LLM-AGENTS
30 days · UTC
Synchronizing with global intelligence nodes...
Notion MCP is emerging as a practical agentic-backend pattern
Three open-source Notion MCP projects show how to turn LLMs into reliable, tool-using backends that automate real workflows.
Agents, permissions, and the missing kill switch: the AI security debt is here
New research and case studies show AI agents magnify dormant permission risks while common attack vectors and weak kill switches leave enterprises exp...
Study: LLM-generated AGENTS.md hurts agent success and raises cost
A new ETH Zurich and LogicStar.ai study finds that LLM-generated repository context files like AGENTS.md reduce coding agent success and raise inferen...
Agentic manual testing patterns for coding agents
Have coding agents execute and manually test the code they write, using quick scripts and API exploration, to catch real-world failures that unit test...
Guardrail your AI SDLC: PR-level test gains, but multi-turn agents regress
LLM-in-the-loop SDLC results are bifurcated: targeted PR-level test augmentation raises patch coverage while deep research agents often regress during...
ABC-Bench puts agentic backend coding to an end-to-end test
ABC-Bench is a new benchmark that evaluates LLM agents on real backend workflows: repo exploration, environment setup, containerization, service launc...
Agentic AI: architecture patterns and what to measure before you ship
A new survey consolidates how LLM-based agents are built—policy/LLM core, memory, planners, tool routers, and critics—plus orchestration choices (sing...
A daily agentic dev loop you can pilot this week
A practitioner video outlines a repeatable daily workflow for building and iterating on LLM agents: start with a narrow task, instrument runs (traces,...
AgentZero open-source agent framework highlighted after $1.8M startup sale
A founder sold their AI startup for $1.8M and directs viewers to AgentZero, an open-source framework for building LLM-powered agents. The repo and sit...
OpenAI hardens Atlas AI browser, but prompt injection remains
Reports say OpenAI added new defenses to its Atlas AI browser to counter web-borne security threats, including prompt injection. Security folks note t...