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Notes From Actual Projects

No trend pieces. What we write here comes out of implementations that either worked or taught us something expensive.

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Reading For People Who Have To Ship

Why Most AI Pilots Never Reach Production

The demo works, the board is excited, and then nothing ships. Six recurring reasons — and what to fix in the scoping phase to avoid them.

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ERPNext vs SAP: An Honest Cost Comparison

Licence cost is the easy part. We break down implementation, customisation, hiring and five-year total ownership for a 200-person manufacturer.

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RAG Done Properly: Retrieval Beats Bigger Models

Chunking strategy, hybrid search, reranking and evaluation. The unglamorous work that decides whether your assistant is trusted or abandoned.

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Flutter in 2026: When It's The Right Call

Cross-platform is not always cheaper. Where a single codebase genuinely wins, and the three cases where we still recommend going native.

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Enterprise AI Security: A Practical Checklist

Data residency, prompt logging, PII redaction, access control and audit trails — what your security team will ask, and how to answer it.

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Forecasting Without a Data Science Team

You need less data than you think. A pragmatic path from spreadsheet history to a demand model that beats manual planning.

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Core Web Vitals and Revenue: The Real Link

What actually happened to conversion when we cut load time from 4.2s to 1.1s on eight production storefronts.

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Building Arabic-First Interfaces That Don't Feel Translated

RTL layout, typography, number formatting and the content decisions that separate a localised product from a mirrored one.

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Agentic Automation: Where To Draw The Human Line

Which decisions to hand to an agent, which to keep supervised, and how to design the escalation path so trust survives the first mistake.

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