Turn This Idea Into A Clear Plan
Start with the big idea, then make it easier to act on. This view helps you name the direction, keep the scope small, break the work into smaller parts, and say how you will know it worked.
This creates plan cards only. You can review them first, then start work from the plan you want to use.
Direction
Clarify the first real-world outcome fewshot-orbit-learner-beats-baselines should create and the person it helps first.
Scope
Keep the first version tight: one walkable flow, one visible result, and only the minimum support needed. Few-shot A/B on real digits (experiments/fewshot-digits-ab): the body learner (exemplar interning + class prototypes/gl-mean + graded -L2^2 Gaussian weigh + GDL translation orbit on memory; one pass,…
Smaller parts
Split the idea into promise, flow, and proof so each plan stays small enough to build and check.
Proof of success
A human can understand the value, walk the flow, and answer this open question next: How can we improve this idea, show whether it is working yet, and make that proof clearer over time?
Plans you place here carry the name you choose.
You can shape the preview below now. To place a plan, first be welcomed: choose a name. You will return here, and the plans will carry your name.
fewshot-orbit-learner-beats-baselines: promise and audience
Lock the first audience and promise for fewshot-orbit-learner-beats-baselines so the first version says something concrete.
Define who this helps first, what tension it resolves, and what the first visible result should be. Few-shot A/B on real digits (experiments/fewshot-digits-ab): the body learner (exemplar interning + class prototypes/gl-mean + graded -L2^2 Gaussian weigh + GDL translation orbit on memory; one pass, no gradients) beats…
How you will know it worked: A new user can tell who this is for, why it matters, and where to start without extra explanation.
Be welcomed to place this planExpected impact 0.3 | Work size 0.1 fewshot-orbit-learner-beats-baselines: end-to-end human flow
Turn fewshot-orbit-learner-beats-baselines into one walkable flow instead of a loose collection of internal actions.
Map the creation, update, review, and follow-up loop in plain language. Use this open question as a design constraint: How can we improve this idea, show whether it is working yet, and make that proof clearer over time?
How you will know it worked: Someone can complete the core journey locally without needing hidden IDs, inside language, or hard-to-find navigation.
Be welcomed to place this planExpected impact 0.4 | Work size 0.1 fewshot-orbit-learner-beats-baselines: measurement, trust, and follow-up
Make progress for fewshot-orbit-learner-beats-baselines credible by showing what changed, what is blocked, and what should happen next.
Define the status signals, proof markers, human review points, and follow-up rules that keep the first version trustworthy.
How you will know it worked: The experience makes value movement, blockers, and next actions visible without extra technical interpretation.
Be welcomed to place this planExpected impact 0.2 | Work size 0.1