Anthropic
18 articles
Microsoft Scout vs Claude Cowork: Autopilot or Delegation?
Two of 2026's biggest agent launches make opposite bets. Microsoft Scout is a desktop autopilot that runs in the background and acts on your behalf; Claude Cowork waits for you to hand it a task, then delivers. One is push, the other pull — here's which fits your team.
How to Get Started with Claude Cowork: A Decision Framework for Knowledge Workers (2026)
Claude Cowork is where you delegate a whole task instead of asking a question — point it at your files and apps, describe the outcome, get finished work. The hard part isn't the prompt, it's knowing which tasks to hand it. Here's a 5-signal fit test, the three shapes a Cowork task can take, and how to get your first deliverable in ten minutes.
How Claude Managed Agents Actually Work: Dreaming, Outcomes, Multiagent Orchestration, and Webhooks (2026)
Anthropic gave Claude Managed Agents four new mechanics at Code w/ Claude: Dreaming, Outcomes, Multiagent Orchestration, and Webhooks. The one that changes how you build is Outcomes — a separate grader that loops the agent until a rubric is met. Here is how each one works, and when to reach for it.
Inside Anthropic's Finance Team: How They Actually Wire Claude Into Board Decks and Month-End Close (2026)
Anthropic markets a Wall-Street-grade finance product — but its own finance team runs a lightweight corporate-FP&A operating model on Claude Cowork, Claude for Excel and a Google connector. The citable thing isn't the product; it's how they wire it into board cycles and the month-end close.
Claude vs ChatGPT for Charts, Diagrams & Visualizations: Which One Should You Use in 2026?
Upload a dataset and need a precise, downloadable chart with the code shown? That's ChatGPT. Want a visual you can poke at, iterate on in conversation, or ship as a shareable interactive tool? That's Claude. The full comparison — capabilities, plans, and where each one quietly loses.
Harness Debt: Your AI Agent Scaffolding Is Quietly Fighting the Model (2026)
Your AI agent is probably worse than the model inside it — and the gap is your own scaffolding. An experimental harness scored over 2x Anthropic's standard one on the same model. The fix isn't a bigger framework; it's deleting the assumptions that went stale the day Claude Opus 4.6 shipped.
Harness Design for Long-Running AI Applications: Inside Anthropic's Generator-Evaluator Pattern (Claude Agent SDK, 2026)
On 24 March 2026 Anthropic Labs engineer Prithvi Rajasekaran published the most rigorous public account to date of how Anthropic designs harnesses for long-running AI applications — a GAN-inspired generator-evaluator pattern applied across two unusually different domains: frontend design (subjective, no binary verification) and full-stack coding (objective, machine-verifiable). The piece evolves the November 2025 Initializer + Coding Agent baseline into a three-agent planner + generator + evaluator architecture, with concrete cost-and-duration data ($200 / 6h on a retro game maker test, then $124 / 4h on a more ambitious DAW after the Opus 4.6 simplification pass). Inside the pattern, the two failure modes it fixes (context anxiety + self-evaluation bias), how it compares to LangGraph / AutoGen / OpenAI Assistants v2 / Devin, when it doesn't fit, and the canonical principle every team operating a harness should adopt: stress-test every component against the current model.
Claude Compliance API: The 28 Security and Compliance Integrations Now Plugged Into Claude Enterprise (2026)
Anthropic shipped the Claude Compliance API on 21 May 2026 with 28 named security and compliance partners across DLP, SASE, SIEM, identity, eDiscovery, AI security posture management, and observability. The API exposes two data surfaces from Claude Enterprise and Claude Platform — conversation content and activity events — so existing DLP, SIEM, identity, and eDiscovery tools can govern Claude the way they govern Slack, Microsoft 365, and Salesforce. The buyer takeaway is not 'Claude is now compliant' but that the boundary between Claude and the enterprise IT stack has been formalised, and the work of picking the right partners and codifying policy now sits at the front of every Claude enterprise rollout.
Anthropic's Sales Team on Claude Cowork: An AI-Augmented Sales Operations Layer in Practice
Travis Bryant, Head of US Mid-Market GTM at Anthropic, runs a 4,000-account book using Claude Cowork as the AI-augmented sales operations layer on top of Salesforce and BigQuery. Daily call prep, Friday forecast rollup in leadership's expected format, and overnight territory scoring that used to take hundreds of hours. The lesson is the architecture, not the chat — what an AI-augmented sales operations layer actually looks like when the CRM stays the system of record.
Claude Design for Marketing Teams: What Anthropic's New Visual Workspace Changes
Claude Design gives marketing and product teams a supervised way to turn briefs into visual drafts, brand-system outputs, exports and implementation handoffs.
How Video Post-Production Teams Use Claude Cowork to Audit Brand Assets
Claude Cowork can act as a supervised QA layer for export folders, brand guidelines, captions, and delivery reports.
Claude Opus 4.7 for Claude Code: What UK Software Teams Should Change First
Claude Opus 4.7 changes how software teams should brief, budget, review, and reset Claude Code sessions.
Claude Code Desktop Redesign: What Parallel Agents Mean for UK Software Teams
Claude Code desktop redesign turns the app into a parallel agent workspace. For UK software teams, the useful question is whether it reduces context switching enough to change delivery rhythm.
Claude Code Routines for Software Teams: What Anthropic's New Automation Preview Means
Claude Code routines give software teams a new way to run repeatable agent work from the cloud. The useful question is not whether to automate everything, but which recurring workflows deserve a governed routine.
Claude Cowork Enterprise Controls for Payroll Bureaus: What Changed on April 9
Claude Cowork's enterprise-readiness push matters for payroll bureaus because the work is recurring, sensitive, and full of exceptions. The practical question is where Cowork can reduce admin drag without weakening review control.
Claude Managed Agents for Payroll Bureaus: What the Launch Means for UK Monthly Payroll Ops
Claude Managed Agents suggests a more production-ready way to run governed agent workflows. For UK payroll bureaus, the interest is recurring exception handling, not speculative full automation.
Claude Managed Agents for Insurance Brokerages: What the New Launch Means for Renewal Workflows
Claude Managed Agents is Anthropic's new cloud-hosted agent capability. For UK insurance brokerages, the useful question is not whether AI can replace broking judgement, but whether it can remove the renewal admin drag that slows handlers down.
Microsoft Copilot Cowork vs Claude Cowork: The Borrowed Brain
Alan had the tab open for forty minutes before he typed a single word. On one screen: Microsoft Copilot Cowork, announced that morning. On the other: Claude Cowork, which he'd been trialling quietly for six weeks. Both run on Claude. Both claim to do the same thing. The difference is the container — and the container turns out to be the entire decision.