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Mahesh Vyas — AI/ML Engineer

Co-Founder, Skillwyn Labs

2026.08.10 · 16:40 IST

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Work

Three systems with full write-ups — architecture, the decisions I got to make, and what I rejected. Everything below those is shipped work already running for real teams.

Theta

SHIPPED

Independent

Production AI agent platform — plans, acts, and verifies its own work

Getting a computer to actually finish a multi-step task across your email, your notes, and the web still means doing every step by hand.

302 tests passing14/14 self-test27.2s → 5.3s first run vs. playbook replay
Read the case study →

AudiX

SHIPPED

Skillwyn Labs

Technical due-diligence platform — the audit a VC associate does by hand

Before anyone invests in or buys a company, someone has to check whether the product is actually as good as the pitch — and today that's a person clicking through it by hand for days.

887 automated tests6 audit dimensions per report0 ungrounded claims shipped — rejected by design
Read the case study →

RecruitX

SHIPPED

Independent

Evidence-first verification — every conclusion traces to evidence, a human decides

Hiring tools hand you a score for a candidate without showing you where it came from, so you're trusting a number you can't check.

6 pipeline stages, checkpointed~10x lower inference cost at matched F1~800 distilled training examples
Read the case study →

Also shipped

Production work at Stirring Minds and Skillwyn Labs, plus earlier model work.

MoodSense AI

SHIPPED

Independent

Fine-tuned DistilBERT for emotion classification

Fine-tuned DistilBERT for emotion classification, reaching 92.95% accuracy.

→ 92.95% accuracy

DistilBERTTransformersPython
GitHub →

Recruitment RAG Screener

SHIPPED

Stirring Minds

Automated resume screening against real job descriptions

Parses incoming resumes and scores each candidate against the job description using retrieval-augmented ranking rather than keyword matching. Cut manual screening time by roughly 70% for the recruiting team using it.

→ ~70% reduction in manual screening time

PythonRAGVector searchLLM scoring

Voice AI Agent

SHIPPED

Stirring Minds

Autonomous voice agent for Tier-1 sales and renewal calls

Built on Vapi — handles live phone conversations end-to-end, including objection handling and negotiation, on Tier-1 sales and renewal calls without a human on the line. Deployed to real customers.

VapiVoice AILLM

Client Outreach Automation

SHIPPED

Skillwyn Labs

Turned a fully manual outreach workflow into a zero-touch pipeline

A lead lands in a Google Sheet and the pipeline takes it from there — OpenAI drafts outreach personalized to that specific contact, and n8n sends it through Gmail, with no manual drafting or sending in between. Built and shipped for a client running outreach at volume, where the manual version didn't scale.

n8nGoogle SheetsGmail APIOpenAI

Support RAG Chatbot

IN PROGRESS

Stirring Minds

Answers support queries from live policy and location data

A retrieval-backed support assistant that answers customer questions by grounding responses in current policy documents and location-specific data instead of a static FAQ.

RAGLLMVector DB

NEVATO

EXPLORING

Autonomous AI execution system — early exploration, scope still being shaped.