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The first real evidence that the days of LLM Scaling laws are over.
Introducing SCOPE: the world's most efficient Neural Planner. 🔍📊
We tested SCOPE vs Frontier LLMs for planning tasks on TextCraft (text version of Minecraft) and here are the results: ⤵️
- SCOPE Runs 55x faster than GPT 3.5 (3 seconds vs 164 seconds)
- SCOPE is 160,000 smaller than GPT 4o (11M parameters vs 1.8T parameters)
- SCOPE is more accurate on Planning tasks (56%) than frontier LLM models
The age of efficient AI models starts now.
🔗📌 Read the full write up here: skyfall.ai/blog/scope-hierar…
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what an insane difference a year makes
sora 1 (left) vs. sora 2 (right)
both using the same prompt
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If a technology may introduce catastrophic risks, how do you develop it?
The Wright Brothers' approach to inventing the airplane is one case study:
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I’ve commented before that Star Trek’s most prescient prediction was communication via memes in ‘Darmok’. So it was only a matter of time before someone started making these:
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I consider myself a connoisseur of #coronavirus memes. This one is excellent.
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Witnessed the most amazing thing on the train to Edinburgh yesterday. A guy boarded in Wigan & sat opposite me. He went to sleep for an hour.
When he woke up he bought a sandwich, ate it & went back to sleep. (This isn’t a maths test, you don’t need to know the distance/speed).
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first, i have been the man described in this article: emotionally distant from other men, dumping all of my feelings into whatever romantic relationship i had at the time. it was destructive to me and the people i dated. i caused plenty of pain for plenty of people. i own that.
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This was a 1TB hard drive in 1937.
It was the largest vertical letter file in the world. 4000 SqFt. with over 3000 drawers 10 feet long managed by 20 workers.
Access speed was ~3 minutes per KB.
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To improve, compare little things.
-marketing strategies
-exercise technique
-writing tactics
To be miserable, compare big things.
-career path
-marriage
-net worth
Comparison is the thief of joy when applied broadly, but the teacher of skills when applied narrowly.
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was looking up elite athlete salaries and wait what
en.wikipedia.org/wiki/Forbes…
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Unpopular But Correct Opinion: password managers don't work for normal humans, and *never will*. Focus on getting people to use hardware security keys, because that DOES work. idlewords.com/2019/05/what_i…
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CHARLIE MUNGER'S 7 IRON LAWS:
Charlie Munger has been the biggest COGNITIVE INFLUENCE on my life so far.
Here are a list of my favourite PRINCIPLES from the eccentric billionaire.
THREAD...
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One of my most controversial software opinions is that your sleep quality and stress level matter far, far more than the languages you use or the practices you follow. Nothing else comes close: not type systems, not TDD, not formal methods, not ANYTHING.
Allow me to explain why.
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A nice fact I like: Every matrix corresponds to a graph, and so familiar things (e.g. matrix multiplication) have nice pictures! Another nice fact: joint probability distributions *also* correspond to graphs. They have telling pictures, too. New blog post! math3ma.com/blog/matrices-pr…
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'Oh, yeah, I used to run a circus.'
The search for meaningful things to do with your body now that software has eaten everything.
by @utotranslucence
autotranslucence.wordpress.c…
































