Articles by Hassan Syed
Practical writing on AI delivery, architecture, evaluation, and building production systems with intelligent tooling.
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Hassan Syed
Enterprise AI architect, founder, and transformation coach sharing practical methods for secure AI adoption, product delivery, and building teams that can work confidently with intelligent tools.
Hassan’s writing is collected here as a practical NeoSpark Solutions knowledge library for leaders, architects, and builders.
Why this archive exists
A living playbook for AI delivery
Hassan documents the realities of pairing human architects with agentic tooling: what actually ships, how to keep codebases coherent, and where governance matters. We keep every article intact, plus metadata, so your team can reference, quote, and apply the thinking internally.
The Eval Score That Went the Wrong Way
We thought an uneven AI score might be ordinary variation. Repeated evals told a different story—and showed us how an AI coding harness can help investigate quality without replacing human judgement.
The Missing Discipline in AI-Assisted Software Development
Why AI agents should execute a complete, testable design rather than invent the product while coding—and a six-phase pipeline for disciplined delivery.
Agile is Dead. Long Live AI-Driven Waterfall.
A practical account of building a production charity platform in three days with an AI-driven, evidence-led workflow that keeps Agile feedback where it matters.
Solving AI Hallucinations with Context-Rich Discovery Tools
How context-rich discovery, data-quality checks, human verification, and MCP-based tooling can turn unreliable AI answers into grounded, traceable insights.
Cursor AI Said 'It's Working' 15 Times Before It Actually Worked - My Gen AI Development Reality Check
Practical lessons from building and deploying with Cursor and multiple frontier models: verification, testing, context, and human judgement still determine whether software works.
The Reality Check: When Your AI Plans Meet Enterprise Complexity
Why promising AI pilots collide with enterprise data, integration, governance, and delivery realities—and how disciplined AI engineering closes the gap.
When AI Builds It, Tests It, Deploys It, and Uses It, like a human — I Just Watch - Part 1
A hands-on account of using AI agents across software design, coding, testing, deployment, and persona-based product validation while retaining human oversight.
Do AI Coding Assistants Perform Differently With Different Tech Stack?
How language, framework, architecture, documentation, and test quality can affect the performance of AI coding assistants across different technology stacks.
AI Dev with Cline/Cursor - Efficient Context Management Is The Key
Why large codebases challenge AI coding assistants—and how feature-based modularisation, bounded contexts, and focused context improve accuracy, speed, and cost.
Essential Eight Compliance Assistant - A Free GPT that Makes Your Solution Architecture Assessment Easy!
A free custom GPT that helps architects and engineering teams assess solutions against the ACSC Essential Eight maturity model and identify practical compliance gaps.
AI Showdown: ChatGPT vs. Grok-3 vs. DeepSeek vs. Claude – Who Makes the Best Charts?
A practical comparison of ChatGPT, Grok 3, DeepSeek, and Claude using the same data-visualisation task—and what happens when the models collaborate.
Comparing AI-Generated Spaceflight Animations: Grok 3 vs. DeepSeek, ChatGPT, and Claude AI
A comparison of Grok 3, DeepSeek, ChatGPT, and Claude generating a 3D Mars mission animation, assessed for execution, visual quality, and scientific accuracy.
Revolutionising Customer Support with AI & NLP
How AI, natural-language processing, and retrieval can reduce manual searching and help customer-support teams deliver faster, more consistent answers.
RAG (Retrieval-Augmented Generation) For Dummies. Demystifying A Key Design Pattern For Developing Enterprise AI Applications
A plain-language guide to Retrieval-Augmented Generation, using a tender-discovery example to explain retrieval, augmentation, generation, grounding, and enterprise value.
Chain-of-Thought, Tree-of-Thought, and Graph-of-Thought Prompting for Health Triage at Home - A custom GPT App
An exploration of Chain of Thought, Tree of Thought, and Graph of Thought prompting for a home health-triage assistant, including benefits and safety limits.
Birbal - Your Trusted Advisor GPT - Powered by GPT-4o
A custom GPT inspired by Birbal demonstrates how a trusted AI adviser can combine structured personal context, thoughtful questions, and a distinctive voice.
Great Minds Lounge: Want to tap into Gates, Musk and Jobs' minds? Check out this GPT App
Great Minds Lounge experiments with a panel of AI personas inspired by well-known business and technology leaders to explore ideas from multiple perspectives.
Elon Musk - Be My Guest : How AI Personas Can Improve Productivity in the Workplace
An experiment with AI personas explores how role-specific context, source material, and transparent boundaries can support workplace thinking and productivity.
Delta Lake :The Time Traveller's Data Guide
A practical introduction to Delta Lake, showing how transaction logs, schema controls, time travel, and medallion architecture improve modern data platforms.
Beyond the Hype: Real-World Application of ChatGPT-4 with my BYD Seal Assistant
How a personal BYD Seal assistant turned EV ownership questions into a practical conversational product experiment powered by ChatGPT-4.
FlyView 3.0 Is Here — Using SharePoint Is Much Easier Now
FlyView for SharePoint 3.0 adds support for the modern SharePoint experience and faster navigation across sites, libraries, documents, and site collections.
The SharePoint Governance Puzzle
A practical guide to controlling SharePoint sprawl through ownership, lifecycle management, information architecture, automation, and measurable governance.