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Mai Khanh@mainamkhanh
3
Events attended
1
Submissions made
Viet Nam
1 year of experience
About me
Third-year IT student at Hanoi University of Science and Technology, in the joint program with Troy University. I build web apps with a focus on financial and economic data — right now that's EcoTrack (a MERN dashboard pulling from the World Bank API) and MarketPulse (real-time financial news sentiment with WebSockets and JWT). Also work as an online IELTS teacher, which keeps me communicating clearly under time pressure, a skill that turns out to matter for hackathons too.
🤓 Latest Submissions
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ProsoponRouter
CascadeSolo Router (ProsoponRouter) is a hybrid, token-efficient AI agent built for Track 1 of the AMD Developer Hackathon. Instead of routing every task to a large language model, it first classifies each incoming prompt and attempts a deterministic, zero-token solution wherever one reliably exists. Math problems are solved with safe arithmetic evaluation, sentiment analysis uses VADER, and named entity recognition uses spaCy — all without spending a single token. For harder categories — factual knowledge, summarization, logical reasoning, code debugging, and code generation — the agent escalates to Fireworks-hosted models (MiniMax M3 and Kimi), with token budgets carefully tuned per category to balance accuracy against cost. An optional local Gemma model runs on-device as a further zero-token tier, validated with the same strict correctness checks — including a custom function-signature check that ensures generated code preserves the exact requested function name, and a reasoning-scaffold guard that rejects incomplete or meta-commentary answers before they're accepted. The full pipeline runs inside a single Docker container meeting the harness's strict constraints: 2 vCPU, 4GB RAM, a 10-minute timeout, and linux/amd64 compatibility, reading tasks from /input/tasks.json and writing results to /output/results.json
13 Jul 2026
