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airasalish/README.md

Aira K. Salish

Final-year B.Tech CSE (AI & ML) at SRM, Chennai. Graduating 2027.

I work on making LLM systems less wrong, and on the tests that show whether they are. My usual approach is to put the logic that matters in plain code and use the model only for the messy parts.

Portfolio · Résumé · LinkedIn · airasalish@gmail.com

Selected work

Warrant: an agent that reviews chargeback disputes and cites the evidence behind each decision. On a held-out set it made no wrong committed calls, and it held up against all 34 prompt-injection test cases. The README lists where it still falls short. Razorpay AI Buildathon 2026.

Receipts: finds stock tips in Indian finance YouTube videos, pins each to the second it was said, and scores how the stock did over the next 30 days against the Nifty 50. SerpApi India Hackathon 2026. Live

Drift: a watchlist that shows what changed since you last looked, using five rules that each show their evidence. 121 tests. Code, by Groww 2026. Live

Traverse: a FastAPI service that measures area and length from Shapefile and KML files, accurate to about one part in a billion against geodesic ground truth. Live

AIRA: turns a plain-English goal into a marketing campaign: picks the audience, drafts messages with Llama 3.3, and tracks delivery live. Live

HackerRank Orchestrate (24-hour AI agent hackathon): damage-claim verifier (June, #206), WhatsApp notification router (August, #27 of 1,983), Buy or Wait? (September, #84).

Experience

  • Generative AI Researcher, BeSuperhuman.ai (Dec 2025 – Feb 2026). Built the release tests; wrong answers dropped 35%.
  • Prompt Engineering & Automation Intern, BabyBillion (May – Sep 2025). AI video pipelines and Python automation.
  • Technical Lead, AI/ML, ACM-W SRMIST (2023 – present).

Certifications

AWS Certified AI Practitioner · SAP Certified Back-End Developer (ABAP Cloud) · Red Hat RH294 · Citi Bridge 2026 (top 5%) · GirlScript Summer of Code contributor (2025, 2026)

Mostly Python, TypeScript, FastAPI, Next.js, PostgreSQL and AWS.

Pinned Loading

  1. warrant---Razorpay-2026 warrant---Razorpay-2026 Public

    AI chargeback-dispute agent that cites its evidence: 0 FP / 0 FN on a sealed held-out set, 100% prompt-injection defence. Razorpay AI Buildathon 2026

    Python 5 1

  2. -hackerrank-orchestrate-june26 -hackerrank-orchestrate-june26 Public

    Multimodal damage-claim verifier: do the photos prove the claim? HackerRank Orchestrate June 2026, top 11.6%

    Python

  3. AIRA-AI-Reach-Agent AIRA-AI-Reach-Agent Public

    One prompt to a full marketing campaign in under 30s: segments, Llama 3.3 copy, channel choice, live delivery analytics

    TypeScript

  4. hackerrank_orchestrate_august26 hackerrank_orchestrate_august26 Public

    AI WhatsApp notification router (ping, save or mute) over text, images and voice notes. HackerRank Orchestrate Aug 2026: #27 of 1,983

    Python

  5. buy-or-wait-orchestrate buy-or-wait-orchestrate Public

    Financial-affordability agent: rebuilds cash position, forecasts 90 days, ranks safe payment plans, fails closed. HackerRank Orchestrate Sep 2026, top 2.7%

    Python