Suhaas Teja
$ whoami — AI/ML Engineer · Edge Inference & LLM Systems
llm inference · quantization · multimodal ai · edge ai
I'm an AI/ML engineer who likes making machine learning fast, reliable, and genuinely useful — lately, running LLMs efficiently on edge hardware. Before that, responsible-AI evaluation and applied research, plus an M.S. in Computer Engineering from San José State.
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experience
Edge AI, enterprise GenAI, and applied research.
Pronto Networksedge LLM inference · 150+ brands
Jun 2026 - Present
Developing and deploying AI models on edge networking hardware, enabling on-device inference across cloud-managed 4G/5G routers, WiFi access points, and the PC64 edge AI appliance on Pronto's AIOS platform.
LEVCOMdeterministic edge AI · FPGA × GPU
May 2026 - Present
Engineering AI and perception systems for robotics, industrial vision, and autonomous platforms: real-time vision pipelines and inference with bounded latency on AMD/Xilinx FPGAs.
Humanaresponsible AI · LLM evaluation & red-teaming
May 2025 - Aug 2025
Improved observability of internal AI systems by 70% through framework-agnostic RAG evaluation workflows, synthetic data generation, and red-teaming pipelines in support of responsible AI initiatives.
SJSU King Libraryagentic RAG · applied AI research
Mar 2024 - Dec 2025
Launched KingbotGPT, a production agentic RAG chatbot providing after-hours reference support to 30,000+ students and faculty; owned evaluation design and reliability. Led data curation for the 2025 Landscape of Responsible AI Across California Higher Education Institutions report.
ZestIoTreal-time IoT dashboards · Boeing HorizonX award
Mar 2022 - May 2023
Developed real-time operations dashboards and asset tracking for GroundRadar, ZestIoT's airport operations platform deployed at Hyderabad, Delhi, and Bengaluru international airports, supporting 600+ daily flights and 9,000+ ground personnel.
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education
San Jose State University — M.S. Computer Engineering
Aug 2023 – Dec 2025 · San Jose, CA
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projects
Agent systems, evaluation pipelines, and developer tools.
SageMem
agent infraMulti-agent memory harness with GPU-inspired L1/L2/L3/DRAM hierarchy using Redis and pgvector
Python · view repo →playback
observabilityVisualizes LLM agent session logs as step-by-step timelines — user ask, tool call, outcome
JavaScript · view repo →gauntlet
adversarial evalBash CLI spawning 6 persona-based AI agents to adversarially red-team PRDs and codebases
Shell · view repo →claude-deck
dev toolingClaude Code statusline showing context %, active model, API usage rate, git branch, and Spotify track
Shell · view repo →NFL-contract-coach
applied AIAI platform for athletes to review NIL and pro sports contracts — identifies predatory clauses across 10 risk categories
Python · view repo →reachy-rx
embodied AI[SeeedStudio Embodied AI hack 3rd place] An embodied AI pharmacist robot that watches, reminds, and cares. Built for Reachy-mini robot.
Python · view repo →section 04
stack
Tools I reach for in production.
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highlights
Certifications, wins, and personal focus areas.
certifications
Ray Foundations Certification
Anyscale · Nov 2025 · Distributed Computing - Ray
Enterprise Design Thinking Practitioner
IBM · Sep 2025
5-Day Gen AI Intensive Course with Google
Kaggle · 2025 · Generative AI Tools
achievements
3rd place — Seeed Studio Embodied AI Hackathon
reachy-rx · embodied AI pharmacist robot
publications
SJSU King Library · led data curation
interests
Guitarist 🎸
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writing
Notes on evaluation, RAG systems, and product-scale AI.
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contact
Reach out for collaborations, research, or product work.