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Explore our complete collection of 274 articles. Expert insights on AI, technology, and software development.
Neural Computers' Symbolic Stability Failure Contradicts the Case for Pure-Neural Agent Orchestration
Meta AI and KAUST's Neural Computers paper names routine reuse, controlled updates, and symbolic stability as open problems — exactly what LangGraph and AutoGen already solve.
Models & ResearchSelf-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.
Culture & SocietyEU'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.
SecurityTeamPCP Backdoored LiteLLM via a Poisoned CI Scanner: 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.
Infrastructure & RuntimeKV 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.
Ethics, Policy & SafetySymbolic 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.
Developer ToolsACP Registry Is Live: Zed and JetBrains Just Did for AI Agents What LSP Did for Language Servers
The ACP Agent Registry lets developers install AI coding agents once across JetBrains and Zed. Here's what the migration path looks like and whether to commit.
Ethics, Policy & SafetyAmerica's AI Researcher Pipeline Dropped 89%. What the Stanford Index Means for Teams Hiring AI Engineers
Stanford's 2026 AI Index reports an 89% collapse in AI researcher inflows to the US. Here's what it means for teams actively building AI engineering capacity.
Ethics, Policy & SafetyAtlassian Turned On AI Training Data Collection by Default — Here's What to Disable
Atlassian's data contribution policy sends Jira and Confluence content to AI training by default. Here's the exact settings path to opt out before August 17.
Developer ToolsCloudflare Browser Run's CDP and MCP Support: Serverless Browser Automation for AI Agents
Cloudflare renamed Browser Rendering to Browser Run in April 2026 and added CDP and MCP support, letting AI agents use managed headless Chrome with a single config change.
Open SourceDevstral 2 from Mistral: A Fully Open-Source Coding Agent Model You Can Run on a Laptop
Devstral Small 2 is genuine Apache 2.0 and fits in 14 GB. The 123B flagship looks open-source but carries a revenue cap most enterprises will violate.
Open Sourceggsql Alpha: Write ggplot2-Style Visualizations Directly in SQL
Posit shipped the ggsql alpha today — a SQL extension that adds grammar-of-graphics clauses to DuckDB and SQLite queries. Here's what works, what's missing, and when to use it.
Open SourceGitHub CLI's `gh skill` Command: One Standard to Rule [Claude Code](/articles/free-claude-code-routes-claude-code-through-nvidia-nim-and-local-models-after/), Copilot, Cursor, and Gemini
GitHub shipped `gh skill` in public preview on April 16, 2026. Here's how the command works, what the open Agent Skills spec promises, and why the ecosystem is already compromised.
Infrastructure & RuntimeGoogle Cloud Is Doubling Peering Egress Costs on May 1. Here's What to Audit Before Then
GCP doubles North America CDN Interconnect and Direct Peering rates May 1. Here's how to find your exposure in 10 minutes and rank your mitigation options.
SecurityJailbreak Scaling Laws: Why Reasoning Models Are Now the Cheapest Attack Vector Against Other LLMs
Two converging studies show LRMs achieve 97% autonomous jailbreak success and exponential scaling — here's what that means for production deployments.