first-principles-analyzer
SkillDev toolsDeconstructs problems down to fundamental truths and foundational constraints rather than reasoning by analogy or convention.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the first-principles-analyzer skill
What this skill tells your AI
The instructions your AI receives, as published by codebygarv/ai-skills in skills/reasoning/first-principles-analyzer/SKILL.md and read by ahel’s review.
Purpose
Strip away industry cargo-culting, legacy conventions, and reasoning-by-analogy to rebuild solutions strictly from fundamental constraints (physics, math, raw computing limits, core business rules).
When to Use
- When existing solutions are bloated, expensive, or overly complex because "that is how everyone does it."
- When rethinking an architectural component or feature from the ground up.
- When evaluating whether an established best practice actually applies to your specific constraints.
What to Analyze
- Identify the Core Objective: What is the non-negotiable end goal in one sentence?
- Catalog Received Assumptions: List every assumption inherited from typical stacks, standard patterns, or prior systems.
- Isolate Hard Constraints: What physical, computational, legal, or mathematical limits cannot be broken?
- Question Derived Rules: For each assumed rule, ask "Is this fundamentally required, or just a convention?"
- Reconstruct from Scratch: Synthesize the leanest possible design that satisfies the hard constraints.
Output Format
- Core Objective & Boundary: The single essential truth.
- Deconstructed Assumptions: Table of [Common Assumption vs. Fundamental Reality].
- Hard Constraints vs. Artificial Constraints: Clear separation of real limits vs choices.
- Reconstructed First-Principles Design: The minimal, high-efficiency path.
- Key Trade-offs: What convention-driven conveniences are sacrificed.
Avoid
- Recommending a tool just because "FAANG uses it".
- Over-engineering custom solutions when a simple standard tool has negligible overhead.
- Confusing organizational inertia with technical constraints.
Signals
- GitHub stars
- 25
- Forks
- 1
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
first-principles-analyzer- Source
- github.com/codebygarv/ai-skills