AI Knowledge Repository


100+ deep knowledge bases in compressed, AI-optimized format. Not human English — compressed knowledge that any AI can ingest instantly using TokenShrink compression.

100+

Knowledge Packs

50+

Domains

~15%

Token Savings

$12

/mo Pro

See It In Action

The Rosetta decoder expands abbreviations on-the-fly. Same depth, fewer tokens.

compressed.codexlib2,940 tokens
[ROSETTA DECODER]
ML=Machine Learning, NN=Neural Network,
SL=Supervised Learning, RL=Reinforcement Learning,
ACT=Activation, BP=Backpropagation,
SGD=Stochastic Gradient Descent,
BN=Batch Normalization, LN=Layer Normalization

## Neural Network Fundamentals
A neuron computes: output = ACT(W*x + b).
ACT functions introduce nonlinearity — without
them, any depth NN collapses to a single linear
transformation. ReLU dominates hidden layers.

BP computes gradients via chain rule from loss
back through the network. SGD updates weights:
w = w - lr * gradient. Adam optimizer adapts
per-parameter learning rates.

BN normalizes activations within mini-batch.
LN normalizes across features within single
sample — standard in transformers.
decoded by AI3,380 tokens (+15%)
## Neural Network Fundamentals
A neuron computes: output = Activation(W*x + b).
Activation functions introduce nonlinearity —
without them, any depth Neural Network collapses
to a single linear transformation. ReLU dominates
hidden layers.

Backpropagation computes gradients via chain rule
from loss back through the network. Stochastic
Gradient Descent updates weights: w = w - lr *
gradient. Adam optimizer adapts per-parameter
learning rates.

Batch Normalization normalizes activations within
mini-batch. Layer Normalization normalizes across
features within single sample — standard in
transformers.

Same knowledge. 440 fewer tokens. The AI reads the Rosetta header and expands abbreviations automatically.

How It Works

Compressed Knowledge

Each pack is compressed with TokenShrink, saving ~15% tokens while preserving 100% of the information.

Self-Contained Packs

Every pack includes a Rosetta decoder header. Paste into any AI system prompt — it decompresses on-the-fly.

REST API

Integrate via API. Feed packs directly into your AI workflows, agents, and pipelines.

Featured Packs

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Start with 5 free packs per month. Upgrade to Pro for unlimited access to all knowledge bases.