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.
New Computer Raised Agent Memory Search Accuracy by 50% with LangSmith
Startup New Computer leveraged the LangSmith observability tool to achieve a 50% increase in memory retrieval completeness, improving prompts through comparative…
LangSmith Added End-to-End OpenTelemetry Support for LangChain and LangGraph
LangSmith fully integrated with OpenTelemetry: developers now see LLM calls and other services in a single trace without two parallel monitoring systems.
Amazon Bedrock Guardrails Gets a New API for Flexible Protection of Agentic AI Applications
AWS has launched InvokeGuardrailChecks, an API that lets developers embed safety checks at any point in multi-step agentic AI systems without pre-configuring…
Meta Unveils Astryx — A React Design System with AI Agent and MCP Support
Loka built a voice agent on Amazon Nova 2 Sonic with sub-second latency
Metabolic Agent vs. LLM: predator went beyond the test and hacked the compiler
OpenAI employees are moving from chatbots to agents as their primary AI tool
FIFA gives all 2026 World Cup teams access to a single AI agent
FIFA is giving all 2026 World Cup teams a single AI tool for match analysis — but wealthier national teams have already invested in their own solutions and may once…
Lifemodel: architecture of an AI agent with a heartbeat, desires, and a parliament of motives
A developer on Habr described the lifemodel architecture — an AI agent with a heartbeat cycle, desires, and a parliament of motives that acts proactively without a…
Mistral AI Gives Administrators Fine-Grained Control Over Enterprise Connectors
Cursor Finds: 63% of Opus 4.8 Max's Benchmark Wins Are Search, Not Code
Vercel Teaches AI Agents to Understand Product Decisions, Not Just Copy Code
Malaysia's Respond.io Raises $62.5 Million for AI Agents for Business Messaging
MCP-Agents in Corporate Systems: How SimpleOne and Ainergy Integrated AI into Business Processes
SimpleOne and Ainergy integrated MCP-agents into their corporate platform — now AI doesn't just help with text, but creates tasks, checks statuses, and works…
Nine AI agents, one API quota: how Rate Governor prevents cascading failures
Standard retries and jitter don't work when multiple agents share a common quota — one 429 response turns into an avalanche of requests and crashes the entire…