Experience
The work makes more sense to me as a sequence of encounters—not a master plan.
Chronology
Waldo
Building a user-owned personal agent and its first Mac home, while keeping product claims separate from the deeper research questions the work exposes.
Bounded evidence
Kennel, a durable harness, and Waldo mobile are working internal foundations; Kennel has bounded live Codex acceptance.
Question carried forward
Can one personal relationship preserve intent and evidence across agents while reducing what the person must carry?
Atlan
Worked where models became production systems with context, tools, credentials, integrations, deployment, and real failure modes.
Bounded evidence
Helped build and operate more than 30 production agent instances across teams and workflows.
Question carried forward
What does it take to know that an agent's finished run actually resolved the human outcome?
Soket AI Labs · Project EKA
Worked below the model interface on multilingual curation and reproducible experimentation for an IndiaAI Mission-backed sparse-MoE program.
Bounded evidence
Built Eka Curator and worked on the COOM framework; the program's full scale remains attributed to Project EKA.
Question carried forward
How much of model capability is decided by data and evaluation before architecture receives the credit?
India–Japan Exchange
Selected among 40 students from India by Japan’s Ministry of Foreign Affairs for a month-long India–Japan exchange, including a 15-day technology internship and meetings with public and technology leaders in Fukuoka.
Bounded evidence
Selected for the month-long 2025 program and company-internship exchange; the published yearbook records the cohort.
Question carried forward
What makes a technical system worthy of trust over decades rather than impressive for a launch?
OpenFn (C4GT)
NLP-to-workflow pipeline for government-tech data integrations. Selected under the Code for GovTech national open-source program.
Bounded evidence
Built an NLP-to-workflow contribution through the national Code for GovTech open-source program.
Question carried forward
How do language models become dependable components inside systems with explicit schemas and consequences?
The Programming Club · IIITDM Jabalpur
Helped grow HackByte from an internal college event to 5,154 registrations across three years. As a Programming Club core member and mentor, I also started ML Summer School and Winter of ML for structured projects and peer learning.
Bounded evidence
Helped grow HackByte from an internal event to 5,154 registrations and started project-led ML learning programs.
Question carried forward
How do you make technical depth inviting without lowering the standard?
IIITDM Jabalpur
Completed a B.Tech in Smart Manufacturing as branch topper with an 8.5 CPI, studying AI/ML, mechatronics, industrial systems, and design at the boundary between software intelligence and the physical world.
Bounded evidence
Completed the degree as branch topper with an 8.5 CPI; co-invented published dental-inspection and waste-to-value patent applications.
Question carried forward
What changes when intelligent software must perceive and act in a noisy physical world?