About
Hi, I'm Suyash.
I'm an AI engineer and full stack developer. I build LLM systems with guardrails and evals, and I do forward deployed work: sit with the people using the system, ship what they need, and leave something the next person can maintain.
Bio
What I do
I build LLM systems end to end: guardrails, evaluation pipelines, and the application code around them. I test against live providers and write evals that say what they cannot claim.
At Anterra Corp I fine-tuned YOLOv8m and integrated BoT-SORT tracking on Jetson Orin Nano edge hardware. I built a custom Nepali Devanagari ANPR model and demonstrated the traffic violation detection system to senior police and ministry officials.
On freelance projects I work directly with the people using the software. I have sat with factory workers to refine inventory workflows and with school administrators and teachers to fix bugs in an academic management system.
Honors
Recognition.
World 2nd
Cambridge International A-Level Computer Science, also Nepal Top
1540
SAT, 99th percentile
A* A*
Computer Science and Mathematics A-Levels
1,500+
students reached through WIZ, the computer literacy nonprofit I founded
- Best Academic Performance Award and AS Level Topper at Budhanilkantha School
- National Economics Olympiad Finalist
- Best Delegate twice at BNKS Model UN
Experience
Where I've worked.
Jul 2026 to Sep 2026
Lead Engineer, Flamide
Designed and developed the core architecture of an AI-native CRM using Next.js, Supabase, and DeepSeek, with multi-tenant data isolation, real-time business-data grounding, AI guardrails, and cost- and latency-optimized model routing.
Aug 2025 to Jul 2026
Co-Founder and Lead AI Engineer, Anterra Corp (Karma)
Built an AI-powered traffic violation detection system by fine-tuning YOLOv8m and integrating BoT-SORT tracking on Jetson Orin Nano edge hardware. Developed a custom Nepali Devanagari ANPR model and demonstrated the system to senior police and ministry officials.
2024 to 2026
Founder, World of IT Zealots (WIZ)
Founded and led a computer literacy initiative reaching 1,500+ students across underserved schools. Developed a self-directed digital literacy curriculum, delivered training to 600+ students, and built AI integrated interactive modules with custom harness and context optimizations.
2022 to now
Freelance Web Developer
Built a bank credit reward system with event-driven Java/Spring Boot and Python architecture, a factory operations and inventory management system for real-time tracking and production scheduling, and an academic and administrative management system for student progress and teacher-facing workflows.
Oct 2024 to Dec 2024
Intern, IM Swedish Development Partner
Researched policy implementation gaps affecting freed Kamaiyas and Kamlaris. Revamped the Freed Kamalari Development Forum website, improved digital outreach materials, and developed a crowdfunding strategy with donation buttons, QR codes, and international donor engagement.
Research and education
Background.
Independent research
Testing the Platonic Representation Hypothesis at toy scale
Reproduced a reference representation-alignment method from paper descriptions and matched the published result, 96.37% vs 96.01%. Recovered unsupervised alignment from a null result to 77.3% through preprocessing corrections and a second unsupervised method.
Education
Budhanilkantha School, Cambridge International A-Levels
Computer Science A*, Mathematics A*, Economics A, Business A, English General Paper A.
2025
Certifications, DeepLearning.AI and Stanford
Advanced Learning Algorithms and Supervised Machine Learning: Regression and Classification.
Sep 2025
Research Assistant, Access Planet Nepal
Co-authored a publication in Sambahak: Human Rights Journal.
Skills
What I reach for.
AI and ML
- Python, PyTorch
- YOLOv8, BoT-SORT
- Computer vision, ANPR
- LLM evaluation pipelines
- AI guardrails and grounding
- Model evaluation and validation
- scikit-learn, pandas, NumPy
- Representation learning
- Edge AI deployment
- Machine learning, model fine-tuning
Backend and data
- FastAPI, SQLAlchemy
- Supabase, PostgreSQL
- Row-level security
- REST APIs
- Multi-tenant architecture
- Java, Spring Boot
- Real-time data systems
- Database design and data modeling
- Authentication and RBAC
- Node.js, TypeScript
Frontend and tooling
- Next.js, React
- HTML and CSS
- Docker
- CI/CD, GitHub Actions
- pytest, automated testing
- Linux
- System design
- API integration
- Technical documentation
- JavaScript
Languages
English (fluent), Nepali (native), Hindi (proficient).