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AI Systems and Agentic Architecture: Applied Technical Practice
Four Lab projects showing how we plan, build, deploy, and refine focused AI systems around real products and workflows.
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Essays, field notes, and product thinking grounded in Lab829 projects and the delivery experience behind the practice.
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ai-engineeringlab829
Deploying AI Features Responsibly Starts Before the AI Part
A working AI feature still depends on familiar engineering decisions around traffic, security, analytics, observability, and behavioral change control.
technology-leadershiplab829
Building New Enterprise Functions Requires Zero-to-One Operators
A leader who inherits a working function has a different mandate from one who must build the team and technical foundation at the same time.
mcpai-agent
MCP Tool Design Is a Workflow Design Problem
MCP handles the connection. Workflow and tool design determine whether the resulting integration is useful, predictable, and worth adopting.
coderunnerlab829
CodeRunner: A Focused JavaScript Workspace That Runs in the Browser
CodeRunner is a focused browser-based JavaScript workspace with multi-file projects, offline support, and no account or local toolchain required.
aloelab829
Aloe: A VS Code Theme Designed for Calm Contrast
Aloe is a free dark green VS Code theme built around calm contrast, clear syntax roles, and a consistent editor interface.
agent-skillsai-engineering
Reliable Agent Skills Need Governance, Evaluation, and Maintenance
The useful question is no longer how to write a SKILL.md. It is how to keep a library of agent instructions accurate, portable, testable, and safe to change.
mcpfintech
Wealth Finder MCP: Designing a Financial AI Workflow with Human Approval
A four-day fintech proof of concept showing how MCP tools, synthetic account data, and human approval can support useful financial workflows without open-ended access.
human-centered-designcritical-thinking
Vibe Thinking Is the New Vibe Coding, And It’s Killing Your Product Ideas: Is it worth it?
Lately (not always), I have been sitting with my morning coffee to “talk” to an AI about new products or new ideas that come to my mind. Sometimes it’s GPT 4.1, others Claude and all its models, lately GPT 5 (the...
accessibilityinclusive-design
AI, Accessibility, and the Evolving Role of Developers
“This article was published on LinkedIn on February 27, 2025. You can see it here.”
machine-learningcoding-standards
AI-Powered Coding: Into the Rabbit Hole? How about some Standards and Human Oversight
Artificial Intelligence is revolutionizing software development. We all have heard it in the past months. From generating boilerplate code to suggesting optimizations, AI-powered tools like GitHub Copilot and...
digital-transformationux-design
The European Accessibility Act 2025: A Challenge and an Opportunity for Businesses
“This article was published on LinkedIn on February 7, 2025. You can see it here.”
web-standardsai-ux-design
Why Accessibility and Semantic HTML Matter for the Future of AI Tools Like OpenAI’s “Operator”
“This article was published on LinkedIn on January 23, 2025. You can see it here.”
adaptabilityhuman-skills
Learn These 5 Soft Skills and be ready for the AI Revolution
The AI revolution will affect your life and is here to stay. Such a revolution will test your capacity for change and adaptation. So far, artificial intelligence has been disrupting in even those industries that were...
professional-developmentrelationships
How to Say NO with Candour
Stop saying 'yes' when you want to say 'no' without feeling guilty about it, and learn how candour helps you set healthier boundaries at work and in life.
reactjavascript
7 Facts to Know About React Development
Summary: This article tries to explain some of the most common misconceptions about React and shows its growing popularity not only among developers but also among businesses.