AI Agents

From AI Consumer to AI Operator: How We Cut Our AI Spend Nearly 90% (And How You Can, Too)

Cirrius cut its monthly internal LLM API spend across our production agentic systems by nearly 90 percent since Q4 2025. We measured that against a baseline of running every workload through Anthropic frontier APIs. The savings are real, and they came from treating tokens like a scarce resource instead of a flat-rate utility. On [...]

By |2026-08-16T10:42:47-05:00April 29th, 2026|AI Agents|

The Company World Model Comes Before The Agent

I have been listening to all the talk about AI and how companies should be organized. The layoffs at the big tech companies. The think pieces about the end of middle management. The vendor pitches claiming a copilot will transform your business by next quarter. After twenty years of building enterprise systems, I want [...]

By |2026-08-16T10:42:48-05:00April 20th, 2026|AI Agents|

Your Company Doesn’t Need More SOPs. It Needs Skills.

The Scenario. You have a 47-page standard operating procedures document sitting in a shared drive somewhere. Last updated eight months ago. Half your team hasn't read it. The other half read it once and forgot it. Now imagine that same process knowledge living inside an AI agent that every employee on your team uses [...]

By |2026-08-16T10:42:49-05:00April 10th, 2026|AI Agents|

We Run 50+ AI Agents Internally. Here’s What We Learned.

You've probably seen the pitch decks. AI agents that automate everything, cut costs by 40%, and basically run your business while you're on the golf course. Sounds amazing on a slide. Even better after the second glass of wine at the vendor dinner. Here's what most consultancies won't tell you: they haven't actually built [...]

By |2026-08-16T10:42:52-05:00March 17th, 2026|AI Agents|

Why Your AI Agent Needs a Team, Not a Promotion

You got your first AI agent working. It answers customer questions, pulls CRM data, maybe even drafts a follow-up email. It's useful. It's saving time. So naturally, your next move is to make it smarter. Give it more tools. Expand its scope. Promote it from intern to VP. That instinct is wrong. And it's costing [...]

By |2026-03-12T14:11:30-05:00February 27th, 2026|AI Agents|

Why 2026 Is the Year Enterprise AI Agents Get Real

From Pilots to Production: Why 2026 Is the Year Enterprise AI Agents Get Real Your competitors aren't asking "if" they should deploy AI agents. They're asking "how fast". After a year of experimentation, proof-of-concept demos, and cautious pilots, the enterprise AI landscape is shifting decisively. The tools have matured. The data architectures are in [...]

By |2026-11-03T13:48:15-06:00February 20th, 2026|AaaS (Agents as a Service), Agentforce, AI Agents|
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