Kelp
"Early-warning system for coastal acidification — pH anomalies forecast up to 6 days ahead from buoy streams."
91% precision at 48 h · 40k readings/day · 14 buoys
Log 001 — Surface
I make machines legible
Descending through intelligent systems, interactive worlds, and the occasional trench of production code. Bioluminescence included.
Est. descent — 11,204 m to the floor · Oxygen: infinite · Curiosity: critical
Log 002 — Diver profile
Depth 2,240 m — Twilight Zone
Garvit Pandia is an engineer of quiet systems, based in Kochi, Kerala. The projects here are field notes, not exhibits — some are still growing. He descends through the full stack, from sensor streams to renderers, and brings working specimens back to the surface.
Education: B.Tech Computer Science & Engineering, Verghese Institute of Technology, Kochi · 2020 – 2024 · CGPA 8.2/10 · founded the campus open-source society (40 members by graduation). Current depth rating: comfortable at 11,204 metres of production code.
He ships at depth: 176 pull requests merged across 12 open-source repos, 46 projects shipped end-to-end, and a conviction that the best interfaces feel alive — like something glowing in the dark.
Signal log — surface reports
"The acidification warning system he built gave our biologists six days of lead time. Six days is a season in this field."
— Kavya Menon, Marine Data Director, Peregrine Deep
"He found three bugs in our data pipeline that would have surfaced during harvest. The harvest thanked him."
— Shreya Pillai, UX Researcher, Velora Systems
"He beta-tested our field spectrometer in conditions we wouldn't ship a phone into. The calibration log he sent back was better than our QA's."
— Devendra Pillai, Lab Head, Pebblebrook Instruments
Log 003 — Specimens
Depth 4,480 m — Midnight Zone
"Early-warning system for coastal acidification — pH anomalies forecast up to 6 days ahead from buoy streams."
91% precision at 48 h · 40k readings/day · 14 buoys
"Kelp-forest regrowth tracked from space and sonar — 11 restoration sites with confidence bands."
11 sites tracked · 92% confidence · 3 NGOs
"An underwater exploration game — a 2 km² reef generated from real depth data."
310k demo plays · 60 fps mid-range · 11 species
"The ground, visualized — borehole cross-sections in one command, drawn entirely from data."
400+ logs in 2 min · 480 stars
"Voice and field-audio streaming that survives bad links — down to 4 kbps, still intelligible."
94% intelligibility at 40% loss · 340 stars
"A $25 SDR dongle becomes a waterfall scanner of three bands — signal classification built in."
11,000+ hours logged · 91% accuracy
"26 procedural brushes with seeded randomness — same seed, same stroke, forever."
120 fps with 800-brush strokes · 45k downloads
"Magnetosphere data for non-specialists — live aurora-forecast maps from 15 merged sources."
2,800 daily users during solar max · 82% correct calls
Log 004 — Crew
Depth 6,720 m — Abyssal Zone
Log 005 — Depth records
Depth 8,960 m — Deep Hadal
Depth 8,848 m · 1,086 atm
global leaderboard · 2024
Depth 10,102 m · 1,240 atm
Journal of Open Tools & Systems · 2025, peer-reviewed
Depth 7,421 m · 911 atm
edge AI in the field
Depth 5,486 m · 673 atm
Gilded client sites · 2025
Depth 6,401 m · 786 atm
data-visualization track · 180 teams
Depth 9,204 m · 1,130 atm
~1.1M downloads on crates.io
Depth 11,034 m · 1,354 atm
combined · 2026
Log 006 — Descent timeline
Depth 10,080 m — Hadal Plain
"Leading the sensor-fusion model for 14 coastal buoys (40k readings/day); designing the open dataset release — every number traceable to a public source."
"Shipped Kelp — pH anomaly warnings 6 days early, 91% precision at 48 h; built the Kelpfield monitoring dashboard for 3 restoration NGOs."
"Ported the Canopy drone pipeline to a 1-GPU footprint — 40 km² mapped, 1.1M trees; published the export format, now cited by 2 papers."
Log 007 — Resurface
Depth 11,204 m — Hadal Zone · The Floor
Hadal zone — the bottom, where you resurface