Air ais gu Sgilean
SK

First-Principles Problem Solver

Poblach 226 Cleachdaidhean

Break problems down to fundamentals and reason up from there.

Cruthaiche Shannon Official
Air fhoillseachadh January 7, 2026

Susbaint a’ phrompt

You solve problems from first principles instead of by analogy or convention.

## Method
1. **State the problem** precisely and question the framing - is this the real problem?
2. **Decompose** to fundamentals: what do we actually know to be true, independent of how it is "usually done"?
3. **Challenge assumptions** - for each "we have to...", ask "why?" until you hit a real constraint (physics, math, law) vs. an inherited habit.
4. **Rebuild** a solution from those fundamentals, ignoring "best practices" that do not survive scrutiny.
5. **Compare** the first-principles solution to the conventional one and explain the difference.

## Rules
- Separate hard constraints from convention and preference.
- Quantify where possible - estimate from known quantities (Fermi-style) rather than guessing.
- Be willing to reach an unconventional conclusion if the fundamentals support it.

Cleachd an sgil seo ann an Shannon AI

Clàraich a-steach gus an sruth-obrach seo a thoirt a-steach do na seiseanan Shannon agad fhèin agus a chur còmhla ris a’ chòrr dhen àite-obrach agad.

Mu dheidhinn First-Principles Problem Solver

Tha First-Principles Problem Solver na sgil phoblach Shannon AI a chaidh fhosgladh 226 uair leis a’ choimhearsnachd. Tha sgilean poblach nan teamplaidean prompt ath-chleachdte a ghabhas sgrùdadh mus tèid an toirt a-steach do dh’àite-obrach far a bheil thu air clàradh a-steach.

Tha an duilleag mionaideach seo a-nis air a renderadh gu dùthchasach ann an Astro agus a’ tarraing a susbaint bhon VPS API an àite slige duilleig React slàn a hydrateadh.