Claude
10 articles
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.
The Founder's Playbook, Implemented: A 90-Day Claude Rollout Guide for Founders (2026)
Anthropic's Founder's Playbook explains how AI-native startups move from idea to scale. This AI Heroes companion turns that framework into a first-90-days operating plan for founder-CEOs rolling out Claude inside a real company.
Claude for Small Business in 2026: Is It Worth It for a 10-50 Person Team?
Claude for Small Business is useful when it moves work out of the chat window and into finance, sales, marketing, and operations workflows. Here is how to decide whether it belongs in your 10-50 person company.
Building AI Agents in the Enterprise: Implementation Patterns for 2026
Anthropic's playbook is right about the enterprise shape. The missing layer is implementation: governed skills, MCP tools, memory, observability, worktree-safe orchestration, and agent fleets that survive contact with a 1,000-person company.
Claude Microsoft 365 Connectors: Now Available on Every Claude Plan
Claude can now connect to Outlook, OneDrive, and SharePoint on every Claude plan. That lowers the barrier for teams who want Claude working against the email, documents, and files they already use every day.