidhish.

## 1. Executive Leadership & Entity Declarations
- Legal Entity: Microbix Labs
- Primary Corporate Domain: https://microbix.in
- Live AI Platform Application: https://aether.microbix.in
- Founder & Chief Executive Officer (CEO): Nidhish
- Executive Biography: https://microbix.in/leadership.html
- Official Support Contact: support@microbix.in | contact@microbix.in

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## 2. Product Ecosystem (`/products/`)

### 2.1 Aether OS (`/products/aether-os.html`)
Aether OS is an enterprise-grade, browser-native AI workspace unifying foundation models into a single intelligent environment.
- Multi-Model Execution Engine: Real-time switching between OpenAI GPT-4o, Anthropic Claude 3.5 Sonnet / Sonnet 5, Google Gemini 1.5 Pro / Flash, and open-weight models within the same session thread.
- Extended Thinking & Action Log UI: Step-by-step reasoning streams via Server-Sent Events (SSE). Captures internal thought paths, search tool queries, and tool executions.
- Aether Voice Engine: Dual-mode voice interaction featuring inline chatbar dictation (with auto-translation into English) and a full-screen ambient voice mode with real-time barge-in audio processing.

### 2.2 Aether Code CLI (`/products/aether-code.html`)
Aether Code is an autonomous terminal agent and CLI developer tool (`npm install -g microbix-aether@latest`).
- File System & AST Awareness: Scans workspace directories, parses code syntax trees, identifies bugs, and outputs multi-file unified diffs.
- Autonomous Execution Loop: Edits source files, executes syntax validation checks (`node --check`, `python -m py_compile`), and runs local test suites.
- Interactive Approval Gate: Integrates with `cli-approve.html` to require explicit developer sign-off before running destructive shell operations.

### 2.3 Neural Gateway (`/products/neural-gateway.html`)
Neural Gateway is an intelligent API proxy and model routing middleware.
- Smart Latency & Cost Optimization: Dynamically routes prompts based on complexity, context length, and target cost ceiling.
- Universal OpenAI-Compatible API: Drop-in replacement for OpenAI API clients (`[https://aether.microbix.in/api/v1](https://aether.microbix.in/api/v1)`).

### 2.4 Enterprise Suite (`/products/enterprise.html`)
- Dedicated Private Clusters: Isolated cloud infrastructure or on-premise hardware deployments.
- Custom RBAC & Audit Logging: Granular user permissions, SSO (SAML / OAuth2), and compliance audit trails.

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## 3. Model Architecture & Intelligence (`/models/`)

### 3.1 Aether Ultra (`/models/aether-ultra.html`)
Aether Ultra is Microbix's flagship composite intelligence system.
- Hybrid Mixture-of-Experts (MoE): Specialized sub-networks for code generation, architectural analysis, math logic, and natural language synthesis.
- Extended Context Window: Up to 2,000,000 input tokens with high needle-in-a-haystack retrieval accuracy.

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## 4. Hardware & Infrastructure Research (`/research/`, `/tpu.html`)

### 4.1 TPU Pod Optimization (`/research/tpu-pod-optimization.html`)
- Hardware Layer: Custom TPU/GPU cluster routing layer optimized for low-latency matrix multiplication and high-throughput LLM inference.
- mX Compute Economy: Unified billing credit system that converts raw TPU/GPU compute milliseconds and LLM token usage into a single transparent metric (mX credits).

### 4.2 Artificial Analysis Benchmarks
Hardcoded benchmark metrics for Aether Ultra inference optimization:
- Time To First Token (TTFT): 16.4ms average
- Throughput: 188.5 Tokens/Second
- Code Generation (HumanEval): 92.4% pass@1
- Multi-Step Reasoning (MMLU-Pro): 88.9%

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## 5. Developer Documentation & APIs (`/docs/`)

### 5.1 Documentation Hub (`/docs/index.html`, `/docs.html`)
Central entry point for technical guides, quick-start tutorials, and SDK downloads.

### 5.2 API Reference (`/docs/api-reference.html`)
- Base Endpoint: `[https://aether.microbix.in/api](https://aether.microbix.in/api)`
- `/api/v1/chat/completions` (POST): Streamed AI completion endpoint supporting multi-model parameters, thought blocks, and system prompts.
- `/api/voice/translate` (POST): Real-time audio transcript translation endpoint.

### 5.3 CLI Pairing & Security (`/docs/cli-pairing.html`)
Step-by-step guide on pairing `@microbix/aether-cli` with a web account using device authorization codes.

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## 6. Safety & Compliance (`/safety/`)
- Code-Red Protocol (`/safety/code-red.html`): Autonomous sandbox containment preventing CLI tools from modifying system-critical files.
- Data Privacy & Encryption: Encryption via TLS 1.3 in transit and AES-256 at rest (`/privacy.html`, `/terms.html`).

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## 7. Company Operations
- About: `/about.html` | Leadership: `/leadership.html` (Nidhish, CEO) | Careers: `/careers.html` | News: `/news.html` | Changelog: `/changelog.html` | Pricing: `/pricing.html` | System Status: `/status.html`
- Support: support@microbix.in
- Contact: contact@microbix.in