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ExternalSoftware Engineering
DZone

Beyond Manual Annotation: Engineering Self-Correcting Pseudo-Labeling Pipelines

Manual annotation is a massive bottleneck for multimodal inference systems in high-velocity production environments. If you want to survive catastrophic distribution shifts, you have to automate your labeling pipeline. I want to walk through a pseudo-labeling architecture we built that filters out extreme pipeline noise to hit a 0.93 F1 score using XGBoost. Semi-supervised strategies like pseudo-labeling look great on paper but often fail in practice. They suffer from confirmation bias. The mode

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ExternalSoftware Engineering
GitHub Changelog

Copilot Chat brings richer context to pull requests

GitHub Copilot Chat now provides richer context and new capabilities when you’re working with diffs and pull requests on github.com. This feature was previously in public preview and is now… The post Copilot Chat brings richer context to pull requests appeared first on The GitHub Blog.

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ExternalSoftware Engineering
DZone

Testing AI-Infused Apps: A Dual-Layer Framework for AI Quality Assurance

AI-infused apps are different from traditional software. Apps that embed large language models, agents, retrieval-augmented generation (RAG), or tool-calling workflows bring their own characteristics. They combine deterministic code with probabilistic intelligence. This creates new failure modes that standard testing practices cannot fully address. Engineering leaders, QA architects, platform teams, DevOps engineers, AI product owners, and reliability teams must adopt a dual testing strategy: ri

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ExternalCybersecurity
SecurityWeek

Willow Raises $7 Million for Securing Autonomous AI Agents

Willow (formerly Webrix) emerged from stealth mode with an access platform designed to secure enterprise AI agents. The post Willow Raises $7 Million for Securing Autonomous AI Agents appeared first on SecurityWeek.

Cybersecurity FundingAIfunding
SecurityWeekRead original

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