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Dev.to

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17:06
2026-07-22
dev.to
artificial-intelligence

The Context Window Isn't Memory. It's the CPU Cache of AI.

A developer argues that a larger context window in AI systems is not a solution for memory, comparing it to a CPU cache rather than durable storage. The post introduces a hierarchy of memory layers—ac…

16:47
2026-07-22
dev.to
generative-ai

The Web Has Two Doors Now: One for Humans, One for Agents

Cloudflare issued an ultimatum to Google and Robinhood opened its doors to AI agents in July 2026, marking the arrival of the Agentic Internet. A developer argues that content strategy must now optimi…

16:20
2026-07-22
dev.to
ai-agents

Your Test Suite Is Your API for Agents

A developer argues that test suites are becoming the primary interface for AI agents, replacing outdated documentation and tribal knowledge. Well-written tests with descriptive names and clear boundar…

15:44
2026-07-22
dev.to
developer-tools

Link Manual Test Cases to Playwright and Robot Specs

A developer proposes linking manual test cases to Playwright and Robot Framework specs by storing both in the same Git repo and using stable YAML case IDs as join keys. The approach enables any IDE ag…

15:18
2026-07-22
dev.to
developer-tools

Building a Dev Content Strategy that survives Monday

A developer advocacy team at Amazon built a content strategy to earn developer trust by categorizing themes, formats, and stages of the developer journey. The approach ensures content is balanced acro…

15:11
2026-07-22
dev.to
artificial-intelligence

The AI writes the tests. It doesn't get to grade them.

A developer proposes a rule for AI in testing: the producer of a test should not be its validator. The approach, implemented in an open-source pipeline, uses separate models for writing, judging, and …

15:02
2026-07-22
dev.to
artificial-intelligence

Google's Gemma 2 is here. It's a big deal for open models.

Google has released Gemma 2, the next generation of its open models, featuring a 27B parameter version that offers performance competitive with models more than twice its size while being efficient en…

14:55
2026-07-22
dev.to
artificial-intelligence

Why Realtime Is the Future of Speech-to-Text

AssemblyAI's Universal-3.5 Pro Realtime streaming speech-to-text model achieves a 6.99% pooled word error rate on Pipecat's open STT benchmark, outperforming competitors like Deepgram Flux (15.58%), E…

14:55
2026-07-22
dev.to
artificial-intelligence

AI Medical Scribe: Build vs Buy Nuance DAX & Abridge

A developer at AssemblyAI argues that healthcare AI teams face a strategic choice between buying finished ambient clinical documentation products like Nuance DAX Copilot or Abridge and building their …

14:55
2026-07-22
dev.to
ai-agents

Rust & Bevy Space Economy Sim: Self-Running AI Agent Demo

Space Project Sim, an open-source Rust project on GitHub, launches a fully autonomous space economy simulation built with the Bevy engine. Ships, colonies, and markets run without human input, driven …

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