# The Value of Human Cognition Is Going Negative. Build the Outcome Machine.

- Show: [Built 2 Scale](https://hardwarepodcasts.com/podcast/built-2-scale)
- Published: 2026-09-10
- Length: 55m
- Page: https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine
- Listen: https://b2spod.captivate.fm

## Summary

Scott Wilcox and Matt Perrott of BuildPass discuss the shift from selling outputs to building 'outcome machines' that encode domain expertise into AI-native systems. They highlight the risks of unmanaged AI spending, citing a specific incident where an OpenRouter bill exploded due to uncapped API access, and discuss how Tesla's Cybercab and Model Y illustrate the convergence of software and hardware manufacturing. The conversation explores computational design, self-healing physical products, and the labor shortage in skilled trades, suggesting that companies must harness frontier technology to deliver reliable outcomes rather than relying on fragmented human cognition.

## Chapters

- [0:00](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=0) Introduction: The Value of Human Cognition Going Negative
- [2:35](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=155) AI Assistants: Instinct, Grok, and the Engineering of Hype
- [7:45](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=465) The Hidden Cost of Vibe Coding and Software Maintenance
- [14:29](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=869) Harnessing Frontier Technology: Bytes vs. Atoms
- [20:22](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=1222) Tesla's Cybercab and Model Y: Hardware as Software
- [27:12](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=1632) AI Spending Disasters: The OpenRouter and API Key Nightmares
- [33:37](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=2017) Building Outcome Machines and Design Resolution Engines
- [44:20](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=2660) Computational Design and Self-Healing Physical Products
- [49:11](https://hardwarepodcasts.com/podcast/built-2-scale/2026-09-10-the-value-of-human-cognition-is-going-negative-build-the-outcome-machine#t=2951) Software Factories and the 'OnlyFans for Electricians' Crisis

## Topics

- [Connected products & IoT](https://hardwarepodcasts.com/topic/connected-products-and-iot)
- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Scaling production](https://hardwarepodcasts.com/topic/scaling-production)
- [Pricing, margins & unit economics](https://hardwarepodcasts.com/topic/pricing-and-unit-economics)
- [Hiring & workforce](https://hardwarepodcasts.com/topic/hiring-and-workforce)
- [Industrial & consumer product design](https://hardwarepodcasts.com/topic/industrial-design)

## Most relevant to

companies scaling up

## Mentioned

- BuildPass (company)
- Instinct (company)
- Grok (product)
- Salesforce (company)
- Slack (product)
- Tesla (company)
- Cybercab (product)
- Model Y (product)
- OpenRouter (tool)
- Astra (product)
- OpenAI (company)
- AirWallX (tool)
- Build Australia (company)
- Trady (product)

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- [Episode 75: The AI Big $$$ Question](https://hardwarepodcasts.com/podcast/the-circuit/2024-07-16-episode-75-the-ai-big-question) (The Circuit)
- [S3 E5: AI in Hardware: The Future of Design, Manufacturing, and Innovation with Kristen Edwards](https://hardwarepodcasts.com/podcast/the-builder-circle/2025-11-25-s3-e5-ai-in-hardware-the-future-of-design-manufacturing-and-innovation-with-kris) (The Builder Circle)
- [Okay, Doomer: A Rebuttal to AI Doom-mongering](https://hardwarepodcasts.com/podcast/oxide-and-friends/2023-06-27-okay-doomer-a-rebuttal-to-ai-doom-mongering) (Oxide and Friends)
- [Can AI Design IoT Hardware? | Flux's Matthias Wagner | Internet of Things Podcast](https://hardwarepodcasts.com/podcast/iot-for-all-podcast/2026-04-14-can-ai-design-iot-hardware-fluxs-matthias-wagner-internet-of-things-podcast) (IoT For All Podcast)

## Citing this page

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