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STEM & AI Researchers Arena Rank #19

tinygrad

tinygrad/tinygrad · Author: @tinygrad

View on GitHub

Arena ELO

1352

±18

Total Stars

33.7k

+168.5% w/w

Monthly Traffic

582k/mo

0.7x vs median

Search Demand

66,000/mo

+187% YoY

Adoption & Growth Why & Use Cases Architecture & Stack Web Traffic & Demand Benchmarks & ELO Compare Head-to-Head

12-Month Adoption & Star Velocity +168.5% w/w

Empirical star trajectory for tinygrad vs Category Median benchmark. Hover along points to inspect exact monthly stats.

tinygrad Category Median

GROWTH VELOCITY

+168.5%

3.4x vs category median

ARENA ELO SCORE

1352

+160 vs category median

WEB VISITS MOMENTUM

582k/mo

0.7x category median

LATENCY EFFICIENCY

13ms

2.7x faster execution

Ecosystem Adoption Thesis

Across verified open-source agentic tools, tinygrad holds a position in the top percentile for developer retention and production velocity. Its weekly surge rate of +168.5% signals sustained real-world adoption rather than speculative hype.

Why Teams & Autonomous Agents Choose tinygrad

High-impact open-source repository empowering minimal deep learning hackers with production capabilities.

Verified Real-World Production Workflow

Primary Implementation:

Used by modern agentic teams to scale minimal-deep-learning infrastructure with verified provenance.

Engine Stack & Dependencies:

High-efficiency native pipeline with verifiable benchmark proofs and automated CI.

Target Persona & Role Fit

Minimal Deep Learning Hackers

Engineered and benchmarked specifically for Minimal Deep Learning Hackers demanding deterministic execution, low token overhead, and production reliability in agentic loops.

Production Blueprint & Installation

git clone https://github.com/tinygrad/tinygrad

Technical Specification (ASD-STE100)

High-impact open-source repository empowering minimal deep learning hackers with production capabilities.

Architecture: High-efficiency native pipeline with verifiable benchmark proofs and automated CI.

Domain Tags & Keywords

#minimal-deep-learning#geohot#compilers#gpu-kernels

Compute Efficiency Profile

P95 EXECUTION LATENCY

13ms

2.7x faster than median

TOKEN EFFICIENCY SAVINGS

-90%

Measured via context pruning

HEAD-TO-HEAD WIN RATE

93%

Arena paired matches

Monthly Documentation & Site Visits

582k/mo

Measured via Traffic Research bypass engine (0.7x category median)

Google Search Keyword Demand

66,000/mo

+187% YoY expansion

6-Month Web Traffic Velocity

Traffic momentum vs Category Median (850k visits/mo benchmark).

tinygrad Median

This repository commands strong developer search intent across Perplexity, Google AI Overviews, and Claude. High keyword demand directly correlates with active team onboarding and production dependency adoption.

Arena ELO Rating Stability

Head-to-head empirical ratings evaluated across standardized agent workflows.

1352

±18 CI

WIN RATE

93%

Head-to-head

WEEKLY SURGE

+168.5%

Adoption velocity

P95 LATENCY

13ms

Execution speed

TOKEN OVERHEAD

-90%

Context saved

Head-to-Head Comparison — tinygrad vs 300 Skills

Select any repository from the 300-skill benchmark graph to evaluate speed, memory, and adoption differences side-by-side.

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