Beta
Bani AI
Conversational AI assistant powered by Brahmashira, designed for natural multi-turn dialogue.
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BandhanNova Intelligence
Engineering Intelligence
That Scales Beyond Software.
Foundation models, enterprise AI, autonomous agents, and the infrastructure powering the next generation of intelligence.
Who We Are
Artificial Intelligence
Without Limits.
BandhanNova Intelligence is the core AI research and engineering division of BandhanNova Ecosystem. We build foundation models, autonomous agents, and enterprise AI infrastructure designed to operate at scale across consumer products, enterprise platforms, and future intelligent systems.
Foundation Models
Purpose-built language models designed to scale from lightweight edge models to future frontier research models.
AI Infrastructure
High-performance inference runtime optimized for CPU efficiency, low memory usage, and scalable deployment.
Enterprise Intelligence
Production-ready AI systems for developers, healthcare, finance, education, and government — deployed on your infrastructure.
Architecture
Our Intelligence Stack
A vertically integrated AI platform — from raw data infrastructure to production applications.
Foundational Layer
Infrastructure
Rust runtime, Docker, cloud deployment
Data
Curated datasets and RAG pipelines
Compute
MatMul-Free SIMD CPU inference
Training
QLoRA fine-tuning and RLHF alignment
Foundation Models
Brahmashira model family
AI Agents
Autonomous reasoning and tool-calling systems
User Facing Layer
Applications
End-user AI products and interfaces
Models
Brahmashira
Purpose-built language models designed for real-world CPU inference.
Available
Brahmashira 1 Mini
Context Window 32K
Target Hardware Edge & CPU
Status Available
Capabilities
Text Generation Code Assist Edge Inference
Lightweight model optimized for fast CPU inference and edge deployment.
Try Chat Coming Soon
Brahmashira 1 Turbo
Context Window 64K
Target Hardware Server CPU
Status In Development
Capabilities
Text Generation Reasoning Code Tool Calling
Balanced performance and speed for production workloads.
In Research
Brahmashira 1 Pro
Context Window 128K
Target Hardware High-Perf CPU
Status In Research
Capabilities
Reasoning Code Tool Calling Long Context
Advanced reasoning capabilities for complex enterprise applications.
In Research
Brahmashira 1 Ultra
Context Window Research Preview
Target Hardware Distributed CPU
Status In Research
Capabilities
Reasoning Code Multilingual Long Context
Frontier-scale research model pushing the boundaries of AI capability.
Products
AI Products
Intelligent tools and platforms built on Brahmashira models.
In Development
Nova Studio
Integrated development environment for building, testing, and deploying AI models.
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Planned
Agent Platform
Autonomous AI agents with tool-calling, reasoning, and real-time web access.
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Coming Soon
Developer APIs
RESTful and streaming APIs for inference, fine-tuning, and model management.
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In Development
Enterprise Workspace
Secure, on-premise AI deployment with compliance and governance controls.
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Research
AI Cloud
Managed cloud infrastructure for AI inference and training at scale.
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Research & Frontiers
Frontier Research
Advancing the science of artificial intelligence through fundamental algorithmic breakthroughs, long-context architectures, and mathematical safety guarantees.
Engine Research & Breakthroughs
Efficient Inference Q3 2026
MatMul-Free SIMD CPU Engine
1.58-bit quantization with AVX-512 acceleration, converting floating-point multiplication to integer addition for 10x inference speeds.
Key Metric: 10x Inference Speedup
Read Paper
Long Context Q2 2026
32K Context Compression
Dynamic summarization and KV-cache quantization engine preserving attention sinks for infinite context on constrained RAM.
Key Metric: Infinite Context / Low RAM
Read Paper
Systems Architecture Q2 2026
100% Rust Core Runtime
Multi-threaded async Tokio architecture achieving 150 concurrent connections with zero GC pauses and sub-2ms semantic caching.
Key Metric: < 2ms Latency / 0ms GC
Read Paper
Enterprise Intelligence Q1 2026
Zero-Hallucination RAG
Modular Search RAG integrating strict company identity lookup for precise corporate intelligence.
Key Metric: Strict Identity Lookup
Read Paper
Industries
Industries
Deploying intelligent systems across sectors that shape the future.
Healthcare
AI-assisted diagnostics, clinical intelligence, and medical research.
Finance
Risk analysis, fraud detection, and intelligent automation.
Education
Personalized learning pathways and automated assessment.
Government
Secure citizen services and policy analysis.
Ecosystem
BandhanNova Ecosystem
A vertically integrated technology ecosystem from research to enterprise.
BandhanNova
Parent Ecosystem
Intelligence
AI Research & Engineering
Models
Brahmashira Model Family
Products
AI Tools & Platforms
Developers
APIs, SDKs & Documentation
Businesses
Enterprise Deployment
Society
Mission Humanity.