~/talk

Decoding the Open-source Blueprint for India's Sovereign AI Future

Talkat Open Source Summit India 2026 · on Tuesday, 2026-06-16· at 15:40· 205 (Level 2)· [ai-assisted-development, open-source]
links:none on file
slides:none on file

A production-ready sovereign stack called M4 coding runs on Indian infrastructure using OpenStack + OpenShift, Kubernetes, multi-GPU nodes (eight GPUs per node) and GPU choices H100 or MI400, with inferencing via vLLM / LLMD and OEM optimizations like TRT-LLM/NIMS. Benchmarks show 3–5× speed improvement and near double throughput at scale, an estimated $5.25M annual saving on a Sarvam 30B deployment, 100% domestic data residency (NITI-certified GCC) and pay-as-you-go pricing at ~9 rupees/hour.

AI-written summary · about

  1. 0:00Introduction
  2. 1:03Why AI sovereignty matters
  3. 3:11Four layers of AI sovereignty
  4. 8:53Local AI talent and infrastructure
  5. 9:14NextGen coding agent use case
  6. 11:38Model quality and open-source alternatives
  7. 13:06Building AI infrastructure
  8. 16:39OpenShift AI deployment
  9. 18:02Choosing models for coding
  10. 19:04Mixture of Experts models
  11. 22:33Optimizing AI inferencing
  12. 26:45Tooling for coding agents
  13. 29:32Tokenomics and cost-effective AI
  14. 31:18Global AI infrastructure benchmarking
  15. 33:03AI for IT efficiency
  16. 37:37LLMD project gains
  17. 38:40Open source for global innovation
  18. 39:43Building India's AI skill set
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