Google Summer of Code 2026
Contributor @ NumFOCUS / scikit-bio
Implementing Numba-optimized algorithms for performance-critical bioinformatics functions. Mentors: Igor Sfiligoi (SDSC), Qiyun Zhu (ASU). Accepted May 2026.
Full-Stack & AI/ML Engineer | Open Source Builder | CTO @ Knight Medicare. Building AI-powered civic tools, gamified dev platforms, and healthcare tech. GSoC 2026 @ NumFOCUS.
Current Roles
Current real-world commitments as of May 2026, led by GSoC and active product work across healthcare, animal welfare AI, and developer ecosystems.
Contributor @ NumFOCUS / scikit-bio
Implementing Numba-optimized algorithms for performance-critical bioinformatics functions. Mentors: Igor Sfiligoi (SDSC), Qiyun Zhu (ASU). Accepted May 2026.
Open Paws
Building AI tools for animal advocacy, including chatbots, permit objection systems, and campaign automations.
Knight Medicare
AI-powered healthcare startup co-founded with a Harvard MD. Building clinical AI tools for diagnosis support and patient data management.
Representing the Google AI and Gemini ecosystem on campus.
Projects
Project cards include the current status, stack, and links. Adventurers Guild leads because it is the flagship public product.
Gamified open-source developer platform
Developers complete real Quests, earn XP, and rank up from F to S tier. Selected for GirlScript Summer of Code 2025 and NSOC (Nexus Spring of Code), with 500+ users, an active contributor community, and monetization live in branches. Recent work includes 8 PRs in one day on Apr 28 across Stripe Connect payouts, Revenue Dashboard, Quest Streak System, Party Panel, and Squad Quest Board.
Civic AI for legal permit objections
Auto-generates legal objections to factory farm and planning permit proposals across 8 countries and 37 legal frameworks. Born at Code 4 Compassion hackathon, Mumbai. Under consideration for a16z Speedrun SR007 and submitted for the O'Shaughnessy Fellowship.
Clinical AI tools
AI-powered healthcare startup building diagnosis support and patient data management tools. Abid is CTO & Co-Founder, co-founded with a Harvard MD.
Simulation and data project
Simulation/data project for NASA Space Apps Challenge 2024. Achievement: Regional Finalist.
AI crypto portfolio analytics
AI-powered crypto portfolio analytics tool inspired by Polymarket strategy research and 86M+ free trade data from poly_data.
Verifiable developer credentials
Verifiable on-chain credentials for developers. Pitched at VibeCon.
Open Source
Verified public work across scientific Python, developer infrastructure, docs, climate tooling, and sustainability repositories.
| Project | PR | What |
|---|---|---|
| scikit-bio (NumFOCUS) | #2429, #2436 | GSoC 2026 - Numba-optimized bioinformatics algorithms |
| daytona | #4107 | Merged Mar 2026 |
| thoughtbot/shoulda-matchers (3.6K stars) | #1700 | Fixed README anchor for matcher usage docs |
| nextflow-io/nextflow (3.3K stars) | #6869 | Clarified Path.name behavior for staged process paths |
| scverse/scanpy | #3986 | Reduced duplicated parameter docs |
| mlco2/codecarbon | #1080, #1081 | CLI robustness and quickstart docs |
| sustainable-computing-io/kepler | #2431 | Minimal install path without Prometheus Operator |
| protontypes/open-sustainable-technology | #1369 | Fixed broken sustainability resource links |
Recent GitHub
Recent activity clusters around AI trust, security hardening, product operations, and developer tooling rather than vanity contribution counts.
Open-Paws/desloppify #36
Implemented a de-hallucination gate for API veracity so AI workflows can reject low-confidence or unsupported output before it reaches users.
LarytheLord/Adventurers-Guild #215
Security hardening work covering TLS production guards, PII log removal, and URL sanitization for the flagship Guild platform.
LarytheLord/knight-medicare #206
Production readiness, security hardening, and backend enhancements for clinical AI product infrastructure.
pydantic/pydantic-ai #5239
Strict runtime validation for tool outputs in a major Python AI framework, matching the broader focus on trustworthy AI systems.
Recognition
NumFOCUS / scikit-bio, May 2026.
Regional Finalist.
Adventurers Guild selected as a participating organization.
Completed in Bangalore.
Open Permit was born here.
Final consideration stage.
Submitted for $100K equity-free fellowship.
About
Abid Khan goes by Abi. He is 19, based in India, and studies Computer Engineering at GTU (GIDC Navsari, India). His work centers on AI-powered civic tools, gamified developer platforms, healthcare technology, and scientific open source.
Ships public products like Adventurers Guild and Open Permit, with clear user workflows and live deployments.
Contributes to production repositories across scientific Python, infra, sustainability, and developer tooling.
Builds AI workflows for healthcare, civic intelligence, animal advocacy, and bioinformatics performance work.
Stack
Writing
The blog is preserved as-is. Read the longer notes, project stories, and technical writing at the existing blog route.