FAST Framework Guides

Guides

Straight answers to the questions founders actually ask about building AI agent systems — agents, skills, tools, and the architecture that makes them compound. Every guide stands alone; together they're the FAST framework field manual.

What Is an AI Agent Factory?

The repeatable system behind agents that compound — agents, skills, and tools as separable parts — and why one-off bots never scale.

What Are AI Agent Skills? The SKILL.md Pattern Explained

Portable markdown files that give any agent domain expertise on demand — how they work, what they contain, and why they beat prompts, custom GPTs, and fine-tuning.

AI Agents vs Automations vs Scripts: What's the Difference?

Scripts execute steps, automations chain triggers, agents reason toward goals. When each is the right call — and how they stack instead of compete.

How to Structure a Library of AI Agent Skills

The five structural decisions that scale a skill library past ten files: business taxonomy, one-job-per-skill, trigger-rich frontmatter, git, and the meta-skill.

How to Give AI Agents Tools Safely

The five-layer tool stack from MCP to human gate, least-privilege credentials, and gating by reversibility — so real access doesn't mean real risk.

Should You Build One AI Agent or a Team of Specialized Agents?

Why specialization lives in skill files, not agents — and the four forcing functions that tell you when it's actually time to split into a fleet.

7 Mistakes Founders Make Building Their First AI Agents

Prompt hoarding, day-one admin access, demo-driven building, platform paralysis — the structural traps that kill first agent projects, and their fixes.

How Long Does It Take to Stand Up a Working AI Agent?

The honest three-layer timeline: an afternoon to working, days to connected, weeks to trusted — and the four self-inflicted reasons it ever takes months.

Reading is scouting. Skills are the territory.

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