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Where enterprise software is heading, from the people building it.

Illustration: a propped-up movie-set facade labeled DEMO stands on braces while a real building rises behind it, bricks and scaffolding in place.
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Productionizing Someone Else's AI Proof of Concept

The PoC worked, the team moved on, and now it has to become real software. Why that means rewriting more than anyone expects, and how to plan for it.

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Illustration: one tower stands finished while a crane labeled AI lifts the next module onto the building going up beside it — steady upgrade in progress.

Agentic Coding in Production: What Actually Holds Up

AI agents can now write real software. What separates the teams shipping production code with them from the teams generating expensive rework.

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Illustration: one hopper feeds both a weathered old machine and a clean new one, and both produce identical trays of output, verified against a checklist.

Rails and Temporal for Batch Workloads: The Pattern, Not the Hype

Legacy batch jobs fail silently and restart badly. Why durable workflow orchestration plus Rails is the pattern we reach for when batch has to be rebuilt.

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Illustration: an entire equipment rack with its support modules strapped securely in place is wheeled carefully across a bridge to the new platform.

Migrating a Production ColdFusion App to CF2025: A Field Checklist

Lessons from a real ColdFusion 2025 migration: licensing gotchas, the reporting stack surprise, testing before the DNS swing, and rollback posture.

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Illustration: a chain hoist lowers a modern engine into a gleaming, well-kept classic car — new power fitted into a body that never stopped being maintained.

ColdFusion in 2026: What Still Runs on It and Why That's Not the Scandal People Think

ColdFusion still runs insurance, government, and education systems in 2026. The risk is not the language. It is unmanaged end-of-life exposure.

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Illustration: a door's lock cylinder being swapped for a new one while the old key, tagged API, is retired to a bin.

Your API Keys Just Went Public on GitHub. The Next 24 Hours.

Making the repo private is not remediation. What actually needs to happen in the first day after credentials leak, in the order it needs to happen.

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Illustration: engine parts sorted three ways — polished parts kept in a display case, one part being refitted on the workbench, and worn parts retired to a bin.

How We Think About ColdFusion Migration

ColdFusion migration is a judgment problem before it is a code problem. How we decide what to move, what to rewrite, and what to leave running.

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Illustration: a diagnostic meter wheeled up to an old machine, its needle pointing at a wrench icon while an inspector takes notes.

Is Your Legacy App Worth Modernizing? A Decision Framework

Remediation, modernization, rewrite, or leave it alone. A working framework for deciding what a legacy application deserves, before anyone writes code.

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Illustration: a wall panel of six readiness gauges where five sit healthy and one reads low, with the low gauge being adjusted by hand.

What an AI Readiness Assessment Actually Tells You

An AI readiness assessment is not a maturity badge. It is a diagnostic that names your binding constraint before you spend real money finding it the hard way.

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