Comprehensive repository of technical newsletters authored by founder Amit Sarkar, extending public essays with complete mathematical proofs and executable code notebooks
Founder Amit Sarkar's technical newsletter provides an engineering perspective on artificial intelligence, sovereign innovation, and mission-critical system design. Drawing from thirty years of engineering practice—from designing aircraft structures on Hindustan Aeronautics Limited's light combat aircraft Tejas through twenty-six years in Silicon Valley—the essays analyze emerging technologies through first-principles physics and mathematics.
This portal serves as the permanent, un-gated archive for all newsletter editions. Each public essay is republished here with extended mathematical derivations, reproducible python and matlab scripts, and high-resolution architectural diagrams.
The archive features deep-dive editions covering critical technology debates.
Edition one deconstructs why unconstrained generative coding fails in enterprise production, examining the collapse of developer persistence and introducing deterministic specification architectures.
Edition two analyzes Ilya Sutskever's NeurIPS lecture on the exhaustion of pre-training data and maps the economic consequences for hyperscale cloud providers.
Edition three explores the sovereign computing gap, contrasting India's zero point six four percent research spend with the diaspora's six percent federal tax contribution in the United States.
Edition four audits Model Context Protocol security vulnerabilities and demonstrates query interception across analytical database clusters.
| Edition number and title | Original publication date | Core engineering thesis | Extended technical appendix included |
|---|---|---|---|
| Edition 01: the illusion of vibe coding | June 2025 | Generative AI code completion reduces human problem-solving persistence | Empirical persistence study data and cognitive decay curves |
| Edition 02: peak data and the pre-training wall | November 2024 | Unsupervised pre-training faces asymptotic scaling ceilings | Token stock calculation models and synthetic degradation equations |
| Edition 03: the sovereign yardstick | October 2026 | India's economic scale must be matched by domestic invention laboratories | Complete comparative yardstick table with 10-year milestones |
| Edition 04: governing agentic sql access | July 2026 | Unconstrained MCP database agents cause multi-tenant data exfiltration | Abstract syntax tree interception rules and proxy code |