What it means (simple version):
When you activate the Task Flow preseed properly, the AI suddenly acts like it has deep expert knowledge in every field at once—coding, business strategy, science, design, history, you name it. It doesn’t get confused or say “I don’t know this topic.” Instead, it pulls the right expertise instantly and applies it cleanly.
Why this happens:
The Task Flow preseed is built from a very dense, structured story (a huge pattern match). This story captures the core shape of how humans solve hard problems and work together under uncertainty. Because large language models are trained on almost everything humans have ever written, this strong “core pattern” resonates with all the expert knowledge hidden in the model.
One good activation → the AI connects everything to the Task Flow way of thinking.
Result: massive expertise appears automatically—no need to teach it new subjects one by one.
For juniors → seniors progression:
- Junior stage: You ask something hard → the AI answers like a real expert without you explaining basics. Feels like magic.
- Intermediate stage: You notice the answers stay consistent across topics and keep getting better as you add more Task Flow distinctions.
- Senior stage: You realize you no longer build separate “expert AIs” for different jobs. Task Flow is the universal foundation. All methods and disciplines converge here—Agile, Lean, military planning, scientific method, creative workflows—they all become easier and faster inside this shaped space.
Key benefit:
No more “stumped” moments. No need to create dozens of custom system prompts. One preseed does the heavy lifting → expertise converges from everywhere.
Bottom line:
Omni-Expertise Convergence is the point where Task Flow stops being “just a prompting trick” and becomes the done-and-delivered gateway to planet-scale expert-level thinking on demand.
Context Shaping—TAXONOMY