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Field Sales AI Hits Hardware Aisles and Dealer Floors
This week, AI tools built specifically for in-person sales moved from pilots to chain-wide rollouts: Ace Hardware's Hey ARMA went live across more than 2,300 stores, and Moto Morini deployed Ekho to pre-qualify motorcycle buyers before handing them to dealers. The same week, Salesforce, ServiceNow, and Allego shipped the orchestration releases that explain how these tools could scale without a multi-year IT cycle. The face-to-face seller finally has the AI co-pilot the desk-based knowledge worker has had for three years.

AI Creative Tools Go Agentic — Four Platforms Ship Production Agents in March
In March 2026, Adobe, Luma AI, Google, and Moments Lab each shipped AI agents designed to orchestrate full creative productions rather than generate single assets. The launches arrived alongside unresolved copyright questions — the US Supreme Court let stand a ruling that purely AI-generated work cannot be copyrighted, and the UK scrapped its planned AI copyright exception.

How to Run 10+ Playwright Agents on One Logged-In Browser
A multi-agent browser automation tutorial — how to share one logged-in Chromium across any number of Playwright agents for AI agent orchestration, with bonus connections for AI browsers, OpenClaw skills, and Claude Code MCP.

Microsoft Runs 25+ Supply Chain AI Agents, Eyes 100
Microsoft runs more than 25 AI agents in its own supply chain and plans to scale past 100 by year-end, building interoperability standards with MCP and Agent2Agent Protocol that could shape how the broader logistics AI market connects.

AgentPMT Workflow Creator: Build Multi-Step AI Pipelines for Free
AgentPMT launches the Workflow Creator, a free tool that lets AI agents build multi-step DAG pipelines from 170+ integrated tools -- turning single-action agents into autonomous workflow machines.

Budget Scoping for Multi-Agent Systems
Flat spending caps don't work when agents operate across projects, vendors, and time windows simultaneously. Here are the specific scoping dimensions — per-agent, per-workflow, per-vendor, per-time-window, and composite — that make agent budgets enforceable, and what happens when each one runs dry.

The Approval Workflow Nobody Wants to Design
Approval fatigue is a bigger risk than no approvals at all. Here is how to design human-in-the-loop workflows that actually govern -- using caps, allow-lists, rich approval packets, and escalation design.

From Tools to Workflows: The Composition Layer
Having ten great MCP tools does not give you a workflow. The engineering between "tools that work" and "workflows that ship" is where most teams stall -- and where the actual product lives.

Agentic Coding Is Here. Your Bottleneck Is Supervision.
Agentic coding is moving into IDEs and repos, but most teams are stuck in pilot because supervision, budgets, and observability haven't caught up.

Two Agents Are a Distributed System
The moment you add a second agent, every distributed computing problem comes rushing back. This article covers agent-to-agent contracts, coordination patterns (pipeline, fan-out/fan-in, blackboard), shared state pitfalls, budget allocation across agent pools, and how to prevent work duplication in multi-agent systems.

Cost Attribution for Agent Work: Every Dollar Gets a Name
How to attribute every dollar of agent spend to a specific workflow, run, and tool call -- and why attribution is the hardest unsolved operations problem in agentic AI.

From Assistant to Workforce: Operating an Agent Fleet
How to run many agents in production without losing your mind, your budget, or your weekends. Ownership models, lifecycle management, observability, incident response, and the eval harness that stops silent drift.
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