Three years of shipping AI tools and absorbing user pain in support queues. That's PM training without the title.
I know why products fail (bad assumptions), what users actually mean vs. what they say (support logs tell you),
and how fast you can go from problem to live (two weeks, sometimes less). Now formalizing that into product craft —
one framework, one deliverable, one day at a time.
Product Work
Started May 28, 2026 · public commitment · 1 concept + 1 deliverable/day
Outputs building up: user research plans, PRDs, RICE-scored backlogs, opportunity solution trees,
competitive analyses, product teardowns of Nepali apps. No skipping.
FastAPI · Groq Llama 3 · spaCy
Problem: AI-written text getting flagged, breaking content workflows for real users.
Identified the problem, scoped the solution, shipped — validates input, batches, returns clean JSON.
Full product loop: user pain → definition → build → live.
→ github.com/nepnpc/project-humanizer
Python · Groq Llama 3 · GitHub Actions
Problem: consistent LinkedIn presence costs 30 min/day — a daily tax on focus.
Defined constraint, scoped MVP, built cron-based system that reads its own history, writes, posts.
Zero manual intervention in weeks. Measured success: consistent output with 0 touch time.
→ github.com/nepnpc/linkedin-agent
Experience
Profusion Tech
- First-line contact for user problems — daily exposure to real failure patterns and user frustration
- Pattern-spotted recurring issues; escalated systemic root causes upstream before they compounded
- Translated technical diagnostics into plain-language resolutions — bridging user need and technical fact
Yodha
- Reviewed content at scale — learned firsthand how bad data degrades product trust and user experience
- Developed edge-case intuition and exposed gaps between policy intent and real-world behavior
Skills
Product
User research, PRD writing, RICE & MoSCoW prioritization, JTBD, roadmap planning, agile/scrum
Metrics
North Star metrics, AARRR funnel analysis, A/B testing fundamentals, metric diagnosis
Technical
REST APIs, SQL, Python, FastAPI, LLM/AI product evaluation, system design fundamentals
Security
Google Cybersecurity certified · Nmap, Wireshark, Kali
Education
Madan Bhandari Memorial College, Kathmandu
Pentagon International College
Certifications
Google Cybersecurity · Python for Everybody ·
Databases & SQL for Data Science · Intro to Cybersecurity
via Coursera