- Questions I Ask When Reviewing a Design (Jason Fried) — a good list of questions to frown and stroke one’s chin while asking.
- Bro — open source network security monitor/IDS.
- Seven Deadly Myths of Autonomy (PDF) — it’s easy to fall prey to the fallacy that automated assistance is a simple substitute or multiplier of human capability because, from the point of view of an outsider observing the assisted human, it seems that—in successful cases, at least—the people are able to perform the task faster or better than they could without help. In reality, however, help of whatever kind doesn’t simply enhance our abilities to perform the task: it changes the nature of the task.
- Quill — open source in-browser rich text editor. People, while you keep making me type into naked TEXTBOX fields, I’m going to keep posting links to these things.
Some of AI's viable approaches lie outside the organizational boundaries of Google and other large Internet companies.
Editor’s note: this post is part of an ongoing series exploring developments in artificial intelligence.
Here’s a simple recipe for solving crazy-hard problems with machine intelligence. First, collect huge amounts of training data — probably more than anyone thought sensible or even possible a decade ago. Second, massage and preprocess that data so the key relationships it contains are easily accessible (the jargon here is “feature engineering”). Finally, feed the result into ludicrously high-performance, parallelized implementations of pretty standard machine-learning methods like logistic regression, deep neural networks, and k-means clustering (don’t worry if those names don’t mean anything to you — the point is that they’re widely available in high-quality open source packages).
Google pioneered this formula, applying it to ad placement, machine translation, spam filtering, YouTube recommendations, and even the self-driving car — creating billions of dollars of value in the process. The surprising thing is that Google isn’t made of magic. Instead, mirroring Bruce Scheneier’s surprised conclusion about the NSA in the wake of the Snowden revelations, “its tools are no different from what we have in our world; it’s just better funded.” Read more…