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cosmic-hydra/README.md
Advaith Vaithianathan

LinkedIn · ORCID · Email


I build at the intersection of applied AI, quantitative systems, scientific computing, and product engineering. Based in Bengaluru.

Projects

zeroH — A Python layer for grounded memory, retrieval, claim verification, and abstention. Wraps any LLM with a deterministic verify-reask-abstain loop using SQLite-backed memory, sentence-aware chunking, and confidence scoring. No heavyweight ML dependencies.

ZANE — AI-native pharmaceutical OS unifying target intelligence, molecule generation, free-energy physics, preclinical safety triage, and lab execution. Funded by AMD and NVIDIA.

vecomp — A Rust vector index with Python bindings that shrinks high-dimensional embeddings to ~2GB via quantization-aware retrieval.

Tetra Quant — Quantitative trading research infrastructure on OpenBB. Data ingestion, backtesting, and signal analysis.

Concepts — AI-native note-taking app applying grounded retrieval to personal knowledge management.

Hydra Fund — Software and research infrastructure for an AI-native investment platform.

Toolbox

Python, TypeScript, Rust, Swift, Go, SQL — React, Next.js, FastAPI, OpenBB — PostgreSQL, SQLite, Docker, AWS

Principles

Determinism over heuristics. Stochasticity is a tool, not a default.

Composable over monolithic. Small, standard-library-first primitives that compose well.

Evaluate honestly. Grounding verification, abstention rates, and failure mode analysis over inflated metrics.

Ship real things. Applied research that produces software people can use.


© 2026 · cosmic-hydra

Pinned Loading

  1. zane zane Public

    An AI drug-making model

    Python 3

  2. luna luna Public

    personal repo for ripping my samsung s6 lite to the core

    Shell 1

  3. AInux AInux Public

    Forked from torvalds/linux

    Linux kernel source tree, built specifically for running LLMs locally and find tuning them

    C

  4. flashclaw flashclaw Public archive

    Forked from openclaw/openclaw

    Your own personal AI assistant for aave flashloans.

    TypeScript 1

  5. tetra-quant tetra-quant Public

    Python