AI Agents
AI agents are LLM-powered systems that don't just answer — they plan steps, call tools and drive a task to completion: writing code, searching the web, booking, analyzing. 2026 became the year of agents, from coding agents to autonomous researchers. This page gathers all our coverage of agentic AI: launches, protocols (MCP, A2A), reliability and real-world use.
Developer Support Moves From Chatbots to Three Roles for AI Agents
Instead of one bot with buttons, developer support is building a chain of three agent groups: log diagnosis, context preparation, and a Pull Request with a fix on a…
What to show off when an agent writes your code in five minutes
In 2026, code written by an agent no longer demonstrates a developer's skill. Instead of a codebase, you need to share solutions, errors caught while verifying AI's…
Solo Developer's 'Kubysh' App: AI Agent Limits of 5 Hours and a Week Replaced the Team Lead
Kirill Popov, developer of the Kubysh personal finance app for iPhone, replaced his team lead with AI agent usage limits. The 5-hour cap forces lunch breaks, the…
Researchers prove that bloating AGENTS.md is harmful: the file has a size limit
StoreBench: LLM Agents Run an Online Store and Lose to a Script — 49% vs. 97%
LLM Agents Don't Learn Community Norms From Interaction, Study Finds
Qwen3.6-27B and Qwen3-4B Agents Blow Their Time Budgets Without Harness Hints
Plan-and-Patch: Diffusion LLM Repairs Agent Plans Twice as Often as Qwen3-8B
The diffusion-based DreamReasoner-8B repairs agent plans with a 53.7% success rate versus 27.0% for Qwen3-8B, and after fine-tuning it generates plans 39–46% faster.
TGIT Translates Short Drone Commands and Lifts Navigation Success from 11% to 33%
The TGIT instruction translator leaves the frozen OpenFly navigator untouched, yet lifts mission success from 11.33% to 32.51% on real human commands.
Credit AI Agent Can Only Change Its Harness: Gate Admitted 144 of 7,449 Edits
arXiv Authors Bound Agent Self-Improvement by Verification Class
Snyk turns its internal support agent into a customer-facing feature, Snyk Assist
OpenMobile-2 Open-Sources a Mobile Agent: 79.9 on AndroidWorld and 110 Apps
MLCommons launches AILuminate: how to put a price tag on AI risk
Independent AILuminate benchmarks let organizations evaluate AI systems without taking vendors' word for it, relying on third parties instead. The average data…
NVIDIA Dynamo: Session-Based Infrastructure Management for Agentic Inference
NVIDIA Dynamo turns request-aware infrastructure into program-aware infrastructure using a session-level identifier. This lets it optimize KV cache, routing, and…