Fundamentals

This section provides an overview of the core concepts, design principles, and technical foundations of Cognify. It serves as an essential guide to understanding Cognify’s fundamental ideas and philosophy.

Cogs

• Introduction to Cogs
  • Key Concepts
• Out-of-the-box Cogs in Cognify
  • Model Selection
  • Agent Reasoning
  • Few-Shot Learning
  • Module Ensemble
  • Scaffolding

Hierarchical Optimization

• Overview
  • Problem Formalization
  • Optimization Structure
• Setting Up Search Space
  • 1) Creating Cogs
  • 2) Defining a Layer
  • 3) Organizing Layers into a Multi-Level Hierarchy
• Resource Management
  • Simple Budget Limit Settings
  • Efficient Resource Allocation with Successive Halving
  • Frugal Optimization with Cost-Aware Search Strategy