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AI app: singleThreaded-agent for AMD Developer Hackathon: ACT II

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singleThreaded-agent

singleThreaded-agent

Created by team SingleThreaded on July 08, 2026

Anthropic Claude OpenAI

Hybrid Token-Efficient Routing Agent

SingleThreaded is a containerized AI agent built for AMD Developer Hackathon ACT II Track 1. It classifies incoming tasks across 8 categories — factual knowledge, math, sentiment, summarization, NER, code debugging, logical reasoning, and code generation — then routes each to the most token-efficient solution. Mathematical tasks are solved deterministically using Python with zero Fireworks tokens. All other tasks are routed to the cheapest capable model from the ALLOWED_MODELS list, with code tasks escalated to a code-specialized model for accuracy. The agent reads from /input/tasks.json and writes results to /output/results.json.

Category tags:

Developer Tools, Productivity

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Taskly classifies incoming tasks into 8 categories (QA, math, code, NLP) and routes each to the optimal Fireworks AI model with a tuned prompt — maximizing accuracy while minimizing token usage in a fully Dockerized pipeline.

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router_007_v3

router_007_v2 is a Track 1 agent that records **zero billable tokens**: every answer is computed inside the container by a Qwen2.5-7B-Instruct model bundled in the Docker image and served in-process with llama-cpp-python

roc_auc_half

Claude CodeChatGPTAMD ROCm

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Agent knows how to make thorough legal research based on my experience of winning legal cases. It understands your issue and advises on procedure

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Lorem ipsum dolor sit amet, consectetur adipiscing elit. Mauris at cursus dolor. Phasellus porta, sapien ut molestie aliquet, sapien velit.

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