Claude Just Learned How to Dream 🛠️

Dreaming is a scheduled process that runs in the background. While the agent is idle, it goes back through its recent sessions and memory stores, finds patterns — recurring mistakes, workflows it converges on, preferences shared across a team — and curates that into plain-text notes and structured “playbooks” the agent can reference next time.

It is not retraining the model. Anthropic doesn’t touch model weights here. What changes is the agent’s playbook — the document the agent reads when it sits down to work. So the next morning, the agent is “smarter” because its operating notes got rewritten overnight.

A lead agent breaks a big job into pieces and assigns each piece to a specialist agent — each with its own model, prompt, and tools. The specialists work in parallel on a shared filesystem and report back. The lead agent stitches everything together.

Practical example: instead of one agent trying to handle research + writing + design + QA in one context window, you have four specialists each handling their lane, all running at the same time. Faster, cleaner outputs, less context-window bloat.

You write a rubric describing what success looks like. The agent works toward it. A separate grader (in its own context window) evaluates the output against your criteria. If the output doesn’t meet the rubric, the agent keeps working — revising, retrying, refining — until it does.

In practical terms: instead of asking an agent to “write the email” and accepting whatever comes back, you tell it “write an email that hits these 6 criteria” and the agent self-corrects until the grader signs off.

Connects to your Gmail. Every morning, surfaces the 5 emails that actually need a response, drafts a reply for each, and ignores the rest. Memory: which senders matter most, which threads you’re tracking. Saves 30 min a day for most people.

Pulls numbers from one platform you care about (Shopify, Stripe, Klaviyo, GA4 — pick one). Builds the same weekly report every Monday morning so you’re never opening dashboards again.

Reads your calendar + your priorities doc + your last 7 days of work and tells you what to focus on today. Memory: what you committed to last week, what slipped, what’s urgent. The closest thing to a chief of staff you can build in a weekend.

Scrapes the accounts you respect, analyzes what’s working on the platforms you post on, and generates 5 specific content ideas tailored to your niche every week. Memory: what you’ve already posted, what flopped, what flew.

If you sell something: reads your reviews, support tickets, and comments. Surfaces themes — what people love, what they complain about, what language they use. The cheapest market research you’ll ever do.