AI Research & LLM Systems

Posts

• Crowdsourced Semantic Cache Network (03 Apr, 2026)
• Reasoning Over Recall (12 Apr, 2026)
• Technical Setup of "Reasoning Over Recall" (12 Apr, 2026)

Talks

• Judgement Day: Benchmarking “Black Box” LLMs With Open Legal Datasets | Open Source Summit India, 2026
  View Presentation Slides | Watch the Talk

Papers & Preprints

• Crowdsourced Semantic Cache Network: A Distributed, User-Funded Knowledge Network for Cost-Efficient and Self-Correcting LLM Inference (Preprint, 2026)
  Formally analyzes a novel architecture addressing the economic challenge of LLM inference APIs. Derives an expected daily savings function S(N,H), demonstrating positive network externalities where marginal inference cost approaches zero as the knowledge base grows.
  DOI: 10.5281/zenodo.19401231
• Reasoning Over Recall: Why Statute-Only RAG Degrades Performance on Doctrinal Legal Tasks (Preprint, 2026)
  DOI: 10.5281/zenodo.19522950

Projects

• LeginAI | Multi-LLM Reasoning System
  View Project
• MittentisAI | Narrative Generation Engine
  Engineered a storytelling engine utilizing modular prompt chaining to enforce narrative consistency across 9 distinct genres, maintaining coherent plot development through a multi-step generation process.
  Live Demo