Research-Driven AI Lab based in India

Building the foundations of intelligent systems

Mankash AI Labs builds products for real-world AI operations, conducts research in memory-centric architectures inspired by the human brain, and consults on next-generation AI — from neuromorphic hardware to neuroscience-driven design.

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Founded in India
Focus Areas Products · Research · Consulting
North Star Neuroscience-Inspired AI

Mankash AI Labs LLP is an AI company driven by the conviction that the next generation of intelligence will come from architectures inspired by how the human brain works — memory-centric, topology-driven, and predictive-corrective by design.

Products

Tools built for real-world AI operations

Zentash Live

AI workflows that actually hold up in production.

Zentash is the operating layer for teams running real AI workflows — with built-in supervision, testing, exception handling, and continuous improvement. Not another builder. A system for the work after the build.

7-Stage Lifecycle Create → Test → Deploy → Run → Review → Improve → Export
Human-Supervised Reviews, approvals, and intervention built in by design
Zero Vendor Lock-in Portability is non-negotiable from day one
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Zentash workflow dashboard
More products in development

We're building the next generation of tools grounded in our research. Stay tuned.

Research

Pushing the boundaries of memory-centric AI

Our research is grounded in the belief that intelligence is fundamentally about memory, connectedness, and architectures that predict and correct.

Neural network visualization

Advanced Memory RAG

Inspired by how the human brain forms, stores, and retrieves memories. Symbolic RAG using thought representations for retrieval grounded in structured knowledge — not just chunked text. Better traceability, debuggability, and handling of complex narratives.

Symbolic Retrieval Thought Representations Knowledge Graphs
Abstract geometry representing sparse embeddings

Sparse Embedding Memory

Research toward sparse embedding based memory storage and retrieval, inspired by how biological neural networks encode and recall information. Efficient, high-dimensional representations that enable long-term memory in AI systems.

Sparse Embeddings Memory Storage Bio-Inspired
Abstract AI concept

Neuroscience-Inspired AGI

Research into topology-driven, neuromorphology-based architectures where intelligence emerges from the connectedness of concepts. Predictive and corrective systems that revise, reconcile, and repair their internal state when new evidence appears.

Neuromorphology Topology Predictive-Corrective
Consulting

Expert guidance for next-generation AI

We work with organizations navigating the frontier of AI — from hardware to architectures to the neuroscience that inspires them.

Neuromorphic Chips

  • Neuromorphic hardware architecture advisory
  • Analog AI compute and mixed-signal design
  • Hardware-software co-design for AI acceleration
  • Noise-tolerant compute architectures

AI Architectures

  • Neuro-symbolic AI and explainable pipelines
  • Multi-agent systems with shared memory
  • Predictive-corrective architecture design (GIPCA)
  • Memory-augmented LLM architectures

Neuroscience-Inspired AI

  • Brain circuits, pathways, and cognition modeling
  • Spiking neural network design and simulation
  • Brain topology and neuromorphology-driven AI
  • From digital AI toward analog, bio-inspired compute
Discuss Your Project
Leadership

Founded on deep technical conviction

Abstract connected network

Baljit Singh

Founder, Mankash AI Labs LLP

Expertise spanning deep learning, LLMs, neuro-symbolic AI, chip design, and neuroscience. Creator of GIPCA (General Intelligence Predictive and Corrective Architecture) and BISLU (Brain Inspired Spoken Language Understanding). Multiple US and India patents in AI architectures and thought representation systems.

Core thesis: AGI will come from architectures where intelligence is the connectedness of concepts — memory-centric, topology-driven, and predictive-corrective by nature.

Deep Learning LLMs Neuro-Symbolic AI Chip Design Neuroscience Spiking Neural Networks Brain Topology
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Let's build something bold

Whether you're a startup building differentiated AI or an enterprise team prototyping future-facing architectures — we'd like to collaborate.

Email connect@mankash.com Phone +91 97393-00031
Address #278, Addi NGM TMC, Loharu Road,
Bhiwani, Haryana, India 127021