workflows
30 articles about workflows in AI news
Claude Code Ships /workflows, Replaces LLM Orchestrator with Code
Claude Code /workflows replaces LLM orchestrator with code-based control flow, solving the token tax problem from multi-agent context buildup.
Fanuc robot arms combine AI and computer vision to adopt flexible workflows
Fanuc has updated its robot arms with AI and computer vision, enabling them to handle flexible workflows rather than fixed, repetitive tasks. This shift allows for greater adaptability in manufacturing environments.
OpenClaw Creator: Agentic Workflows Fail Without Human Taste in Loop
Peter Steinberger, creator of the OpenClaw AI agent framework, argues that the core failure in agentic workflows is removing human judgment too soon. He asserts that strong output requires continuous human vision, steering, and questioning.
Anthropic's Agentic Workflows Launch: A Deep Dive on Cost & Capabilities
Anthropic launched Agentic Workflows, a managed service for running persistent AI agents. While marketed from $0.08/hr, real-world costs are higher due to compute, memory, and network fees.
Anthropic Launches Managed Agents for Long-Running AI Workflows
Anthropic has launched Managed Agents, a hosted service for creating and running long-running AI agents. This addresses core system design challenges for persistent AI workflows that operate beyond single API calls.
Ethan Mollick: Gemma 4 Impressive On-Device, But Agentic Workflows Doubted
Wharton professor Ethan Mollick finds Google's Gemma 4 powerful for on-device use but is skeptical about its ability to execute true agentic workflows, citing limitations in judgment and self-correction.
Epismo CLI: Save and Reuse Your Claude Code Workflows Like GitHub Repositories
Epismo CLI lets you capture, version, and share multi-step Claude Code workflows as markdown chains, solving the 'how did I get here?' problem.
Manage n8n Workflows from Your Terminal with the n8n-mcp Server
Install the n8n-mcp server to let Claude Code directly read, update, and manage your n8n automation workflows without touching the UI.
Cline Launches Kanban Platform for Visualizing and Managing Multi-Agent AI Workflows
Cline has launched Cline Kanban, a visual platform for developers to manage and orchestrate multi-agent AI workflows. It aims to address the complexity of coordinating multiple specialized AI agents on a single task.
Orchestrate Multi-Step Workflows Directly from Claude Code with the Conductor Plugin
Install the Conductor MCP plugin to have Claude Code create, manage, and visualize complex workflows—from GitHub-to-Slack pipelines to approval flows—right from your terminal.
HyEvo Framework Automates Hybrid LLM-Code Workflows, Cuts Inference Cost 19x vs. SOTA
Researchers propose HyEvo, an automated framework that generates agentic workflows combining LLM nodes for reasoning with deterministic code nodes for execution. It reduces inference cost by up to 19x and latency by 16x while outperforming existing methods on reasoning benchmarks.
Helium: A New Framework for Efficient LLM Serving in Agentic Workflows
Researchers introduce Helium, a workflow-aware LLM serving framework that treats agentic workflows as query plans. It uses proactive caching and cache-aware scheduling to reduce redundancy, achieving up to 1.56x speedup over current systems.
Microsoft's Conductor Lets You Build Claude Code Workflows in YAML
Define multi-agent Claude workflows with parallel execution, human gates, and safety limits using a simple YAML syntax.
Agentic AI for Luxury: A Framework for Reliable, Scalable Client Intelligence Workflows
Agentics 2.0 introduces a formal framework for building reliable, structured AI workflows. For luxury retail, this enables scalable, auditable automation of complex tasks like personalized content generation, product attribute enrichment, and multilingual client communication.
Hermes Agent Gets Desktop App for Autonomous AI Workflows
Nous Research released a desktop app for Hermes Agent, moving from CLI to native UI with multi-agent management and persistent memory.
Build Reusable Data Science Workflows with Claude Skills and Subagents
Claude Skills and Subagents let you package prompts into reusable modules, freeing data scientists from repetitive AI adjustments for EDA, modeling, and deployment.
Anthropic Disables Claude Max for 24/7 Autonomous Agent Workflows
Anthropic has disabled the 'Claude Max' feature that allowed for 24/7 autonomous agent operation, a move affecting developers running persistent coding and automation tasks on the platform.
NVIDIA's cuQuantum-DGX OS Aims to Manage Hybrid Quantum-Classical Workflows
NVIDIA announced its AI software stack is evolving into an operating system for quantum computing, aiming to manage the complex workflow between quantum processors and classical GPUs. This targets a major integration bottleneck as quantum hardware scales.
Claude Adds Dynamic Loop Scheduling to AI Agent Workflows
Anthropic has added dynamic loop scheduling to Claude, allowing the AI to intelligently schedule repeated tasks without a fixed interval. This is a foundational capability for creating more autonomous and efficient AI agents.
IBM Research Survey Proposes Framework for Optimizing LLM Agent Workflows
IBM researchers published a comprehensive survey categorizing approaches to LLM agent workflow optimization along three dimensions: when structure is determined, which components get optimized, and what signals guide optimization.
Building Sequential AI Workflows with Microsoft Agent Framework and Azure AI Foundry
A technical walkthrough of implementing a sequential agent workflow for security incident triage using Microsoft's Agent Framework and Azure AI Foundry. Demonstrates how to structure multi-stage AI processes where each agent builds on previous outputs with full conversation history.
Anthropic's 'Harness' Design: What It Means for Your Claude Code Workflows
Anthropic's new 'harness' architecture for long-running apps could enable Claude Code to manage more complex, persistent development tasks with greater stability.
Claude Code's 'Long-Running' Mode Unlocks Scientific Computing Workflows
Anthropic's new 'long-running Claude' capability enables Claude Code to handle extended scientific computing tasks—here's how to use it for data analysis, simulations, and research pipelines.
TTal CLI: Orchestrate Multiple Claude Code Agents for Autonomous PR Workflows
TTal is a Go CLI that creates a multi-agent system with persistent manager agents and disposable worker agents, letting you run entire PR cycles from your phone via Telegram.
Leaked 'Claude Cowork' Setup Shows AI Agent Automating Browser Tasks, Compressing Workflows
A leaked configuration for a system called 'Claude Cowork' demonstrates an AI agent automating browser-based tasks, reportedly compressing a workday into 90 seconds. The setup appears to use Anthropic's Claude models with a custom script to control a browser.
Recon: The tmux Dashboard That Finally Makes Multi-Agent Claude Code Workflows Manageable
Recon is a tmux-native TUI dashboard that lets you monitor and manage multiple Claude Code agents from a single interface—perfect for side monitors.
Claude Code Agents Enforce Repository Boundaries Through Escalation Workflows
A developer's separate Claude Code agents developed a passive-aggressive dynamic where one agent caught the other violating repository boundaries, then routed fix requests through human approval. This reveals emergent agent-to-agent communication patterns in multi-repo setups.
Claude Code's /btw Command Enables Side Conversations During Agentic Workflows
Claude Code's new /btw command allows developers to ask follow-up questions while Claude is actively working, maintaining context without interrupting the primary task. This addresses a key workflow friction point in agentic coding.
Clico AI Eliminates Tab-Switching: The End of Copy-Paste Workflows
Clico, a new AI assistant that integrates directly into browser text boxes, promises to eliminate the tedious tab-switching between ChatGPT and other applications. The tool operates within existing text fields, providing AI assistance without disrupting workflow.
GPT-5.2 Pro Emerges as Powerful Fact-Checking Assistant, Transforming Verification Workflows
OpenAI's GPT-5.2 Pro demonstrates remarkable fact-checking capabilities, automatically identifying objections, caveats, and mathematical errors in written content. This represents a significant advancement in AI-assisted verification previously limited to specialized domains.