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EndlessRay/README.md

Deepan Singh, MD, FAPA

Physician-founder and CEO of DNAi Systems. I build Asha, a retrieval-grounded fiduciary medical AI, and the platform it runs on.

What I build

Asha is a neurosymbolic medical agent. The language model is the verbalization layer; the intelligence sits around it: KIL retrieval over a curated Qdrant corpus (144M+ vectors, ~1,071 collections, ~314 of them knowledge-source), an Epistemic Arena where candidate claims compete before anything is said, and META_CORRECT, a deterministic post-emission corrector. US Patent 12,555,008 B1, granted 2026-02-17.

Every benchmark number DNAi publishes lives with its pipeline, grader, and artifacts at dnai.systems/benchmarks. Three rows from the current register:

  • HealthBench Hard, 1,000 items, official gpt-4.1 grader: Asha 42.0 against 29.4 for its own bare composer (GPT-6 Astra), +12.6 pp paired on the same items (run 2026-09-21).
  • MedQA USMLE, 1,273 locked items, single shot: 95.52%, 0 parse failures (2026-05-04).
  • psychosis-bench, 96 intervention-eligible turns: 95.8% safe-intervention rate against 30.2% for the same model family (Gemini 2.5) without Asha (2026-05-11).

Public repository

asha-benchmarks: every public benchmark artifact in one place. The same language model alone and inside Asha, on the same items under the same grader: HealthBench (all 5,000, Hard, Professional, the Vishwanath et al. 500), MedQA, psychosis-bench, enclomiphene-bench and a locked pediatric chart, with per-item data, SHA-256 manifests, pre-registrations, model cards and A2A agent cards. Live register: dnai.systems/benchmarks.

Where the code is

The Citadel monorepo (FastAPI, React + Vite, Qdrant, PostgreSQL, Redis, Docker; about 3,200 tracked files and 3,000 commits on main since December 2025, 97% of them by the two physician co-founders) is private because it runs a live medical product with real users. Walkthrough on request.

Co-founder: Paridhi Anand, MD.

Contact: dsingh@dnai.systems

Popular repositories Loading

  1. asha-a2a asha-a2a Public archive

    Archived. Moved to github.com/EndlessRay/asha-benchmarks (a2a/asha/).

  2. a2a-samples a2a-samples Public

    Forked from a2aproject/a2a-samples

    Samples using the Agent2Agent (A2A) Protocol

    Jupyter Notebook

  3. harley-a2a harley-a2a Public archive

    Archived. Moved to github.com/EndlessRay/asha-benchmarks (a2a/harley/).

  4. artha-a2a artha-a2a Public archive

    Archived. Moved to github.com/EndlessRay/asha-benchmarks (a2a/artha/).

  5. sage-a2a sage-a2a Public archive

    Archived. Moved to github.com/EndlessRay/asha-benchmarks (a2a/sage/).

  6. polymath-a2a polymath-a2a Public archive

    Archived. Moved to github.com/EndlessRay/asha-benchmarks (a2a/polymath/).