CV
Tejas Parthasarathi Sudarshan
Chennai, India | tejas@winsen.ai | +91 90031 24242 | tejassuds.com | linkedin.com/in/tejassuds
Summary
Founder, ML researcher and full-stack AI builder. Running Winsen Labs, an AI lab helping companies make AI part of their core processes; creator of Winsen (winsen.ai) and Platos (platos.dev), an open-source agent runtime. CA with five years across audit (BSR & Co.) and financial risk management (KPMG) before building full time.
Experience
Winsen Labs (winsen.ai), Chennai
- Winsen Labs helps companies adopt AI into their core processes rather than use it as a bolt-on tool: AI today operates on a context window, not on a model of the company, so it cannot be trusted with real work.
- Flagship product Winsen builds a world model of the company (every email, meeting and connector event flows into a typed, bi-temporal knowledge graph with provenance on every fact) and deploys AI Employees (AI SDR, AI Accountant) that do end-to-end autonomous work on that model, augmenting human teams.
- Designed and built entirely as one person: event-sourced substrate, entity resolution, a 12-integration connector framework, multi-tenant Postgres + pgvector architecture, and the agent runtime; company operations run on the product itself.
- In active conversations with enterprises including one of India's largest NBFCs, financial market infrastructure institutions, manufacturing conglomerates and public sector banks.
Fanpit (fanpit.live), Chennai
- Started as brand infrastructure for Indian consumer brands and artists (CRM, loyalty, storefronts, events, memberships); learned that the brands that grew were not the ones with the best tools but the ones with the strongest communities.
- Refocused Fanpit into a platform for building real communities, in real life: events, memberships and the whole loop. 3,000+ users; mobilised INR 20 lakh+ in GMV to communities in the last year, fully organically.
- Built FanDesk, an internal AI workspace connected to Claude via MCP; it became a standalone product and the architectural seed of Winsen. Fanpit runs almost entirely on AI, needing about an hour of founder time per week.
KPMG India, Mumbai
- Advised banks and NBFCs on enterprise risk frameworks; promoted to Assistant Manager ahead of track; led a risk transformation engagement as engagement in-charge for one of India's largest public sector insurance companies.
BSR & Co. LLP (KPMG network)
- Statutory audit across automobile OEMs, ship management and technology companies, including IPO audits, merger transactions and private equity takeovers; SPOT Award for an IPO engagement.
Research
Papers on Zenodo · tejassuds.com
- Compact learned genomes that grow neural network topology: a 354-parameter genome wires all 35.4M connections of GPT-2 Small (99,970:1 compression) and outperforms the GPT-2 baseline on three benchmarks; extended to human protein-interaction networks for cancer classification (TCGA/BRCA).
- Commented on and engaged with by researchers from MIT, Princeton, Google DeepMind and IIT Madras.
Selected Projects
- Platos (platos.dev): open-source AI agent runtime: agent loop, MCP gateway, knowledge-graph memory, evals, observability, approval workflows and budget caps. Apache 2.0, self-hostable with a single docker compose file.
- Rocketman: in-repo project hub giving AI coding agents durable project context; launched on Product Hunt.
Community
- Core volunteer at AIBoomi (formerly SaaSBoomi): curator for the GTM track at AIBoomi Annual ’26 and a core member of the AIBoomi online community.
Education
Technical Skills
Python, TypeScript/Node.js, Next.js, React, SQL · Postgres, pgvector, Redis, Kafka, Airflow, Docker, GCP · multi-agent systems, LLM orchestration (Anthropic, OpenAI, Gemini), RAG, MCP, evals · Claude Code as primary environment