// FRONTIER RESEARCH · MATH · CODE · REASONING
Frontier AI for work where a wrong answer has a cost.
We research and build models and agents that are trusted, auditable, safe, ethical and efficient. Then we give you the whole stack to run them under your control.
Verify: Q3 revenue variance exceeds 5% threshold
Fig. 1 — Derivation trace
SELECTED LAB
INDIAAI MISSION
1,536 × H100
25T TOKENS CURATED
120B+ PARAMS · IN TRAINING
// OUR RESEARCH OBJECTIVE
Agents that derive, not guess.
Our research goal is MCR Agents: models that reason in math, code and logic, show every step, and can be checked before anyone acts on them. Everything we ship moves toward that goal.
Math
Rigorous, step-by-step quantitative reasoning.
Code
Writing, reading and verifying programs as a tool for thought.
Reasoning
Long-horizon logic that holds up under scrutiny.
// PRODUCTS
A frontier stack you own.
Models, serving and orchestration. Every layer is built by us and runs on your infrastructure.
Project EKA
foundation models
Sovereign models for math, code and reasoning, fluent in 60+ Indian, Global South and programming languages.
EKA-26B CODE & REASONING (COMING SOON)
Explore Project EKALoop
the agent harness
Tool use, evaluation and control in one loop. Run models on serious work, on your infrastructure.
TOOLS · EVALS · GUARDRAILS · LOGS
Check out LoopInference Platform
Serve, route and evaluate EKA and selected open models, on-premise, air-gapped or in your cloud.
ON-PREM · AIR-GAPPED · VPC
Learn moreProject EKA
foundation models
Sovereign models for math, code and reasoning, fluent in 60+ Indian, Global South and programming languages.
EKA-26B CODE & REASONING (COMING SOON)
Explore Project EKALoop
the agent harness
Tool use, evaluation and control in one loop. Run models on serious work, on your infrastructure.
TOOLS · EVALS · GUARDRAILS · LOGS
Check out LoopInference Platform
Serve, route and evaluate EKA and selected open models, on-premise, air-gapped or in your cloud.
ON-PREM · AIR-GAPPED · VPC
Learn moreFig. 2 — The Soket stack
// WHERE IT MATTERS
Built for critical work.
The domains our research is aimed at, and where partners put the Soket stack to work.
Cybersecurity
Triage alerts and trace exploits through code, with every step shown.
Defence
Analysis and planning support, designed for air-gapped deployment.
Finance
Models that show their arithmetic, for risk, reconciliation and reporting.
Banking
Compliance-aware agents for KYC, credit and operations, inside your perimeter.
Legal
Reasoning across statutes, contracts and precedent, with citations you can check.
Agriculture
Decision support for yield, weather and markets, in the languages farmers speak.
// HOW WE BUILD
Five commitments, checked at every layer.
TRUSTED
Answers you can trace back to steps and sources.
AUDITABLE
Evaluations, data lineage and decision logs open to inspection.
SAFE
Red-teamed and evaluated before release, with guardrails for high-stakes use.
ETHICAL
Responsible data, inclusive languages, published methods.
EFFICIENT
Optimized architectures and tuned kernels: more capability per GPU-hour and per watt.