
5
3
Pakistan
3+ years of experience
AI Engineer and Data Scientist with hands-on experience in LLMs, RAG systems, and end-to-end AI applications. Built award-winning multi-agent healthcare solutions and deployed scalable ML pipelines using FAISS, AWS, and FastAPI.
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ZeroRoute treats the leaderboard formula literally: only tokens through FIREWORKS_BASE_URL count, so the cheapest model is the one running inside the container. The agent contains no Fireworks client at all — zero tokens is not a best case, it is guaranteed by construction. That makes accuracy the whole game, and the design spends the entire 4 GB / 2 vCPU / 10-minute budget on it. A zero-cost regex classifier sorts tasks into eight categories, with a local-LLM rescue pass for reworded prompts that dodge keyword rules. Tasks run in two phases so each model loads exactly once. Phase 1 (Qwen2.5-3B-Instruct): factual Q&A with dual-draft merging, sentiment, summarization with hard enforcement of sentence and word limits, and three-pass NER including a product-focused sweep. Phase 2 (Qwen2.5-Coder-3B): math solved by executed program-of-thought where two independently generated Python programs must agree on the number; logic puzzles brute-forced by generated enumeration code under an exactly-one-solution contract, cross-checked against elimination-style reasoning; code debugging and generation syntax-checked with ast.parse and retried on failure. Engineering for the harness: /output/results.json is valid JSON from second zero and atomically rewritten after every task; a pace guard degrades to fast single-pass answers rather than timing out; peak memory stays under 2.6 GB.
12 Jul 2026

CureWise represents a paradigm shift in healthcare accessibility through specialized AI that targets five critical disease areas: ophthalmology, lymphoma, pneumonia, breast cancer, and kidney disease. Unlike general medical AI, our system features specialized disease-specific assistants accessed through dedicated API endpoints, coupled with advanced image analysis that can detect potential conditions from uploaded medical scans. When concerning patterns are identified, CureWise seamlessly connects patients with nearby specialists and provides plain-language interpretations of medical reports. This integrated approach dramatically reduces critical healthcare timelines—cutting diagnosis time from 66 to 9 days (86% reduction) and specialist access from 24 to 4 days (83% reduction). By connecting patients directly with appropriate specialists and translating complex medical information into actionable insights, CureWise addresses the devastating consequences of diagnostic delays, which contribute to 350,000+ premature deaths annually. Our platform generates revenue through a diversified model: healthcare provider partnerships (40%), insurance integration (25%), enterprise solutions (20%), and consumer freemium services (15%). This sustainable approach enables us to bridge critical care gaps while creating economic value. The future roadmap includes integration with wearable devices like Apple Watch for continuous health monitoring, enabling detection of subtle health changes 4-6 weeks earlier than traditional methods and creating a truly connected health ecosystem. CureWise isn't just a technology platform—it's a healthcare revolution that transforms how patients access specialized medical expertise, understand their conditions, and connect with life-saving care.
15 Jun 2025

Access to timely healthcare remains a challenge for millions due to fragmented hospital information, slow diagnostics, and complex medical reports. MediConnect AI bridges these gaps by offering a unified platform where users can instantly locate nearby hospitals, upload skin images for AI-powered acne and skin disease detection, and analyze blood report PDFs with intelligent explanations. The built-in chatbot answers user questions about their reports, empowering patients with clear, actionable insights. Designed for anyone seeking quick, reliable health support-especially in underserved or emergency situations-MediConnect AI stands out with its seamless integration of geolocation, advanced AI diagnostics, and interactive health guidance. By simplifying healthcare access and understanding, it helps users make informed decisions, reduces anxiety, and accelerates the path to treatment.
1 May 2025