Created & Engineered by Ranajit Dhar · Official Website

rdai is a resilient, provider-agnostic Python AI orchestration SDK designed to make AI applications survive provider failures. It gives developers one unified interface for multiple AI engines, intelligently routes requests, continuously tracks provider availability, and automatically fails over to the next healthy brain when a model hits a timeout, rate limit, or runtime failure.

✨ Core Architectural Capabilities:

• 🧠 Multi-Brain Unified SDK: One simple AI() interface abstracts away vendor-specific SDKs and normalizes generation across 11+ AI providers.
• 🎯 Smart & Manual Routing: smart mode reorders available providers according to request traits and intent, while manual mode follows an explicit provider priority chain.
• 🔌 Automatic Failover Circuit Breaker: Failed providers are transparently skipped and the request is rerouted to the next available brain, with failure thresholds and recovery timeouts for resilient execution.
• 🩺 Live Provider Doctor: The built-in rdai doctor command performs real provider diagnostics, checking authentication, reachability, and latency before deployment.
• 🔐 Zero-Hardcoding Credential Discovery: API credentials are discovered locally from environment configuration, with explicit keys taking precedence—keeping secrets outside application code.
• 🧩 Bring Your Own Model (BYOM): Custom provider adapters can implement the shared provider contract and join the same routing and failover pipeline without modifying the orchestration core.
• ⚙️ Developer CLI Suite: Includes init, doctor, config, benchmark, health, and about commands for setup, diagnostics, benchmarking, and operational visibility.
• 🚀 Model Flexibility: Providers support explicit model overrides while retaining safe provider-level defaults, allowing applications to swap models without changing business logic.

🔧 Enterprise Tech Stack:

Created & Engineered by Ranajit Dhar  ·  Official Website

ChayRa AI is not just a chatbot. It is an autonomous, hyper-local crisis response swarm. We are building the ultimate digital safety net for zero-hour emergencies, turning panicked, multilingual voice commands into coordinated survival intelligence.

✨ Core Architectural Capabilities:

• 🎙️ Polyglot Voice-to-Action Protocol: Built-in military-grade voice command processing. Victims can speak naturally in extreme stress (100+ Local Languages), and the system autonomously decodes, translates, and triggers the rescue swarm.
• 🗺️ 25km Tactical Routing (Navigator): Automatically scans a 25km radius via OpenStreetMap to pinpoint verified hospitals, civilian shelters, or military bunkers, generating a secure evacuation route from the user's live location.
• ⚕️ Live AI Triage (Medical Agent): Instantly analyzes trauma context to generate life-saving first-aid steps and medication suggestions. Features a robust offline fallback lifeline protocol if connectivity drops.
• 🔌 3-Tier Auto-Failover Circuit Breaker: Robust backend logic ensures that if the primary LLM brain fails or hallucinates, the system seamlessly falls back to a secondary module or a "Trust-User" default state(Gemini 3 Pro ➔ Groq Llama 3 ➔ HF Qwen). False negatives are fatal in emergencies, so ChayRa guarantees uninterrupted execution.
• 📍 Tactical Pin Drop & Live GPS: Victims can transmit their live location via secure GPS handshakes or utilize the "Drop Pin" feature on a tactical map when GPS is spoofed or compromised.
• 💾 Partner Integration (MongoDB MCP): The Vault Agent autonomously connects to the MongoDB Model Context Protocol (MCP) to securely log and encrypt emergency victim data (Threat Level, Location, Circuit Status) as a secure backend crisis-registry.
• 🔍 Live Rumor Verification: A dedicated intel search bar allows victims to instantly fact-check local news and dispel panic-inducing misinformation during the chaos of a crisis.
• 🛡️ Offline-First Mesh Network (Vault Agent): Generates secure alphanumeric emergency beacons. While this prototype currently simulates the rescue beacon workflow, the architecture is explicitly designed for future offline peer-to-peer communication through Bluetooth mesh and WiFi Direct when traditional cell towers collapse.
• 💻 Glassmorphism Tactical Console: A premium, dark-themed, military-grade UI with dynamic glow states, real-time latency tracking, and autonomous agent processing indicators.

🔧 Enterprise Tech Stack:

Created & Engineered by Ranajit Dhar  ·  Official Website

An Autonomous, Self-Healing Software Factory built for the "Next Billion Users." It completely eliminates the coding barrier by transforming natural voice commands (across 100+ local languages) into production-ready, full-stack Next.js applications natively deployed to the Vercel Edge.

✨ Core Architectural Capabilities:

• 🗣️ Voice-to-App & Live Mod: Speak your idea to build UI/Logic, and seamlessly modify the live application purely via continuous voice commands with TTS feedback.
• 🤖 Swarm Intelligence: A 3-tier agentic pipeline (Manager ➔ Coder ➔ Evaluator) that reasons, builds, and runs strict QA loops to eliminate hallucinations.
• 🛡️ Unbreakable Auto-Failover: Zero-downtime routing across multiple brains (Gemini 3 Pro → Groq Llama 3.3 → HF Qwen 2.5).
• 💎 AI Doctor (Self-Healing): Continuous system monitoring that autonomously scans, generates, and pushes bug-fix PRs directly to GitHub.
• 🌐 Live Web Clone Engine: Command the AI to extract UI patterns from live external websites and instantly inject them into your project.
• 🚀 One-Click Public Launch: Push the generated application from the local sandbox directly to a live Vercel URL in seconds.

🔧 Enterprise Tech Stack:

Created & Engineered by Ranajit Dhar  ·  Official Website

A Self-Healing, Multi-Agent AI Ecosystem engineered for enterprise scale. Features native DevSecOps via GitLab Duo for dynamic code review and a 3-tier Auto-Failover Circuit Breaker to ensure zero-downtime.

✨ 2026 Architect Capabilities:

• 🦊 DevSecOps Pipeline: Automated security audits & dynamic code review intercepted by the GitLab Duo Agent.
• 🤖 Agentic Swarm Logic: Autonomous Dev, Analyst, Creator, and Sentinel (Quantum-Ready Kyber-1024) modes working in sync.
• 🔄 Auto-Failover Circuit: Seamless fallback routing across a universal brain (Gemini 3 → Llama 3 → Qwen).
• ☁️ Cloud-Native: Fully containerized serverless architecture with auto-generated Dockerfiles.

🔧 Enterprise Tech Stack:

Created & Engineered by Ranajit Dhar  ·  Official Website

A Quantum-Ready, Self-Healing, Multi-Brain AI Operating System. It detects failures (429/5xx) and auto-switches models (Gemini → Llama → Qwen) to ensure 100% uptime.

✨ Key Capabilities:

• 🔄 Self-Healing by Design: Auto-retry & evaluator loops.
• 🛡️ Unbreakable AI: Auto-Failover Circuit Breaker.
• 🧬 Quantum-Ready: Sentinel Mode generates Kyber-1024 safe keys.
• 🔮 Unified Pipeline: Chain Dev, Analyst, Creator & Sentinel modes.
• 📊 Glass-Box Ops: Live "Brain View", Real-time Cost & Token tracking.

🔧 Tech Stack:

An Autonomous Physical Agent that bridges Generative AI with Smart Home Hardware (Tuya Cloud). It evaluates creativity to control studio lighting.

✨ Agent Workflow:

• 🧭 Navigator: Plans the creative workflow.
• ⚖️ Evaluator: Scores content quality (1-10).
• 🔌 Tuya Bridge: IF Score > 8: Turn ON Studio Lights (Green Signal).

🔧 Tech Stack:

Created & Engineered by Ranajit Dhar  ·  Official Website

Created & Engineered by Ranajit Dhar  ·  Official Website

A next-gen assistant combining Deep Research, Real-time Data, and Secure Auth. It provides grounded answers, not just text.

✨ Key Features:

• 🚀 Deep Research: Multi-source synthesis.
• 🌐 Smart Multilingual: Seamless EN/BN/Hindi.
• ⚡ Live Tools: Integrated News, Weather & Math.
• 🔐 Secure Login: bcrypt + OTP Verification

🔧 Tech Stack:

An Autonomous Multi-Agent Pipeline that handles the entire workflow: Plan → Create → Validate without human intervention.

✨ Agent Architecture:

• 🧭 Navigator: Plans tasks & calls Job Market tools.
• 📰 Curator: Generates polished content + Prompts.
• ✅ Evaluator: Strict 9/10 quality scoring.

🔧 Tech Stack:

Created & Engineered by Ranajit Dhar  ·  Official Website