SevenTnewS

AI Agents

Autonomous agents, multi-agent workflows and orchestration.

45 published articles

3 min read

AI Agents

OpenManus killed the AI agent invite wall. Here is how to run it in ten minutes.

OpenManus is an open-source AI agent framework anyone can install and run immediately: no invite code, no gimmicks, just a Python environment and an API key. Here is why you need it.

2026-07-11

3 min read

AI agents

Your iPhone can now run AI coding agents. The keyboard is optional.

Cursor's new iOS beta app lets developers launch AI coding agents from anywhere using cloud VMs or by remotely controlling their desktop. Live notifications, voice input, and direct PR merging from the phone aim to turn mobile devices into serious development tools, decoupling coding from the keyboard.

2026-07-11

3 min read

AI Agents

The planning trap: why AI agents that work in demos stall in production

As AI agents move from demos to production, operators find that the hardest failures are not in reasoning but in subtle mismatches between autonomous planning and deterministic infrastructure. This analysis unpacks the three silent failure modes that keep CTOs up at night.

2026-07-10

Featured4 min read

AI Agents

Microsoft's bet on small models for agentic AI is about orchestration, not knowledge

Microsoft Research's MagenticLite project shows that small models can handle complex agentic tasks when orchestration, model design, and execution environment are codesigned. The release includes MagenticBrain, a 14B orchestrator, and Fara1.5, a computer-use model family that nearly doubles prior performance on web navigation benchmarks.

2026-07-09

7 min read

AI Agents

Parallel agents aren't about speed. They're about coordination.

Parallel agents split complex tasks across concurrent workers, each with isolated state and defined scope. The real challenge isn't speed, it's coordination.

2026-07-09

4 min read

agent reliability

AI agents can't tell when a Java migration is actually done

IBM Research introduces ScarfBench, an open benchmark for evaluating AI agents on enterprise Java framework migration. Early tests reveal that frontier agents are systematically overconfident about their own results, that configuration layers dominate effort, and that environment issues like Docker caches regularly derail migrations even when code transformations succeed.

2026-07-06

Featured3 min read

Multi-agent architectures

Why Qoder gives every AI agent a boss

Qoder's Experts Mode replaces peer-to-peer multi-agent messaging with a single Leader that coordinates specialized experts asynchronously. The architecture reduces state explosion, improves quality across four dimensions, and extracts reusable skills after each task.

2026-03-11

2 min read

AI Agents

One terminal command now launches a local AI assistant that handles your inbox

With Ollama 0.17, users can now launch a local, open-source AI assistant in one terminal command. OpenClaw manages inboxes, email, and calendar tasks across chat apps.

2026-02-23

2 min read

AI Agents

Ollama just gave Claude Code a second brain for parallel tasks

Ollama now supports parallel subagents and built-in web search for Claude Code, enabling longer coding sessions with less context noise. The new features work with any Ollama cloud model and require no additional configuration.

2026-02-16

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