Knowledge Base¶
This section contains deep dives into the technologies, protocols, and conceptual frameworks that power the AI Hub.
Start By Goal¶
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Build A Website Or App
Start with AI Builder Index, then use the Free AI Website Playbook.
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Build An AI-Driven Company Stack
Start with AI Company Starter Stack.
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Understand The Full Ecosystem
Start with AI Tooling Landscape — 2026 Overview.
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Choose The Right Model
Start with Model Routing Guide.
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Review The Strongest Repos From GitHub Stars
Start with Starred AI / Agent Repositories Over 10K Stars.
Curated Guides¶
- AI Builder Index - Discovery-oriented entry point for building websites, products, operations, and internal AI systems.
- Free AI Website Playbook - Which website types fit free tiers, which hosts to choose, and how to prompt an LLM to build them.
- AI Company Starter Stack - Opinionated default stack for building a company where AI is part of daily operations.
- AI Tooling Landscape — 2026 Overview - High-level map of the entire AI tooling ecosystem in this repository.
- Model Routing Guide - Clear defaults and escalation rules for Haiku, Sonnet, Opus, GPT-5.4 effort levels, and GPT-5.3 Codex.
- Starred AI / Agent Repositories Over 10K Stars - Practical ranking and usage guide based on your starred GitHub repos.
Deep Dives¶
- Model Classes - Understanding the different types of LLMs (MoE, Reasoning, Multimodal, etc.).
- System Prompts - Foundational instructions for frontier models and "high engineering" persona design.
- Model Comparison and Evaluation - Guide to LLM leaderboards, benchmarks, and metrics.
- Model Routing Guide - Practical task-routing guidance for choosing the right model and effort level.
- Agent Protocols - Deep dive into MCP (Model Context Protocol) and ACP (Agent Control Protocol).
- API Pricing & Free Tier Matrix - Canonical tracker for provider pricing links and current free-tier availability.
- AI Signal Sources - Curated company and independent technical blogs worth monitoring.
- Essential AI Reading List — A curated guide to high-signal blogs, newsletters, and podcasts.
- Architecture & Flows - High-level system design.
🚀 Purpose¶
The knowledge base serves as the "theory" section of the repository, providing the necessary context to effectively connect and configure the tools in the Tool Catalogue.
🛠️ Contribution¶
We welcome deep dives into new technologies. Please follow the Contributing Guide.
Sources / References¶
Contribution Metadata¶
- Last reviewed: 2026-03-15
- Confidence: medium