New Year - Exponential Opportunity

1/4/2026

0 Comments

Blog - Doubling Penny

4EI Mailing List

NotebookLM - 2026

NotebookLM Ultra Lean

explore the disparities between automating human-intensive tasks vs manually performing time-sensitive repetitive tasks

The purpose of a prompt retrospective is to preserve value of high-token AI prompts with multiple rounds of:

human authored prompts,
AI generated responses,
human authored reinforcement learning on those AI generated responses

Lessons learned from Human Epiphanies and AI Confabulation

Idea Museum: AI Quality Ceiling

Prompt Retrospective

AI Retrospective

Time to bring this to a close. Thoroughly review and then summarize everything that occurred in this session.

Then provide an assessment of what went well and what did not go well.

Retroactive Improvement

Continuous improvement has always been a tale of two realities:
- Frustration, when teams are stuck using outdated office technology, or
- Acceleration, when they adopt modern, self‑improving, web‑native tools.

High‑performance teams with a mandate to improve can no longer rely on static documents or slow distribution channels. They need dynamic knowledge products—lightweight, continuously updated, and instantly shareable through a single reusable web address. In 2026, any Office 365‑based knowledge product can synchronize updates across hundreds of colleagues using only a few kilobytes of bandwidth.
This shift is powered by a foundational information standard (see our blog on machine‑generated podcasts) that is naturally compatible with emerging AI systems (see Is AI Starting to Make Sense?). The cost of not adopting self‑improving technology is rising exponentially. Modern devices—including the one you’re using to read this—can now eliminate human‑intensive logistics for less than a penny of compute power.

From 2021 Blog Post → 2026 AI‑Generated Video

The videos below were created using 2026 AI technology, based on a blog post and illustrations I originally produced in 2021. With only a minimal prompt, my AI assistant read the old article and generated a short video capturing the absurdity of trying to deliver modern solutions using outdated, paper‑based office processes.
You can view the original 2021 blog and PowerPoint storyboard here:
Reusable Web Standards Cartoon.

2021 Blog Post

LLM Generated Videos

PROMPT
Animate a video of two anthropomorphic technical luddite dinosaurs on an island using digital technology to continuously print out of date documents that get discarded immediately after being printed. In the sea, visualize a containership of web-based standards floating away. Then, as an ultimate demonstration of futility and being stranded on an island, have one of the dinosaurs put a message in a bottle and throw it into the sea.

Source Overview Diagrams

Why This Matters

This example demonstrates a broader truth:
AI + reusable information standards allow us to salvage, modernize, and scale good ideas at the press of a button.
In today’s competitive environment, paper is too slow. Organizations need to generate MVP‑level value instantly, without waiting for manual coordination or document drift. That’s why this blog maintains a catalog of prompts—practical tools for conjuring experts, accelerating best practices, and transforming dormant ideas into high‑impact digital assets.
Explore more in the Idea Museum, where we preserve and modernize ideas using exponential advances in AI and web‑native standards.