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State-of-the-Art Code Generation on Private Local Hardware
Qwen 2.5 Coder (32B) matches or exceeds proprietary frontier models in code synthesis, bug detection, and repo-level reasoning. Running Qwen 2.5 Coder locally via Ollama combined with a Python autonomous agent harness allows engineering teams to review pull requests, generate unit tests, and resolve security advisories with zero proprietary code leaking to public cloud APIs.
Authored by Saizul Amin for AI software engineers and DevSecOps practitioners.
Md Saizul Amin
Digital Systems Strategist · AI Agent Developer · 9+ years in digital & ITMd Saizul Amin is a digital systems strategist and AI automation engineer from Dhaka, Bangladesh. With 9+ years across IT, web development and digital marketing, he writes practical guides on technology, business, education and online growth — and builds the same kinds of systems (AI agents, websites, SEO and ad campaigns) for clients in Bangladesh, the UK and the USA.
Specialist in
Credentials & experience
- 🎓B.Sc. in Computer Science & EngineeringBangladesh University of Business & Technology (BUBT), 2017–2021
- 🤖AI Automation Engineer · Web Developer · SEO SpecialistUnique Mark Limited, Birmingham UK — 2024 to present
- 🌱IT SpecialistGreen Fund Initiative Inc., USA — 2024 to present
- 🏥Junior IT Consultant — Ministry of Health (DGHS)Built the first national Shareable Health Record website; supported 6,000+ facilities
- 🧭Head of ITWEDO Bangladesh — led IT for 50+ staff, 2021–2023
