June 2026
Your AI Demo Worked. Your Production System Will Not. Here Is Why.
80% of enterprise AI projects fail after the demo. The problem is never the model—here's the five-pillar framework that actually closes the gap.
Read on MediumSiddhant Patil·Founding AI Engineer
I ship AI as products, not experiments.
AI, backends, integrations—reliability first.
Not just the demo.
Currently building
Black RoboticsTeamcast.aihumancloud
Agents, backends, integrations.
Ambiguity into systems.
How I approach AI systems
- • I don’t trust a single agent when accuracy matters.
- • I treat evaluation as a first-class system, not a metric at the end.
- • If a system can’t explain its own uncertainty, it’s not production-ready.
- • Most complexity comes from edge cases, not prompts.
What I'm building
Ventures & companies
From robotics data infrastructure to AI hiring—systems I've founded or helped build from the ground up.
Black Robotics
BuildingFounder
The standardization & trust layer for robotics AI data.
Turns raw, multi-source robot recordings into validated, schema-conformant, train-ready datasets—so data suppliers sell faster and model teams train without custom cleanup.
Robotics AIData InfrastructureCompliance
blackrobotics.tech
Teamcast.ai
LiveFounding AI Engineer
AI interviews that surface hire-ready candidates.
Conversational AI video interviews tailored to each role—assessing real skills and authenticity, then scoring every candidate to deliver a justified, hire-ready shortlist.
AI InterviewsAssessmentATS Integrations
teamcast.ai
humancloud
LiveFounding Member
Production AI systems for enterprises.
Fine-tuned LLMs, RAG pipelines, multi-agent workflows, and MLOps/governance infrastructure built to survive real enterprise constraints.
RAGMulti-agentMLOps
humancloud.dev
ArcLight
LiveFounder · Side project
A consumer event aggregator with an AI concierge.
Surfaces what's actually worth your time—cutting through the noise of scattered event listings with an AI concierge that curates for you.
AI ConciergeConsumerSolo build
arclight.events
Selected work
A few end-to-end systems shipped to production—built for reliability, not demos.
Cybersecurity Log Analyzer
Reduced review time from minutes to seconds with agent-assisted triage.
In production. Used daily. Evaluated continuously.
View project detailsLead Generation System
Let agents research, qualify, and route leads without manual follow-up.
In production. Used daily. Evaluated continuously.
View project detailsDocument QA Platform
Answer complex documents with traceable, production-grade retrieval.
In production. Used daily. Evaluated continuously.
See architectureWhat I do
AI Product Development
Intelligent systems that solve real business problems.
Agentic Workflows
Multi-agent systems, RAG, and intelligent automation.
Full-stack AI
End-to-end AI products from concept to deployment.
Featured Project
Multi-Agent Lead Generation System
A sophisticated AI system that automates lead discovery and qualification across 12+ data sources, delivering 3x more qualified prospects with 80% reduction in manual research time.
3x
More Qualified Leads
80%
Less Manual Work
CrewAIFastAPIRedisWeaviateOpenAIDocker
Multi-Agent System
Lead Discovery Agent
Scanning 12+ data sources...
Research Agent
Analyzing company data...
Qualification Agent
Scoring lead quality...
Writing
Notes from building systems that didn’t work the first time.
June 2026
You Do Not Need 50 Diffusion Steps. Here Is What Nvidia Proved at GTC.
Quantization, caching, and distillation aren’t three research ideas—they’re one composable stack. Together they just hit real-time diffusion.
Read on MediumJune 2026
The Bottleneck Was Never the Model. Fusion Agents Just Proved It.
A frontier planner, a swarm of cheap workers, and a 10x cost reduction—the first production-ready multi-agent architecture that holds up.
Read on Medium