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AWS Emulator: Amazon's Free, Public-Domain Local AWS Is a Game Changer for Local Development and Startups
Opinion15 min read

AWS Emulator: Amazon's Free, Public-Domain Local AWS Is a Game Changer for Local Development and Startups

On 11 November AWS shipped AWS Emulator: a local copy of its APIs, free, no account, public domain, 438 service models. I ran it on a Mac the next day: healthy in 0.42 s, DynamoDB calls in 2.5 ms, AWS's own errors, a Lambda that actually ran. Why it changes the inner loop, and the maths for a ten-person startup.

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Autonomous Code Review: How AI Agents Are Raising the Bar for Software Quality
AI & Machine Learning9 min read

Autonomous Code Review: How AI Agents Are Raising the Bar for Software Quality

AI agents don't just write code — they review it. Autonomous code review catches bugs, security flaws, and design issues that human reviewers miss. Here's how it works.

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Building Production AI Agents: Lessons from Shipping Autonomous Systems
AI & Machine Learning9 min read

Building Production AI Agents: Lessons from Shipping Autonomous Systems

Building a demo agent is easy. Shipping one that handles edge cases, recovers from failures, and earns user trust is hard. Here are the lessons learned.

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