Engineering Leader · Technical Co-Founder
Production voice AI agents, LLM pipelines, MCP servers, and event-driven backends serving 40,000+ locations — paired with six research papers on the same systems (one accepted at ICANN 2026). Active Claude Code production user, heavy n8n automator, and long-time tinkerer with anything that puts an LLM on the critical path.
01 · Production
Commercial products shipped end-to-end. Voice AI, AI career prep, education ops, real-time golf — all live or in production.
AI Voice Caddie ft. Andy North (2× US Open Champion)
Senior Software Developer · VoiceQube
Career Counselling Platform
Senior Software Developer · VoiceQube
A quiet companion for your mind
Independent build · 2026
Curated restaurant & street-food discovery
Independent build · 2026
02 · Research
Six research papers on the AI systems I ship — one accepted at ICANN 2026 (Voice AI latency), the rest under review: intent detection, MCP architecture, LLM optimization, trust, and multi-agent drift.
Systems-level latency study of a production voice AI platform (ElevenLabs TTS + Anthropic Claude intent + NestJS over WebSocket). Concurrency between intent detection and TTS is the highest-leverage optimization, not per-stage speed.
✓ Accepted · ICANN 2026 (Padua, Italy)
Design patterns for production MCP servers — Gamma-format taxonomy, anti-patterns, cross-cutting concerns. 100% classification accuracy at ≤10 tools; Proxy Aggregator pattern when tool count exceeds threshold.
Under review · target ACM / IEEE Software
Using LLMs as a post-ASR intent classifier on noisy production transcripts. Prompt + structured-output classifier tested across ~120 prompt variants. Lifted intent accuracy without retraining the base ASR.
Under review · target EMNLP / IEEE NLP
Evaluation framework and fine-tuning recipe lifting benchmark task performance by 5.6 pp. Translates research improvements into production systems.
Under review · target NeurIPS / IEEE TNNLS
Trust calibration with large language models — user perspectives on reliability, transparency, and accountability. Submission complete.
Measuring and mitigating divergence in multi-agent systems. Framework for detecting drift across coordinated LLM agents.
03 · Building with Claude · AI · Automation
Claude Code in the daily build/test/ship loop, MCP servers in production, n8n orchestration, and real-time AI avatars. AI is the work, not a side project.
Heavy n8n automation for LLM agent orchestration, API integrations, and approval workflows. Cut release cycles from weeks to hours via AWS infrastructure automation (EC2, S3, SQS, Lambda, Bedrock) plus Netlify, Coolify, GitHub Actions.
6+ months of production MCP usage on real workloads at Ôdasie, then formalized into a paper on MCP Server Architecture Patterns (under review).
Built bi-directional voice + video + data avatar experiences using LiveKit + WebRTC at Ôdasie. Live talking AI avatars wired into customer onboarding and demos.
3-hour technical workshop: creative AI tooling, content + distribution automation, zero-code CRM pipelines, hands-on with LLM and image-gen tools.
04 · Open Source
Reference implementations and tools — the voice AI server you can clone, a competitive-programming workspace, real-time document chat.
Open-source LiveKit + Pipecat + Claude + ElevenLabs + Deepgram FastAPI reference implementation — SSE streams, JWT, runtime data exchange, React test client. The voice stack you can clone and ship.
Real-time document intelligence platform — Kafka-based ingestion, AWS Glue + Athena ETL, vector-based document chat over Pinecone + Algolia + OpenAI.
05 · Speaking
Live, hands-on technical workshops on AI tooling and production patterns.
BITS Law, Mumbai
Hands-on technical workshop for a mixed-seniority audience on creative AI tooling, content + distribution automation, zero-code CRM pipelines, and live builds with LLM and image-gen tools.
Don Bosco College of Engineering, Goa · Alumni Interaction
Returned to my alma mater as an alumnus to talk first-year Computer Engineering students through everything beyond the syllabus — clubs, internships, hackathons, open source, networking, and personal projects — and how each one compounds into real opportunities.
Don Bosco College of Engineering, Goa · 1st-year CS
Introductory session for first-year Computer Engineering students on building apps and websites with React and React Native — from what the frameworks are, to running my own hosted projects and live apps on a phone, to why the skill pays off for hackathons and placements.
06 · Recognition
Peer review service and academic awards.
European Journal of Computer Sciences and Informatics
Evaluated a manuscript as part of the peer review process — contributing to research quality in computer science and informatics.
Don Bosco College of Engineering, Goa
Chairman of C-Codes (Students' Council) — organised INSPIRUS 2K21, two-day national tech event with 300+ participants.
Technix 2023 · Goa College of Engineering (Govt. of Goa)
Placed 2nd designing a furniture-selling app end-to-end with my team (Siddhesh Kamath, Germano D'Costa) — a unique, user-first solution delivered under competition time pressure.
07 · Earlier
Enterprise IoT before voice AI; non-profit GenAI education before founding.
Enterprise IoT desktop applications — 20k+ LoC, 1,000+ Jest tests, MQTT pub/sub, concurrent schedulers achieving ~3× performance improvement.
More on the blog — AI, voice systems, MCP, dev tools.
Available for senior AI / contract / FDE work
Voice agents, MCP servers, LLM pipelines, agentic workflows — pick a slot, drop a message, or send your email and I'll reply within a day.
Replies within ~24 hours · Remote-first · global · open to relocation