F1 Dream Jobs · Open to SG EP roles

Ishipproduction

AIagents.

Not demos. Not wrappers. Founding Engineer who's shipped 15+ production AI agents across multi-agent orchestration, RAG pipelines, and zero-LLM rule engines. Building one new agent every day, in public, for 100 days.

15+
Production Agents
5
Publications
56
GitHub Repos
2026—29
DBA · Taylor's
// MANIFESTO

Ihavefoundedtwocompanies,shipped15+productionAIagents,andpublishedinCRCPress&Springer.RightnowI'mbuildingonenewagenteveryday,for100days,inpublic.

— Sathish Lella · Selangor → Singapore · May 2026

// PRODUCTION AGENTS · SHIPPED · AUDITED · LIVE

Six selected from fifteen

Each agent below is open-source, deployed, and verifiable. Every metric is real, every claim is checkable. No demos, no wrappers.

[01]$25K → $0.05 / analysis

GitPulse AI

4-agent due-diligence swarm — Planner, Coder, Reviewer, Scorer — turning a GitHub URL into an investment-grade dossier in 30 seconds. Replaces what costs a senior engineer 4–8 hours.

Multi-AgentNode.jsGroqGitHub API
[02]Zero-LLM core engine

SelfHeal AI

Production code error detection across 120+ patterns and 8 languages — Python, TS, Go, Rust, Java and more. A 200+ rule knowledge base does the heavy lifting; LLM is optional, not load-bearing.

PythonStatic AnalysisRule Engine
[03]Sign · negotiate · walk

ContractScan AI

Risk-scoring contract analyzer — 60+ clause-type parsing, 80+ red-flag detection, and a negotiation playbook generated in 3 seconds. Auditable scoring, no hallucinated legal advice.

RAGDocument AIRisk Scoring
[04]Replaces $50K–$200K consulting

FlowMap AI

Autonomous process discovery shipping as Chrome + VS Code extensions. Maps how you actually work, finds the bottleneck, and suggests where to automate. Replaces a four-week consulting engagement.

Chrome ExtProcess MiningAutomation
[05]9+ agents · real-time

ScenarioMind

Multi-agent business simulation with debate, consensus, and confidence scoring across 9+ agents. Negotiation theory meets real-time orchestration — deployed on Groq + Vercel Serverless.

TypeScriptGroqLlama 3.3Vercel
[06]200+ CVs/day · 70% manual ↓

F1 Dream Jobs Platform

Fullstack AI CRM built from scratch as Founding Engineer — TypeScript + React + Node + Postgres + GPT-4. RAG-powered semantic candidate matching processes 200+ CVs daily. Reduced manual recruiter effort by 70%.

FullstackRAGGPT-4Vector DB
× MULTI-AGENT ORCHESTRATION× RAG PIPELINES× VECTOR DATABASES× LLM EVAL× PROMPT ENG× PRODUCTION INFRA× ZERO-LLM CORE× AGENT FRAMEWORKS× 100 DAYS, 100 AGENTS
// RECEIPTS

Numbers, verified.

Every figure below is auditable from public sources — GitHub, LinkedIn, published papers, and live deployments.

01
0+
Production AI agents shipped
across multi-agent, RAG, and rule-engine architectures
02
0
GitHub contributions, last 12 months
649 commits across 56 public repos
03
0
LinkedIn impressions on Day 6
GitPulse AI launch · 100 Days, 100 Agents
04
0+
AI students mentored
real-time agent projects, multi-month engagements
05
0
Publications
CRC Press / Wiley · Springer · Zenodo · IEEE JBHI (under review)
06
0%
Manual recruiter effort eliminated
at F1 Dream Jobs, via AI candidate matching
// TRAJECTORY

Five years. Three companies.

Feb 2026 — Present
India · Remote

Founding Engineer

@ F1 Dream Jobs

Sole technical owner of an AI-powered recruiting platform. Built a fullstack CRM from scratch (TypeScript + React + Node + Postgres + GPT-4) processing 200+ CVs/day. Designed a RAG pipeline with vector DB for semantic candidate matching. AI agents for outreach, interview prep, and screening reduced manual recruiter effort by 70%+.

TypeScriptReactNode.jsPostgreSQLGPT-4Claude APIVercel
Jun 2025 — Apr 2026
Greater Chicago · Hybrid · Wound down

Founder & Technical Lead

@ Velden Health

Founded a healthcare revenue recovery firm for outpatient behavioral-health practices. Built the entire technical infrastructure — a custom OS tracking 1,000+ insurance claims across the full denial lifecycle, A/R aging dashboards, denial-pattern automation, and predictive recovery scoring.

PythonJavaScriptPower BISQLREST APIs
May 2024 — May 2025
Remote

AI Solutions Engineer & Data Specialist

@ Freelance

Built and deployed a GPT-4 + vector-DB resume ranker auto-screening 200+ CVs/day with 78% manual-time reduction. Delivered a GPT-based interview agent rated 4.7/5 by 50+ users. Automated weekly Power BI reports eliminating ~10 hours/month of manual Excel work for clients.

GPT-4Vector DBPythonPower BI
Jan 2024 — May 2024
Romeoville, Illinois · On-site

Academic Graduate Assistant

@ Lewis University

Instructed undergraduates in data analytics and Big Data programming. Collaborated on advanced data-science research initiatives with faculty.

PythonData AnalyticsResearch
Aug 2021 — Dec 2022
Bangalore, India

Associate Software Engineer

@ Mphasis

UI enhancements with JavaScript + database integration → 20% user-engagement lift, 15% load-time reduction. Built SQL + NoSQL API-key generation scripts cutting manual authentication effort by 50%. Postman endpoint testing in a Scrum/Agile framework with Git.

JavaScriptSQLNoSQLPostmanGit
// RESEARCH

Published & under review.

Five peer-reviewed and pre-print contributions across healthcare AI, machine learning, and Industry 4.0.

// Let's talk

HiringforanAI Engineer?

Multi-agent systems, RAG pipelines, production AI infrastructure. Open to Singapore EP-sponsored roles and remote work with Singapore-grade comp. I reply to every email within 24 hours.

Based in
Selangor, Malaysia
Targeting
Singapore — On-site or EP-remote
Time zone
GMT+8 (SGT/MYT)
Phone
+60 11 1999 8931