Software developer based in Bengaluru.

🏆 Won 1st place at HSRFC × OpenClaw Builders Hackathon with an autonomous GitHub issue resolver agent.

I work mainly with Laravel/PHP, React, FastAPI/Python, and C#/.NET. I build production web apps, internal tools, and AI-assisted workflows. Right now I am learning the LLM engineering stack through hands-on projects around fine-tuning, evaluation, agents, and AI safety.

• LLM fine-tuning and evaluation
• AI risk classification: hallucination, bias, jailbreaks, unsafe compliance, PII
• Agent workflows and developer tools
• Practical deployment: APIs, serving, latency, cost, observability

• Full-stack product work across backend APIs, admin dashboards, database migrations, queues, and deployment workflows
• OCR/AI automation for operational workflows using Python/FastAPI, PaddleOCR, async jobs, retries, and admin review flows
• AI builder workflows: generated UI/code, live previews, OpenRouter integration, URL import, and generated content APIs
• Workflow automation: GitHub/task execution, background polling, QA steps, approval flows, and business-flow recording
• Data pipelines for BI/AI-ready reporting and analytics

• AI Risk Evaluation Workbench — compares model responses across risk categories like hallucination, bias, jailbreaks, unsafe compliance, and PII.
• Personal AI Lab — hands-on LLM engineering notes and builds: SFT, structured output, evals, vLLM serving, guardrails, quantization, RAG, and observability.
• GhostCoder — AI coding assistant project with a full-stack setup.
• GitHub Issue Resolver — autonomous GitHub issue analysis agent built during the HSRFC x OpenClaw Builders hackathon. Won first place.

• X: https://x.com/ashwinhegde19 — most active here
• Blog: https://ashwinhegde19.github.io
• LinkedIn: https://www.linkedin.com/in/ashwinhegde19/

Best way to reach me is LinkedIn or X.