Workflow discovery
Map the actors, handoffs, source documents, review points and final output before choosing the technology.
Applied AI · engineering workflows · technical GTM
I build practical AI workflows for technical teams.
I’m Puviin Varman—a mechanical engineer and client-facing builder with experience across technical sales, proposals and business development. I design human-reviewed document and knowledge workflows for engineering, construction, energy and oil & gas work.
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Selected work — Flagship · In developmentFormMind
An in-development system designed to reuse trusted answers and supporting knowledge across complex Word and Excel responses, with visible sources and human review.
Explore FormMindHow I can help
Start with one real, document-heavy workflow.
Human-reviewed AI prototype
Test retrieval and drafting against representative files, with sources and approval points kept visible.
Implementation and technical GTM
Translate between users, domain experts, product and commercial teams as a useful solution moves toward adoption.
Industry workflows
Applied AI for technical work that still depends on documents.
Focused starting points for teams that want less searching, retyping and handoff friction while keeping technical and commercial review visible.
Engineering · Construction
AI workflows for engineering, construction and EPC teams
Pre-qualification, tender responses, supplier questionnaires and controlled knowledge reuse.
Explore engineering & construction workflows →Energy · Oil & GasAI workflows for oil & gas and EPC teams
Vendor registration, proposals, compliance documents and technical-commercial handoffs.
Explore oil & gas workflows →01 / Selected work
Systems built around the work.
The technology changes. The standard does not: clear evidence, visible review points and outputs people can actually use.
View all workFormMind
An in-development system designed to reuse trusted answers and supporting knowledge across complex Word and Excel responses, with visible sources and human review.
Read the FormMind case studyLifeOS
An in-progress system being designed to capture messages, images, links and quick notes in a searchable personal workspace.
Read the LifeOS case studyCarbon Exposure Project
Served as Project Director for a founder-led carbon-markets interview platform, coordinating publishing operations, six-channel distribution, performance dashboards and COP28 delivery.
Read the Carbon Exposure Project case study02 / The connecting thread
An engineer who builds across the gaps.
My path into AI began in engineering projects, proposals, client conversations and the messy documents that keep complex work moving. That is why I focus on usable systems: clear workflows, visible review points and outputs people can trust.
Applied AIFormMind · LifeOSEngineeringEnergy & fabricationTechnical GTMSales · proposals · partnerships
Read my full story 03 / Writing
Two subjects. Two focused archives.
LinkedIn posts, field notes, carousels and project records are separated by subject, so the AI-building work and climate work stay easy to follow.
Browse the writing hub6 posts by Puviin · 2 credited community mentions
AI & building
n8n, prompt injection, regulatory-document automation, FormMind, hackathons and notes on building practical AI systems.
Explore AI writing →23 personal records · 12 project recordsClimate, carbon & ESG
Carbon markets, SBTi, Bursa Malaysia’s forum, COP28 and Carbon Exposure interviews, articles and fieldwork.
Explore climate writing →04 / Events
The rooms and communities that shaped the work.
Selected momentsAll events ↗
02 Mar 2026Press
Connected by code
Spoke about moving from mechanical engineering into AI-assisted software building, and how local communities made the learning curve practical.
Open source ↗Oct 2025Hackathon
Cursor Hackathon Singapore
Prototyped FormMind: a system for retrieving and reusing grounded answers across complex forms.
View FormMind ↗Late 2024Hackathon
AI Tinkerers × Bank Negara Malaysia Hackathon
Built an n8n and Supabase workflow to compare regulatory documents, assess changes and suggest internal updates; the team placed third.
Read the build record ↗