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title: AI-Designed Thermoelectric Generator Slashes Design Time
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# AI-Designed Thermoelectric Generator Slashes Design Time

**[IEEE Spectrum](https://daily.dev/sources/ieeespectrum)** · 16 min read · 0 upvotes · 0 comments

## Summary

Brain-computer interfaces (BCIs) are moving from neuroscience labs toward mainstream medical use, with companies like Neuralink, Synchron, and Blackrock Neurotech leading the charge. Trial participants — paralyzed individuals with spinal cord injuries, ALS, and other conditions — share their experiences using implants to control robotic arms, computers, and even restore speech. While the emotional and practical benefits are profound, significant challenges remain: limited portability, neural drift requiring recalibration, implant durability of roughly a decade, and the psychological risk of losing access after trials end. Newer devices like Neuralink's wireless coin-sized implant and Synchron's stentrode are more user-friendly, with adaptive ML-based decoders reducing recalibration needs. Debate continues over whether BCIs should target consumer markets, with users split on whether commercialization would help or harm medical users.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://spectrum.ieee.org/ai-designed-thermoelectric-generator>

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---

Tags: [#brain-computer-interface](https://daily.dev/tags/brain-computer-interface), [#machine-learning](https://daily.dev/tags/machine-learning), [#tech-news](https://daily.dev/tags/tech-news)

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