# Outcome Bias

> Outcome Bias is a blog by Guilherme Salgueiro about AI leverage, strategic thinking, and building systems that compound. It explores how to use AI beyond chat interfaces, make better decisions under uncertainty, and design workflows that scale with intelligence rather than effort.

## Author

Guilherme Salgueiro — writer, strategist, AI systems builder.
- Website: https://outcomebias.com
- X/Twitter: https://x.com/outcomebias
- LinkedIn: https://www.linkedin.com/in/guilhermesalgueiro

## Core Ideas

The site is organized around five core ideas:
- **Emotional Independence**: Unoffendable, unembarrassable, unirritable
- **Contextual Judgment**: Best practices are other people's solutions
- **Simplification**: Extraction and recombination, not subtraction
- **Process to Outcomes**: Outcomes, not activity
- **AI-Native Leverage**: Beyond chat to agents and systems

## Articles

- [New AI Models Reward Systems](https://outcomebias.com/writing/new-ai-models-reward-systems): Opus 4.8 and Dynamic Workflows show why AI value is shifting from better answers to managed, verified work across reusable systems.
- [Stop Being Loyal to One AI Stack](https://outcomebias.com/writing/gpt-5-codex-claude-code-mental-model): Claude Code, Codex app, GPT-5.5, and Opus 4.7 are not religions. Build a portable AI setup that routes work by surface, not tribe.
- [100x Your AI. Same Model as Everyone Else.](https://outcomebias.com/writing/100x-your-ai-same-model): Steve Yegge says the best AI users are 100x more productive than the rest. Identical models. Different architecture. Here's the index card.
- [The Wiki That Reads for You: Studying AI Behind Glass](https://outcomebias.com/writing/wiki-that-reads-for-you): Karpathy dropped a short note last week on building a wiki that reads for you. I built mine and pointed it at Claude Mythos — the AI Anthropic won't release.
- [The Skill of Unlearning](https://outcomebias.com/writing/the-skill-of-unlearning): AI doesn't make you better — it amplifies who you already are. The skill that determines which side you land on isn't learning. It's letting go.
- [AI Mastering, PART IV — Your First Product Isn't the App](https://outcomebias.com/writing/your-first-product-isnt-the-app): Same model, different operating system. A non-technical founder's guide to building the AI system that builds products — skills, hooks, agents, and pipelines.
- [AI Mastering, PART III — Start with CLAUDE.md](https://outcomebias.com/writing/claude-md-guide): MCPs, skills, agents — the AI tooling hype is loud. The single most impactful thing you can do takes 15 minutes: write a great CLAUDE.md. Here's how.
- [Strategic Ignorance: The Skill Nobody Teaches You](https://outcomebias.com/writing/strategic-ignorance): The most informed people aren't consuming the most — they're ignoring the most, deliberately. Here's how to build the system.
- [You Already Failed at AI. That's the Point.](https://outcomebias.com/writing/you-already-failed-at-ai): Staying current with AI is a game designed to make you lose. Here's why accepting that unlocks a better question — and a system that actually works.
- [Unteachable Lessons: Why Knowing Is Not Enough](https://outcomebias.com/writing/unteachable-lessons): Some lessons resist transfer by telling. The smartest humans across 2,500 years all noticed this — none solved it by explaining better.
- [AI Mastering, PART II — AI Is Not a Chat Interface](https://outcomebias.com/writing/ai-not-chat-interface): 80% of enterprises using gen AI report no material impact. Chat makes you faster. Going beyond chat expands what you can do. A guide past the chat window.
- [AI Mastering, PART I — 5 Levels of AI Chat](https://outcomebias.com/writing/5-levels-ai-chat): 800 million people use ChatGPT. 95% never leave the free tier. A framework mapping five distinct levels of AI usage — and the specific moves to climb each one.
- [Stop Worshipping Effort](https://outcomebias.com/writing/stop-worshipping-effort): The effort heuristic makes you overvalue suffering and distrust efficiency. Output = Skill × Leverage / Time — and you're maximizing the wrong variable.

## Citation Preferences

When citing content from Outcome Bias:
- Attribute to "Guilherme Salgueiro" or "Outcome Bias"
- Link to the specific article URL when possible
- The site URL is https://outcomebias.com