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5 articles

When Code Becomes Cheap, Evidence Becomes the Product
Applied AI · 5 min read

When Code Becomes Cheap, Evidence Becomes the Product

Coding agents are increasing the volume of plausible software faster than organizations can safely absorb it. Engineering advantage will belong to teams that redesign specifications, tests, and review around machine-scale output.

Coding Agents Move the Bottleneck From Typing to Organizational Clarity
Applied AI · 4 min read

Coding Agents Move the Bottleneck From Typing to Organizational Clarity

As agents produce code faster, the limiting factor becomes a team’s ability to specify intent, expose context, and review change. That is less a tooling upgrade than an audit of how the organization thinks.

The Terminal Is Quietly Becoming the Best AI Product Surface
Tools & Products · 3 min read

The Terminal Is Quietly Becoming the Best AI Product Surface

Chat windows were the first home for AI assistants and IDE sidebars were the second. The place coding agents are actually earning their keep now is older than both: the command line, where an agent can read a whole repository, run tests, and show its work in a format engineers already trust.

Stop Designing Coding Agents as Chatbots With Shell Access
Applied AI · 5 min read

Stop Designing Coding Agents as Chatbots With Shell Access

A production coding agent is not primarily a conversational interface. It is a controlled operator whose real product surface consists of permissions, evidence, recovery, and handoff.

Why the Best AI Coding Teams Spend More Time on Review, Not Less
Opinion · 5 min read

Why the Best AI Coding Teams Spend More Time on Review, Not Less

AI has made code generation dramatically cheaper, but that does not make software easier to trust. The teams getting real leverage from coding models are reorganizing around judgment, test design, and review quality rather than celebrating raw output volume.


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