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Crutch or Ceiling: What a New Study of LLMs and EFL Writing Reveals About the AI Assistance Trap
A 2026 EFL writing study finds AI assistance splits by learner proficiency: masking skill gaps for beginners while raising the ceiling for advanced learners.
KV Cache Is Becoming a Distributed Infrastructure Layer: What KV Packet and llm-d Mean for Self-Hosted LLM Teams
ACP Registry Is Live: Zed and JetBrains Just Did for AI Agents What LSP Did for Language Servers
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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.
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.
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.
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.
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.
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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