The quality of your thinking is a multiplier for the amount of progress you make at each iteration. But the dominant factor behind success is simply your iteration speed. Try more things and you win.
@fchollet
-
Iterative Testing Reveals Design Flaws Better Than Pure Thinking
By
–
You cannot think your way to a perfect design. Only building and testing, over many iterations, can reveal the flaws in your mental model and provide the feedback you need to create the best design possible.
-
JAX Framework Attracts Top AI Talent and Candidates
By
–
JAX is the framework of choice of great candidates.
-
PHP versus Go: A 2010s Programming Language Comparison
By
–
There's a bit of a 2010s PHP vs Go flavor in there.
-
PyTorch vs JAX: Key Indicator of Deep Learning Candidate Quality
By
–
When looking at deep learning profiles, one of the most obvious tells between a mediocre and great candidate is whether they list PyTorch or JAX.
-
Constraints Drive Innovation Through Problem-Solving
By
–
Constraints are the catalyst of invention. An infinite search space leads to paralysis. The most creative inventions happen when you are forced to solve a problem within appropriately narrow constraints.
-
Scalable Software Solutions Require Significantly More Code
By
–
The same is of course true of software — to solve a problem in a scalable manner requires a lot more work and a lot more code compared to a simple non-scalable solution.
-
Simple ML Methods Don’t Scale Well Contrary Belief
By
–
There's a broadly held misconception in AI that methods that scale well are simple methods — even, that simple methods usually scale. This is completely wrong. Pretty much none of the truly simple methods in ML scale well. SVM, kNN, random forests are some of the simplest
-
ARC-AGI-3 Most Accessible AI Benchmark for General Population
By
–
ARC-AGI-3 has the lowest human bar of any AI benchmark out there. Almost all benchmarks require specialized knowledge that make them inaccessible to 99%+ of humans (like, say SWE-Bench). ARC-AGI-3 is feasible by regular people.
-
Smart Humans Should Score Over 90% on ARC-AGI-3
By
–
Any smart human giving it real effort should score >90% on ARC-AGI-3