Chakra is an independent Production AI Systems Engineer building production AI systems, autonomous agents, and full-stack platforms for startups and enterprises who need systems that work on day one, not day ninety. I automate costly workflows, cut infrastructure spend, and ship revenue-generating AI products.
I have hands-on experience training, evaluating, and red-teaming frontier language models. That discipline shapes everything I build: AI features ship with measurable quality, explicit guardrails, structured evals, and a direct line to business outcomes. If it doesn't move a metric, it doesn't ship.
Philosophy
Everyone's adding AI. Most of it is demos that don't survive contact with real users. Here's how I approach it differently.
Every AI feature I build is tied to a specific business metric — cost reduced, revenue generated, time saved. I don’t add AI because it’s trendy. I add it because the ROI is clear and defensible.
Automated tests, CI/CD, monitoring, error tracking, and logging from the first commit. Not bolted on after launch when things break. Your system is ready for real users from the first deploy.
When the project ends, your team runs everything independently. Full documentation, architecture decisions, runbooks, and hands-on training. You're never dependent on me to keep things running.
Stack
I pick technologies for reliability and performance — not hype. Here's what powers every Chakra project.
Background
Years of building production systems, training frontier models, and shipping AI that survives contact with real users. Here's what I bring to the table.
AI Agents & Automation
Multi-agent orchestration, AI-powered sales pipelines, automated customer support, intelligent document processing, and workflow engines that replace entire manual processes. I’ve built agents that book meetings, close deals, and manage operations — 24/7, without human babysitting.
AI Safety & Quality Engineering
Every system ships with structured evaluation pipelines, adversarial testing, content guardrails, and measurable quality gates. Forged from hands-on experience training and red-teaming frontier language models at scale. Your AI doesn’t hallucinate in production — because I test for it before it ever gets there.
Full-Stack Product Engineering
Complete product builds — React, Next.js, Rust, Python, PostgreSQL, real-time systems, payment integration, auth, dashboards. Not wireframes and handoffs. Fully deployed, monitored, documented systems your team can run independently from day one.
RAG & Knowledge Systems
Vector databases, semantic search, retrieval-augmented generation, knowledge graphs, and intelligent document pipelines that turn your messy internal data into a competitive weapon. I’ve indexed hundreds of thousands of documents into systems that answer in milliseconds.
Infrastructure & Scale
Self-hosted deployments, GPU-accelerated pipelines, Kubernetes orchestration, CI/CD automation, real-time monitoring, and zero-downtime deploys. I build for the load you’ll have in 18 months, not the load you have today. Systems that survive contact with real users, real traffic, and real edge cases.