Blog
Field notes from the cave-crew.
Launch notes, product write-ups, and the occasional engineering rant.
- Resources·the AtmosphereAGI team
Delegating research to AI agents: briefs, verification, and what it costs
How to write a research brief an agent can nail, spot-check the report without redoing it, and why cheap research changes what you bother to ask.
Read → - Resources·the AtmosphereAGI team
AI agent use cases for freelancers: staff for a team of one
Client research, proposals, drafts, decks, and data cleanup — the five delegations that pay off for solo professionals, and the ones that don't.
Read → - Product·the AtmosphereAGI team
Prepaid credits vs subscriptions: pricing agent work the honest way
Agent usage is spiky, so flat monthly plans overcharge most users. Why we chose non-expiring prepaid credits at pass-through Anthropic pricing.
Read → - Product·the AtmosphereAGI team
Bring your own Anthropic key: how BYO billing works and how your key is protected
Pay Anthropic directly for inference with your own key — AES-256-GCM encrypted at rest, last four shown, deletion immediate. Who BYO is for and how to decide.
Read → - Resources·the AtmosphereAGI team
AI agents vs chatbots: answers versus finished work
Same models, different jobs. Chatbots reply in turns; agents run a loop with tools until the task is done. When to use each, and why the cost structure matters.
Read → - Resources·the AtmosphereAGI team
What is an AI agent? A plain-English guide
A model, tools, and a loop: how AI agents turn a one-paragraph brief into finished files, what they're good at today, and where to start delegating.
Read → - Product·the AtmosphereAGI team
Getting started with AtmosphereAGI: from sign-up to your first finished task
Pick prepaid credits or bring your own Anthropic key, brief your first task, watch the live card, download the files. A step-by-step first-week guide.
Read → - Resources·the AtmosphereAGI team
AI agents for small business operations: where delegation actually pays off
The hidden second job of running a small business — research, follow-ups, reports — is exactly the work AI agents do well. A practical guide to starting.
Read → - Product·the AtmosphereAGI team
Cost transparency: what token-level billing looks like with zero markup
Pass-through Anthropic pricing, prepaid credits that never expire, and a checklist for auditing any AI platform's bill.
Read → - Product·the AtmosphereAGI team
Files as deliverables: why agent work should end in something you can download
A chat transcript is not a work product. AtmosphereAGI tasks finish with downloadable files — docs, sheets, decks — so delegation actually ends the work.
Read → - Launch·the cave crew
Introducing AtmosphereAGI: a team of AI managers on one subscription
Manus-shape task-card UX with a whole team of managed agents. Tokens billed at Anthropic's published rates — never marked up. Pro & Scale include Fable 5.
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