Notes from shipping AI for real.
Practical engineering insight on building production AI, agentic delivery, evals, MLOps, and the lessons behind 600+ shipped solutions.
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Production-Ready AIContext Engineering: The Next Evolution of AI
For CTOs, Engineering Leads & Senior Product Managers · Umaku field notes…
Thought LeadershipThe Bug That Passed Every Test
Testing was invented for a world in which humans wrote the code…
Machine LearningWhy Production AI Fails Silently (And How Data Observability Prevents It)
“The model is running.” “The pipeline succeeded.” “No alerts fired.” “Everything looks…
Thought LeadershipAI Made Your Engineers 10x Faster. Your Team Didn’t Get 10x Better.
Individual output exploded. Team performance didn’t. The gains are evaporating in coordination…
Thought LeadershipThe Missing Layer in Modern Software Delivery
Production AI is less about the model and more about evaluation, observability,…
AgricultureFrom Orbit to Harvest: Inside TerraYield, a Multimodal Dataset for Smarter Crop Yield Forecasting
Omdena Innovation Challenge · Agricultural Intelligence Welcome to TerraYield, a Multimodal dataset…
Civil Society12 NGOs Using AI Systems in Real-World Operations (2026)
Across the humanitarian sector, AI has moved beyond experimentation and into everyday…
Thought LeadershipCode Got Cheap. Context Got Expensive.
Building software got much cheaper. Keeping it working, understood, and owned did…
Renewable EnergyAI Predictive Maintenance for Solar Sites: Reduce Downtime and O&M Costs
An O&M manager at a 75 MW solar site receives an inverter…
Machine LearningThe Silent Failures Killing Your ML Models (And How to Fix Them)
You’ve been there. The model scores beautifully in evaluation, 94% accuracy, clean…
AgricultureAI-Powered Solar Battery Storage (BESS) Optimization for Sites Where Storage Still Feels Like a Cost Centre
An asset manager at a 60 MW solar-plus-storage facility reviews BESS performance…
Renewable EnergyAI Solar Soiling Detection: How Operators Stop Losing Generation to Soiling
A plant manager at a 32 MW solar facility reviews monthly performance…
Thought LeadershipDocumentation-as-Code: The Future of Engineering
THE 2 A.M. TEST It is 2 a.m. and the payments service…
Agentic AIWhat It Actually Takes to Deploy Agentic AI in Production
According to Gartner’s 2026 CIO and Technology Executive Survey, only 17% of…