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Developer Tools

MR-Coupler: Automated Metamorphic Test Generation via Functional Coupling Analysis

MR-Coupler uses LLMs to identify functionally coupled method pairs and generate metamorphic test oracles automatically. Accepted to FSE 2026 in March 2026.

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Models & Research

Self-Correction Comes to Diffusion Models: What SOAR Means for Iterative Image Generation Pipelines

Tencent's SOAR replaces SFT post-training in diffusion models, yielding an 11% GenEval lift on SD3.5-M — no reward model, no preference labels required.

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Culture & Society

EU's 2027 Replaceable Battery Mandate: What It Means for Phone Buyers and Repairers Right Now

The EU's 2027 battery mandate is confirmed. Here's what 'user-replaceable' legally means, which phones comply now, and how to buy smart before the rules change.

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Security

How the TeamPCP Group Backdoored LiteLLM via a Poisoned CI Scanner — and What It Means for Every AI Python Stack

TeamPCP stole LiteLLM's PyPI token through a compromised Trivy GitHub Action, shipping credential-stealing releases to 36% of monitored cloud environments.

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Infrastructure & Runtime

KV Cache Is Becoming a Distributed Infrastructure Layer: What KV Packet and llm-d Mean for Self-Hosted LLM Teams

KV Packet eliminates cross-request recomputation; llm-d brings cache-aware routing to Kubernetes. Here's what both mean for vLLM capacity planning.

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Ethics, Policy & Safety

Symbolic Guardrails for AI Agents: Hard Safety Guarantees Without Crippling Capability

A new paper shows symbolic guardrails can push agent safety to 100% in regulated domains without capability loss — but only for 74% of real-world policies.

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