Insights on AI agents, automation, developer tooling, and human–AI collaboration. Guides, tutorials, and industry analysis from the cowork.ink team.
Articles
Agentforce Coworker Explained: What It Does and Costs - Agentforce Coworker is Salesforce's AI teammate: it answers questions from your CRM, Slack and connected sources, then acts by handing work to your Agentforce agents and Flows. Here is what it does, what it costs, where it stops, and what to use if your team isn't on Salesforce.
Agentic AI Architecture: Layers, Loops & Topologies - Agentic AI architecture is everything you build around the model so it can pursue a goal on its own: six layers, five loops nested inside each other, and a handful of production topologies. This guide maps each one, with real token costs, exit conditions and the failure modes they prevent.
Agentic Design Patterns: The 4 Core Patterns Explained - Agentic design patterns — reflection, tool use, planning and multi-agent collaboration — are the building blocks behind every AI agent that does more than answer once. This guide covers how each one works, what the research says about when it pays off, the patterns added since 2024, and why two of the four are safe defaults while the other two are bets.
AI Agents vs. Agentic AI: Same Thing or Not? (Settled) - AI agents vs agentic AI is mostly a grammar question: "agent" is the noun, "agentic" is the adjective. Every AI agent is agentic AI, but not every agentic system is an agent. Here's where the "thinker vs doer" split came from, and the test that matters more than either label.
Shadow AI Agents: How to Find the Agents Nobody Approved - Shadow AI agents hold real credentials and do real work, but nobody approved, registered or owns them. Here is why most companies think their agent inventory is complete without checking, the six places shadow agents hide, and what to do with each one you find.
AI Agent Identity: Who Is This Agent, What May It Touch? - AI agent identity answers three questions every log line should answer: which agent did this, who was it acting for, and which human answers for it. Here is how agent identity differs from other non-human identities, what vendors shipped in September 2026, and a ten-step checklist to put it in place.
Background AI Agents: Work That Continues After You Leave - Background agents keep working after you close the tab — on a schedule, on their own computer, with memory of the last run. They started in coding; in September 2026 OpenAI, Microsoft, Perplexity and Salesforce brought them to everyday work. Here is what they are and what they need to run unattended.
Coworker AI: The Case for Agents That Sit Inside the Team - Coworker AI is an agent with a role, a seat in the team chat and its own computer — not a chat window you visit. In September 2026 Salesforce, Microsoft, OpenAI and a $20M startup all shipped exactly that. Here is what changed, why it matters, and where AI coworkers still need a human.
What Is Claude Cowork? How It Differs From an AI Coworker - What is Claude Cowork? It is Anthropic's agent mode that takes a task and does it — files, research, documents — and since September 16, 2026 it is no longer a separate mode but part of Claude itself. Here is what it does today, what it costs, and where it ends and an AI coworker begins.
AI Employees: What They Actually Do, Cost & Where They Fail - An AI employee owns a role end to end — not a single task. This guide breaks down what AI employees actually do in 2026, real pricing from $25 to $5,000+ per month, and the six failure modes that kill 40% of deployments before they reach production.
CRM + Marketing Automation: 10 Platforms Compared - CRM marketing automation only works when both systems agree on who the customer is. We compared 10 platforms on architecture, sync behaviour, and real 2026 pricing — so you can tell the genuinely unified stacks from the ones held together by a connector.
Agentic Workflows Explained: Patterns, Examples & Use Cases - Agentic workflows let an AI system decide its own next step instead of following a fixed script. This guide breaks down the seven core patterns, the autonomy ladder, real production examples, the cost and failure math nobody publishes — and the cases where you should not use an agentic workflow at all.