Data & AI Engineer
ML Engineer @ PANTA, building scalable systems for the next generation of creative tooling. Specialized in Python & ML/DL with end-to-end ownership across Azure, AWS & Cloudflare.
2048 is highly stochastic — tile spawns are random and the state space is enormous. Prior bots either lean on hand-tuned heuristics (Expectimax) or shallow planning (Deep Q-Learning), both leaving wins on the table.
Due diligence is a manual grind. Analysts burn days pulling filings, news, financials, and prospect lists by hand before a single insight surfaces — and the work doesn't scale.
Product marketing and packaging are very misleading. There are too many obscure ingredients like 'ALPHA-ISOMETHYL IONONE' or 'SOY LECITHIN, MONO + DIGLYCERIDES, CARAGEENAN'. I want to know what they are and if they are safe.
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2048 is highly stochastic — tile spawns are random and the state space is enormous. Prior bots either lean on hand-tuned heuristics (Expectimax) or shallow planning (Deep Q-Learning), both leaving wins on the table.
Professional online presence without the technical know how.
Product marketing and packaging are very misleading. There are too many obscure ingredients like 'ALPHA-ISOMETHYL IONONE' or 'SOY LECITHIN, MONO + DIGLYCERIDES, CARAGEENAN'. I want to know what they are and if they are safe.
Workers are not motivated to do their best work. We need to know how to motivate them.
Custom optical microscope built from off‑the‑shelf parts, calibrated via Python image analysis.
Due diligence is a manual grind. Analysts burn days pulling filings, news, financials, and prospect lists by hand before a single insight surfaces — and the work doesn't scale.
Applied physics to ML systems, cloud-native product work, and the odd origin story that explains the current operating system.
ResumePanta OS
COEP Technological University
Advanced statistical modeling, machine learning, and big-data analytics applied to real-world problems.
Self-Employed
SapientAI · Austin, TX
UMass Amherst
CodeDay · Boston
UMass Amherst
Major in Applied Physics, Minor in Resource Economics — plus a hard-earned respect for New England winters.
Rungsted Gymnasium · Denmark
A year in Denmark: biking through blizzards, excessive pastries, and a working theory of hygge.
The Internet
Downloaded my first 'totally legal' MP3. Discovered that buffering is the universe's way of teaching patience.
Earth, Somehow
Successfully outlived the Mayan apocalypse. Spent December 21st eating snacks and waiting for meteors. Slightly disappointed, mostly relieved.
Parent's Living Room
Achieved legendary status in NFS Most Wanted. Also learned that rage-quitting is a valid life skill. First exposure to 'Go outside and touch grass.'
Home
Witnessed the miracle of dial-up internet. Drew masterpieces in MS Paint. Discovered that 'Ctrl+Alt+Del' fixes everything. Skills that remain relevant today.
Backyard Laboratory
Conducted groundbreaking research on what happens when you mix everything in the kitchen. Results: One angry mother, lifetime ban from unsupervised experiments.
Earth v1.0
Successfully deployed to production. Zero bugs reported at launch, Y2K immunity confirmed.
Singularity, Nowhere
Shipped the entire universe in a single commit. No code review, no rollback plan, absolutely no tests. Hottest launch on record — 10³² K on day zero. Still expanding the scope to this day.
Roughly ordered by how often I reach for them.
Data & AI Engineer
ML Engineer @ PANTA — scalable systems for creative tooling. Python · ML/DL · Azure, AWS & Cloudflare.
2048 is highly stochastic — tile spawns are random and the state space is enormous. Prior bots either lean on hand-tuned heuristics (Expectimax) or shallow planning (Deep Q-Learning), both leaving wins on the table.
Due diligence is a manual grind. Analysts burn days pulling filings, news, financials, and prospect lists by hand before a single insight surfaces — and the work doesn't scale.
Product marketing and packaging are very misleading. There are too many obscure ingredients like 'ALPHA-ISOMETHYL IONONE' or 'SOY LECITHIN, MONO + DIGLYCERIDES, CARAGEENAN'. I want to know what they are and if they are safe.
Professional online presence without the technical know how.
Workers are not motivated to do their best work. We need to know how to motivate them.
Custom optical microscope built from off‑the‑shelf parts, calibrated via Python image analysis.
swipe to browse · tap a card for details
Advanced statistical modeling, machine learning, and big-data analytics applied to real-world problems.
Major in Applied Physics, Minor in Resource Economics — plus a hard-earned respect for New England winters.
A year in Denmark: biking through blizzards, excessive pastries, and a working theory of hygge.
◂◂ Origins
Downloaded my first 'totally legal' MP3. Discovered that buffering is the universe's way of teaching patience.
Successfully outlived the Mayan apocalypse. Spent December 21st eating snacks and waiting for meteors. Slightly disappointed, mostly relieved.
Achieved legendary status in NFS Most Wanted. Also learned that rage-quitting is a valid life skill. First exposure to 'Go outside and touch grass.'
Witnessed the miracle of dial-up internet. Drew masterpieces in MS Paint. Discovered that 'Ctrl+Alt+Del' fixes everything. Skills that remain relevant today.
Conducted groundbreaking research on what happens when you mix everything in the kitchen. Results: One angry mother, lifetime ban from unsupervised experiments.
Successfully deployed to production. Zero bugs reported at launch, Y2K immunity confirmed.
Shipped the entire universe in a single commit. No code review, no rollback plan, absolutely no tests. Hottest launch on record — 10³² K on day zero. Still expanding the scope to this day.
Roughly ordered by how often I reach for them.
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