AI KNOWLEDGE DESK

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Concepts

LLM concepts and AI tool concepts

Concept pages explain durable ideas, mechanisms, workflows, architecture patterns, and terminology. Use Entities for named products or features, and Tools for interactive directories or comparison utilities.

Model and API infrastructure

AI Model API

The concept behind programmatic access to language, image, audio, video, and multimodal models.

Unofficial AI API Relays

Grey-market or third-party proxy services that resell, relay, or repackage access to frontier AI models outside the official provider API path.

Agent infrastructure

Agent Traces

Recorded sessions of agent prompts, tool calls, observations, outputs, and feedback used to debug, evaluate, and improve AI agents.

Agent Harness

The runtime and control layer around an AI agent.

Graph Engineering

An emerging discipline for designing agent workflows as explicit stateful graphs with inspectable nodes, edges, routing, checkpoints, budgets, and recovery.

Loop Engineering

A design discipline for helping one agent iteratively act, observe, adjust, and stop when a measurable goal is satisfied.

Local Coding Agents

Coding agents that run on local, self-hosted, or open-weight models instead of depending only on frontier hosted models.

Agent Skill Security

Security practices for reusable agent skills, hooks, subagents, MCP tools, and prompt-loaded automation bundles.

Agent Skills

Portable folders of instructions, metadata, scripts, and resources that AI agents can discover and load for specialized tasks.

LLM concepts

Uncensored Model

A community term for LLMs or fine-tunes that are designed to reduce refusals, loosen alignment behavior, or answer sensitive prompts more readily.

Global Workspace in Language Models

Anthropic research concept describing a privileged internal representation space that appears to make some model information broadly available for verbalized reasoning.

AI tools

AI Coding Companion

A companion-style feature that makes coding agent activity easier to see or personalize.

AI Design Tool

A tool category for AI-assisted visual design, prototyping, presentations, and design-to-code handoff.

Image to 3D

An AI workflow that turns one or more reference images into a 3D asset, mesh, texture set, or production-ready model file.

Vibe Coding Quality Gap

The gap between AI-generated code that looks complete and production software that has been reviewed for architecture, security, maintainability, and operations.