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Smart-Router Agent
Smart-Router Agent is a token-efficient AI agent built for AMD Developer Hackathon Act II, Track 1. It answers all 8 task categories — factual Q&A, math, sentiment, summarisation, named-entity recognition, code debugging, logic, and code generation — while spending as few paid API tokens as possible. The core is intelligent routing. Every task is sorted by difficulty: the easy ones (facts, sentiment, NER, summaries) are answered instantly by a bundled 2–3B model running locally on CPU, at zero token cost. Only the genuinely hard tasks — math, logic, and code — are sent to the paid Fireworks API, where the extra capability is worth the spend. The result is full-category coverage at a fraction of the token bill. Reliability is built in. If a Fireworks call ever fails, the agent instantly falls back to its local answer, so no task is ever dropped. When every task can be handled on-device, the agent runs entirely free. It's engineered to run anywhere. Smart-Router ships as a lightweight, one-shot Docker container that needs no GPU and fits a modest 4 GB / 2 vCPU box: it reads the task file, routes and answers each item, writes the results, and exits. Deterministic category-based routing keeps memory low, and terse prompting keeps responses fast and cheap. Accurate answers, minimal cost, and portable by design.
12 Jul 2026
GapHunter — Labor Market Intelligence
GapHunter is a dual-audience labor market intelligence platform built on Bright Data's real-time scraping infrastructure and Claude AI. FOR JOB SEEKERS: Upload CV → Claude Haiku extracts skills → Bright Data SERP discovers live LinkedIn and Indeed job URLs → LinkedIn Dataset API pulls structured postings → weighted gap analysis ranks each missing skill by frequency × freshness × opportunity. Real market gaps, not guesses. FOR HR TEAMS: Enter your company name → Claude auto-detects your primary competitor → Bright Data scrapes their live postings → market news fetched in parallel → three AI threads fire simultaneously: Competitive Intelligence (what they're building vs. your gaps), Skill Priority Map (Critical / Growing / Emerging tiles), and Talent Hunter (candidate personas with leaving signals, LinkedIn search, and outreach templates). Training Roadmap generated with real course links discovered by Bright Data SERP at analysis time. BRIGHT DATA USAGE (4 products): SERP API for job URL discovery, market news, and course links. LinkedIn Dataset API for structured job extraction. Web Unlocker for company profile intelligence. Scraping Browser for JS-heavy regional job boards. No cached databases. No static CSVs. Every result is live data from the moment of the request. Built in 5 days.
31 May 2026
