Claude Code can inspect repositories, build components, connect APIs, modify databases, write tests, and fix failures to quickly turn product requirements into working software. But that does not negate the need for rigorous and independent testing. If the tests are written by the same person as the application, the same assumptions can influence both, which ...

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Key Takeaways: AI agents are changing how developers write and manage code. Some experts believe traditional IDEs may become AI control panels. AI-generated code is being produced much faster than before. Reports show AI-written code still contains more bugs and security risks. Software testing is becoming more important, not less. Human QA reviews are still ...

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On April 15, 2026, users noticed unusual changes in their billing dashboard. When Cursor users opened their billing dashboard, many users were surprised by what appeared on the dashboard. Without any notification, their Cursor request limits had increased from 500 to 2000! There was no changelog, no email, and no official announcement about this. The ...

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Conversational interfaces have slowly but effectively transformed the way users interact with software, shifting from formal structure to fluid dialogue. In contrast to traditional UIs that present manageable inputs in predetermined flows, conversation systems must deal with ambiguity, topic changes, and infinite potential expressions. This change requires a different mindset about testing: One that is ...

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Key Takeaways: Amazon had four major crashes in early 2026, losing millions of orders due to vibe code. The company increased code speed by 4.5x using AI but laid off 30,000 workers, leaving too few humans to check for errors. AI-assisted coding is causing a massive spike in technical bugs and security holes. AI writes ...

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Is the MCP Protocol Dead or Just Growing Up? This discussion has been going on among engineers since late 2024. But in March 2026, Perplexity CTO Denis Yarats said that he was backing away from it. Soon after, YC CEO Garry Tan also came out with criticism. He said that it was a huge memory ...

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Key Takeaways: The world’s fastest AI inference is now available through Amazon Bedrock. For this, Cerebras Systems has already deployed its powerful CS-3 chips in AWS data centers. Through a new disaggregated architecture that combines AWS Trainium chips with the Cerebras WSE, it is possible to transfer tokens at 5 times higher speed using the ...

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“Mastering prompts isn’t about asking questions – it’s about unlocking answers by asking the right ones.” – Emmanuel Apetsi AI models are dependent on prompt engineering to fuel them. It’s not simply typing commands to produce outputs anymore. Now, this takes some thought and creativity, because the slightest adjustment can have your AI model singing ...

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Large Language Models (LLMs) have drastically changed the way software systems process information, produce responses, and aid humans in making decisions. But for all their wizardry at reasoning and natural language, LLMs have a fundamental limitation; They do not intrinsically “understand” your data. All those techniques, including RAG, Agentic-RAG, and Model Context Protocol, are there ...

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API has been the foundation of modern technical infrastructures for decades. They provided modular architectures, microservices, SaaS ecosystems, and cloud-native platforms. Almost every integration tale in software engineering has rightly been an API tale. The advent of Large Language Models (LLMs) and AI agents has, however, disrupted entirely how software systems are consumed and orchestrated. ...

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