AI to Abundance is a Vibe for Everyone

Get itLearn itUse itOwn it

A task that suddenly needs one person instead of five. A video that no longer needs a studio. A model release that makes last quarter's software feel old. That shift is already in your work, your money, and your day. Everyone should get to see it coming.

AIVIO in 5

Can AI run a business? What happens when an AI test reaches a real website? Hear Vee explain the stories in our first two episodes, now on Spotify.

GuardrailsUpdate

Anthropic announced on September 18 that Accenture's evaluators will work inside the company with employee-like access. Anthropic will pay for the work, and reporting standards are still unsettled. Watch for what the public actually gets to see from those tests.

AI Video

World Labs' September 1 Atlas demos let creators choose a camera path through a generated scene. That could help with the reverse shot that usually changes the room. Early access is limited; the real test is whether the scene stays consistent across repeated attempts.

Vibe Coding

Google's September 9 plan update includes Sheets canvas for AI Pro and Ultra: describe an interface for a spreadsheet and Gemini builds it. The feature launched in August. Try one routine task on copied data and check that the interface edits the right records.

AI AgentsUpdate

Browser agents are becoming reliable enough for supervised research, procurement, and back-office workflows. The bottleneck is now workflow design, not click capability.

Context EngineeringAnalysis

Teams getting repeated value from AI are packaging source docs, examples, output formats, and review rules into reusable context packets.

The old limits are not falling evenly.

Each Signal gets placed against the shift it reveals: cheaper intelligence, automated labor, synthetic creation, or the bottlenecks that decide who gets access first.

01Cheap intelligence

Models get less expensive, more capable, and easier to aim at real work.

02Automated labor

Agents and robots move from demos into tasks people used to staff by hand.

03Synthetic creation

Video, code, design, and research lose the old studio-sized entry fee.

04New bottlenecks

Compute, energy, law, trust, taste, and distribution decide who gets the upside first.

How the age of abundance is moving today

Each signal is weighted by how far it moves the shift, who feels it first, and what is still blocking it.

Daily AOA Score

Daily AOA score 99, from 5 weighted signals.

+8Vs Yesterday
+87-Day Avg
01Start with Signals

The cleanest read on what moved, where it belongs, and why it keeps showing up.

Subscribe
02Use the shift

Templates, checklists, and operator guides sit underneath the reporting for readers ready to act.

Browse resources
03Go deeper

The longer read on a shift that has moved far enough to be worth the time.

Read briefings

The consequence behind the signal

Briefings turn one movement into a read on who feels it first, what remains constrained, and why the pattern matters.

AI Video / Sep 21

An AI scene you can shoot from another angle

World Labs' Atlas demos put the camera under the creator's control. Access is still limited, and a generated world isn't a finished game.

Read briefing
Vibe Coding / Sep 21

Your spreadsheet can have buttons now

Sheets canvas lets eligible Google users build an interactive view of their data with a prompt. Start with a task small enough to check.

Read briefing
AI Agents / Jul 26

Agentic browsers are moving from demos into daily work

The newest browser agents are not just summarizing pages. They are navigating workflows, filling forms, comparing options, and exposing where companies need better guardrails.

Read briefing
Context Engineering / Jul 25

Context engineering is becoming the real AI operations skill

Teams getting durable value from AI are not just writing better prompts. They are designing reusable context systems that keep models grounded in the right task, source, and constraint.

Read briefing

Start learning about AI now!

Templates, guides, checklists, and playbooks that take you from following the news to actually using it.

Course / Coming soon

Intro to AI 101

Explore the planned curriculum for our upcoming introductory AI course.

Open the curriculum
template / free

Reusable Context Packet Template

A template for packaging goals, source material, examples, output rules, and review triggers before asking an AI system to perform recurring work.

Open resource
worksheet / member

Executive AI Decision Memo

A one-page memo format for turning AI news into leadership decisions, owners, and next actions.

Open resource

Guides we're building

Our paid guides are still in development. Preview the planned contents before sales open.

Preview the guide