diff --git a/brainsteam/content/annotations/2022/12/04/1670171345.md b/brainsteam/content/annotations/2022/12/04/1670171345.md
new file mode 100644
index 0000000..5973d74
--- /dev/null
+++ b/brainsteam/content/annotations/2022/12/04/1670171345.md
@@ -0,0 +1,68 @@
+---
+date: '2022-12-04T16:29:05'
+hypothesis-meta:
+ created: '2022-12-04T16:29:05.263170+00:00'
+ document:
+ title:
+ - Exploring vs. exploiting - Herbert Lui
+ flagged: false
+ group: __world__
+ hidden: false
+ id: xQywjnPwEe2lk_tZfYP65Q
+ links:
+ html: https://hypothes.is/a/xQywjnPwEe2lk_tZfYP65Q
+ incontext: https://hyp.is/xQywjnPwEe2lk_tZfYP65Q/herbertlui.net/exploring-vs-exploiting/
+ json: https://hypothes.is/api/annotations/xQywjnPwEe2lk_tZfYP65Q
+ permissions:
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+ tags:
+ - pkm
+ - tools for thought
+ target:
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+ - exact: "It\u2019s always worth gathering information, nurturing other projects,\
+ \ and putting together some backup plans. You\u2019ll need to define what\
+ \ success means to you for each of them, because you won\u2019t make overnight\
+ \ progress; instead, you\u2019re best served picking projects that you can\
+ \ learn critical lessons from, even if you fail"
+ prefix: "even better than their Plan A.\u201D\n"
+ suffix: ".\nEven if you\u2019re focused and mak"
+ type: TextQuoteSelector
+ source: https://herbertlui.net/exploring-vs-exploiting/
+ text: It's interesting because this way of thinking is eminently compatible with
+ the zettelkasten way of thinking e.g. don't necessarily set out with a hypothesis
+ in mind that you're trying to prove but rather explore until something interesting
+ emerges.
+ updated: '2022-12-04T16:29:05.263170+00:00'
+ uri: https://herbertlui.net/exploring-vs-exploiting/
+ user: acct:ravenscroftj@hypothes.is
+ user_info:
+ display_name: James Ravenscroft
+in-reply-to: https://herbertlui.net/exploring-vs-exploiting/
+tags:
+- pkm
+- tools for thought
+- hypothesis
+type: annotation
+url: /annotations/2022/12/04/1670171345
+
+---
+
+
+
+ It’s always worth gathering information, nurturing other projects, and putting together some backup plans. You’ll need to define what success means to you for each of them, because you won’t make overnight progress; instead, you’re best served picking projects that you can learn critical lessons from, even if you fail
It's interesting because this way of thinking is eminently compatible with the zettelkasten way of thinking e.g. don't necessarily set out with a hypothesis in mind that you're trying to prove but rather explore until something interesting emerges.
\ No newline at end of file
diff --git a/brainsteam/content/annotations/2022/12/04/1670184842.md b/brainsteam/content/annotations/2022/12/04/1670184842.md
new file mode 100644
index 0000000..fa3f720
--- /dev/null
+++ b/brainsteam/content/annotations/2022/12/04/1670184842.md
@@ -0,0 +1,66 @@
+---
+date: '2022-12-04T20:14:02'
+hypothesis-meta:
+ created: '2022-12-04T20:14:02.815622+00:00'
+ document:
+ title:
+ - Hyperbolic Distance Discounting
+ flagged: false
+ group: __world__
+ hidden: false
+ id: MjfCdHQQEe2XA6-Y-PXOtA
+ links:
+ html: https://hypothes.is/a/MjfCdHQQEe2XA6-Y-PXOtA
+ incontext: https://hyp.is/MjfCdHQQEe2XA6-Y-PXOtA/www.atvbt.com/hyperbolic/
+ json: https://hypothes.is/api/annotations/MjfCdHQQEe2XA6-Y-PXOtA
+ permissions:
+ admin:
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+ delete:
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+ tags:
+ - psychology
+ - delayed gratification
+ - behaviour
+ target:
+ - selector:
+ - endContainer: /div[1]/main[1]/article[1]/div[1]/p[5]
+ endOffset: 292
+ startContainer: /div[1]/main[1]/article[1]/div[1]/p[5]
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+ type: RangeSelector
+ - end: 1911
+ start: 1619
+ type: TextPositionSelector
+ - exact: 'You may have heard of hyperbolic discounting from behavioral economics:
+ people will generally disproportionally, i.e. hyperbolically, discount the
+ value of something the farther off it is. The average person judges $15 now
+ as equivalent to $30 in 3-months (an annual rate of return of 277%!).'
+ prefix: on center.Hyperbolic Discounting
+ suffix: "This excessive time-based or \u201Cte"
+ type: TextQuoteSelector
+ source: https://www.atvbt.com/hyperbolic/
+ text: this is fascinating and must relate to delayed gratification
+ updated: '2022-12-04T20:14:02.815622+00:00'
+ uri: https://www.atvbt.com/hyperbolic/
+ user: acct:ravenscroftj@hypothes.is
+ user_info:
+ display_name: James Ravenscroft
+in-reply-to: https://www.atvbt.com/hyperbolic/
+tags:
+- psychology
+- delayed gratification
+- behaviour
+- hypothesis
+type: annotation
+url: /annotations/2022/12/04/1670184842
+
+---
+
+
+
+ You may have heard of hyperbolic discounting from behavioral economics: people will generally disproportionally, i.e. hyperbolically, discount the value of something the farther off it is. The average person judges $15 now as equivalent to $30 in 3-months (an annual rate of return of 277%!).
this is fascinating and must relate to delayed gratification
\ No newline at end of file
diff --git a/brainsteam/content/annotations/2022/12/04/1670184919.md b/brainsteam/content/annotations/2022/12/04/1670184919.md
new file mode 100644
index 0000000..7773e07
--- /dev/null
+++ b/brainsteam/content/annotations/2022/12/04/1670184919.md
@@ -0,0 +1,67 @@
+---
+date: '2022-12-04T20:15:19'
+hypothesis-meta:
+ created: '2022-12-04T20:15:19.784065+00:00'
+ document:
+ title:
+ - Hyperbolic Distance Discounting
+ flagged: false
+ group: __world__
+ hidden: false
+ id: YBFyOnQQEe2WiKdsj1LCZg
+ links:
+ html: https://hypothes.is/a/YBFyOnQQEe2WiKdsj1LCZg
+ incontext: https://hyp.is/YBFyOnQQEe2WiKdsj1LCZg/www.atvbt.com/hyperbolic/
+ json: https://hypothes.is/api/annotations/YBFyOnQQEe2WiKdsj1LCZg
+ permissions:
+ admin:
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+ delete:
+ - acct:ravenscroftj@hypothes.is
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+ update:
+ - acct:ravenscroftj@hypothes.is
+ tags:
+ - psychology
+ - delayed gratification
+ - behaviour
+ target:
+ - selector:
+ - endContainer: /div[1]/main[1]/article[1]/div[1]/p[14]
+ endOffset: 278
+ startContainer: /div[1]/main[1]/article[1]/div[1]/p[14]
+ startOffset: 0
+ type: RangeSelector
+ - end: 4013
+ start: 3735
+ type: TextPositionSelector
+ - exact: "Of course, the closest you can get is having the activity available\
+ \ in your own living space, but as unused home treadmills and exercise bikes\
+ \ demonstrate, this has its pitfalls. There could be something about a thing\
+ \ always being available that means there\u2019s never any urgency."
+ prefix: ay (and maybe worth paying for).
+ suffix: I think the ideal is to plan a r
+ type: TextQuoteSelector
+ source: https://www.atvbt.com/hyperbolic/
+ text: There seems to be a minimum at which hyperbolic discounting stops working
+ because things are too easy to access
+ updated: '2022-12-04T20:15:19.784065+00:00'
+ uri: https://www.atvbt.com/hyperbolic/
+ user: acct:ravenscroftj@hypothes.is
+ user_info:
+ display_name: James Ravenscroft
+in-reply-to: https://www.atvbt.com/hyperbolic/
+tags:
+- psychology
+- delayed gratification
+- behaviour
+- hypothesis
+type: annotation
+url: /annotations/2022/12/04/1670184919
+
+---
+
+
+
+ Of course, the closest you can get is having the activity available in your own living space, but as unused home treadmills and exercise bikes demonstrate, this has its pitfalls. There could be something about a thing always being available that means there’s never any urgency.
There seems to be a minimum at which hyperbolic discounting stops working because things are too easy to access
\ No newline at end of file
diff --git a/brainsteam/content/annotations/2022/12/04/1670185570.md b/brainsteam/content/annotations/2022/12/04/1670185570.md
new file mode 100644
index 0000000..dd01a0f
--- /dev/null
+++ b/brainsteam/content/annotations/2022/12/04/1670185570.md
@@ -0,0 +1,74 @@
+---
+date: '2022-12-04T20:26:10'
+hypothesis-meta:
+ created: '2022-12-04T20:26:10.856094+00:00'
+ document:
+ title:
+ - Language builds culture - Herbert Lui
+ flagged: false
+ group: __world__
+ hidden: false
+ id: 5DIcYnQREe2NVTOF9GGXvA
+ links:
+ html: https://hypothes.is/a/5DIcYnQREe2NVTOF9GGXvA
+ incontext: https://hyp.is/5DIcYnQREe2NVTOF9GGXvA/herbertlui.net/language-builds-culture/
+ json: https://hypothes.is/api/annotations/5DIcYnQREe2NVTOF9GGXvA
+ permissions:
+ admin:
+ - acct:ravenscroftj@hypothes.is
+ delete:
+ - acct:ravenscroftj@hypothes.is
+ read:
+ - group:__world__
+ update:
+ - acct:ravenscroftj@hypothes.is
+ tags:
+ - linguistics
+ - behaviour
+ - learning-in-public
+ target:
+ - selector:
+ - endContainer: /div[1]/div[1]/div[1]/main[1]/article[1]/div[1]/div[1]/p[2]
+ endOffset: 278
+ startContainer: /div[1]/div[1]/div[1]/main[1]/article[1]/div[1]/div[1]/p[2]
+ startOffset: 0
+ type: RangeSelector
+ - end: 867
+ start: 589
+ type: TextPositionSelector
+ - exact: "Whether you want to call them mottos, memes, or manifestos, words can\
+ \ be the building blocks of how we think and transmit ideas. You can also\
+ \ gauge how well someone is grasping your concepts\u2014or at least making\
+ \ an effort to\u2014by the language they\u2019re responding to you with as\
+ \ well."
+ prefix: "falls, and favorable outcomes.\u201D\n"
+ suffix: '
+
+
+
+ Posted in Contentions, Life. '
+ type: TextQuoteSelector
+ source: https://herbertlui.net/language-builds-culture/
+ text: You can use the way that a person responds to your concepts as a metric for
+ how well they understand you. If they don't understand chances are they will retreat
+ back to jargon to try to hide the fact that they're struggling. If they're getting
+ on well they might have an insightful way to extend your metaphor
+ updated: '2022-12-04T20:26:10.856094+00:00'
+ uri: https://herbertlui.net/language-builds-culture/
+ user: acct:ravenscroftj@hypothes.is
+ user_info:
+ display_name: James Ravenscroft
+in-reply-to: https://herbertlui.net/language-builds-culture/
+tags:
+- linguistics
+- behaviour
+- learning-in-public
+- hypothesis
+type: annotation
+url: /annotations/2022/12/04/1670185570
+
+---
+
+
+
+ Whether you want to call them mottos, memes, or manifestos, words can be the building blocks of how we think and transmit ideas. You can also gauge how well someone is grasping your concepts—or at least making an effort to—by the language they’re responding to you with as well.
You can use the way that a person responds to your concepts as a metric for how well they understand you. If they don't understand chances are they will retreat back to jargon to try to hide the fact that they're struggling. If they're getting on well they might have an insightful way to extend your metaphor
\ No newline at end of file
diff --git a/brainsteam/content/annotations/2022/12/06/1670308887.md b/brainsteam/content/annotations/2022/12/06/1670308887.md
new file mode 100644
index 0000000..f5b7eef
--- /dev/null
+++ b/brainsteam/content/annotations/2022/12/06/1670308887.md
@@ -0,0 +1,64 @@
+---
+date: '2022-12-06T06:41:27'
+hypothesis-meta:
+ created: '2022-12-06T06:41:27.851505+00:00'
+ document:
+ title:
+ - Ron DeSantis' Quiet Relationship with Amazon
+ flagged: false
+ group: __world__
+ hidden: false
+ id: AsgtBHUxEe2ilAfmS4q53w
+ links:
+ html: https://hypothes.is/a/AsgtBHUxEe2ilAfmS4q53w
+ incontext: https://hyp.is/AsgtBHUxEe2ilAfmS4q53w/mattstoller.substack.com/p/ron-desantis-quiet-relationship-with
+ json: https://hypothes.is/api/annotations/AsgtBHUxEe2ilAfmS4q53w
+ permissions:
+ admin:
+ - acct:ravenscroftj@hypothes.is
+ delete:
+ - acct:ravenscroftj@hypothes.is
+ read:
+ - group:__world__
+ update:
+ - acct:ravenscroftj@hypothes.is
+ tags:
+ - capitalism
+ target:
+ - selector:
+ - endContainer: /div[1]/div[1]/div[2]/div[1]/div[1]/div[1]/article[1]/div[4]/div[1]/div[1]/p[12]/span[2]
+ endOffset: 141
+ startContainer: /div[1]/div[1]/div[2]/div[1]/div[1]/div[1]/article[1]/div[4]/div[1]/div[1]/p[12]/span[1]
+ startOffset: 0
+ type: RangeSelector
+ - end: 9023
+ start: 8736
+ type: TextPositionSelector
+ - exact: "Amazon is hated on the right as a bulwark of progressivism. For instance,\
+ \ to pick a random example, GOP icon Tucker Carlson recently characterized\
+ \ the firm\u2019s behavior as \u2018modern-day book burning.\u2019 And you\
+ \ can find an endless number of right-wing critiques. Conservatives distrust\
+ \ Amazon."
+ prefix: ne his relationship with Amazon.
+ suffix: An association with the tech gia
+ type: TextQuoteSelector
+ source: https://mattstoller.substack.com/p/ron-desantis-quiet-relationship-with
+ text: 'That is really interesting. Amazon is not exactly renowned as an m upholder
+ of progressive values by the left either. '
+ updated: '2022-12-06T06:41:27.851505+00:00'
+ uri: https://mattstoller.substack.com/p/ron-desantis-quiet-relationship-with
+ user: acct:ravenscroftj@hypothes.is
+ user_info:
+ display_name: James Ravenscroft
+in-reply-to: https://mattstoller.substack.com/p/ron-desantis-quiet-relationship-with
+tags:
+- capitalism
+- hypothesis
+type: annotation
+url: /annotations/2022/12/06/1670308887
+
+---
+
+
+
+ Amazon is hated on the right as a bulwark of progressivism. For instance, to pick a random example, GOP icon Tucker Carlson recently characterized the firm’s behavior as ‘modern-day book burning.’ And you can find an endless number of right-wing critiques. Conservatives distrust Amazon.
That is really interesting. Amazon is not exactly renowned as an m upholder of progressive values by the left either.
\ No newline at end of file
diff --git a/brainsteam/content/annotations/2022/12/07/1670414142.md b/brainsteam/content/annotations/2022/12/07/1670414142.md
new file mode 100644
index 0000000..2d5e360
--- /dev/null
+++ b/brainsteam/content/annotations/2022/12/07/1670414142.md
@@ -0,0 +1,66 @@
+---
+date: '2022-12-07T11:55:42'
+hypothesis-meta:
+ created: '2022-12-07T11:55:42.527155+00:00'
+ document:
+ title:
+ - 2203.15556.pdf
+ flagged: false
+ group: __world__
+ hidden: false
+ id: E3TX9nYmEe2IOgdyjyKG9w
+ links:
+ html: https://hypothes.is/a/E3TX9nYmEe2IOgdyjyKG9w
+ incontext: https://hyp.is/E3TX9nYmEe2IOgdyjyKG9w/arxiv.org/pdf/2203.15556.pdf
+ json: https://hypothes.is/api/annotations/E3TX9nYmEe2IOgdyjyKG9w
+ permissions:
+ admin:
+ - acct:ravenscroftj@hypothes.is
+ delete:
+ - acct:ravenscroftj@hypothes.is
+ read:
+ - group:__world__
+ update:
+ - acct:ravenscroftj@hypothes.is
+ tags:
+ - nlproc
+ - efficient ml
+ target:
+ - selector:
+ - end: 1689
+ start: 1063
+ type: TextPositionSelector
+ - exact: "We test this hypothesis by training a predicted compute-optimal model,\
+ \ Chinchilla, that uses the same compute budget as Gopher but with 70B parameters\
+ \ and4\xD7 more more data. Chinchilla uniformly and significantly outperforms\
+ \ Gopher (280B), GPT-3 (175B),Jurassic-1 (178B), and Megatron-Turing NLG (530B)\
+ \ on a large range of downstream evaluation tasks.This also means that Chinchilla\
+ \ uses substantially less compute for fine-tuning and inference, greatlyfacilitating\
+ \ downstream usage. As a highlight, Chinchilla reaches a state-of-the-art\
+ \ average accuracy of67.5% on the MMLU benchmark, greater than a 7% improvement\
+ \ over Gopher"
+ prefix: ' tokens should also be doubled. '
+ suffix: .1. IntroductionRecently a serie
+ type: TextQuoteSelector
+ source: https://arxiv.org/pdf/2203.15556.pdf
+ text: By using more data on a smaller language model the authors were able to achieve
+ better performance than with the larger models - this reduces the cost of using
+ the model for inference.
+ updated: '2022-12-07T11:55:42.527155+00:00'
+ uri: https://arxiv.org/pdf/2203.15556.pdf
+ user: acct:ravenscroftj@hypothes.is
+ user_info:
+ display_name: James Ravenscroft
+in-reply-to: https://arxiv.org/pdf/2203.15556.pdf
+tags:
+- nlproc
+- efficient ml
+- hypothesis
+type: annotation
+url: /annotations/2022/12/07/1670414142
+
+---
+
+
+
+ We test this hypothesis by training a predicted compute-optimal model, Chinchilla, that uses the same compute budget as Gopher but with 70B parameters and4× more more data. Chinchilla uniformly and significantly outperforms Gopher (280B), GPT-3 (175B),Jurassic-1 (178B), and Megatron-Turing NLG (530B) on a large range of downstream evaluation tasks.This also means that Chinchilla uses substantially less compute for fine-tuning and inference, greatlyfacilitating downstream usage. As a highlight, Chinchilla reaches a state-of-the-art average accuracy of67.5% on the MMLU benchmark, greater than a 7% improvement over Gopher
By using more data on a smaller language model the authors were able to achieve better performance than with the larger models - this reduces the cost of using the model for inference.
\ No newline at end of file
diff --git a/brainsteam/content/likes/2022/12/06/bridgy-fed-updates-snarfed-org1670370690.md b/brainsteam/content/likes/2022/12/06/bridgy-fed-updates-snarfed-org1670370690.md
new file mode 100644
index 0000000..df8945a
--- /dev/null
+++ b/brainsteam/content/likes/2022/12/06/bridgy-fed-updates-snarfed-org1670370690.md
@@ -0,0 +1,11 @@
+---
+date: '2022-12-06T23:51:30.829006'
+like-of: https://snarfed.org/2022-12-03_bridgy-fed-updates
+tags:
+- indieweb
+title: Bridgy Fed updates | snarfed.org
+type: like
+url: /likes/2022/12/06/bridgy-fed-updates-snarfed-org1670370690
+
+---
+
diff --git a/brainsteam/content/posts/2022/12/06/some-nuanced-thoughts-on-chatgpt1670321708.md b/brainsteam/content/posts/2022/12/06/some-nuanced-thoughts-on-chatgpt1670321708.md
new file mode 100644
index 0000000..36c2fb9
--- /dev/null
+++ b/brainsteam/content/posts/2022/12/06/some-nuanced-thoughts-on-chatgpt1670321708.md
@@ -0,0 +1,27 @@
+---
+date: '2022-12-06T10:15:08.312352'
+mp-syndicate-to:
+- https://brid.gy/publish/mastodon
+- https://brid.gy/publish/twitter
+tags:
+- nlp
+title: Some Nuanced Thoughts on ChatGPT
+description: I'm sure everyone's had enough of ChatGPT hot takes by now. Here's a more balanced view from an NLP specialist
+type: post
+url: /posts/2022/12/06/some-nuanced-thoughts-on-chatgpt1670321708
+
+---
+
+
+
+[ChatGPT](https://chat.openai.com/chat) is a really impressive tech demo and it shows us the power of large language models but it's important to remember that ChatGPT is a machine learning model and, like any AI, it's only as good as the data it's trained on. This means that it's prone to making errors, and it's important for humans to validate the answers it produces. I fully expect any executives wringing their hands with glee about "cutting resource" and making redundancies are going to have a real shock when they realise that they still need those people to supervise the model and verify its outputs. So maybe our relationship with coding changes and the quality and speed with which we can build systems increases. However, would you ask GPT "generate the control code for a pacemaker" and trust that device to help your own Grandma or would you prefer a team of medical systems engineer with 20+ years experience to review that code first?
+
+Secondly, The company may be called OpenAI but GPT-3 is not open (sure they released [their scientific papers](https://arxiv.org/abs/2005.14165) but the trained model is locked away behind a paywall and you'd need ££££ to train your own from scratch by reproducing the paper). I'm expecting expect some competition between OpenAI, Google, Meta, Amazon et al but ultimately If your entire business model and IP is GPT + some postprocessing (i) you are at the beck and call of the pricing strategies the companies in this space set and (ii) your business has no moat. By all means use these models but make sure you have something defensible and unique in there and a backup plan for changing provider too. Incidentally given that the interface here is chat-based I suspect that vendor lock-in will be less of a thing - just send your prompts to a different endpoint!
+
+So you might be thinking "Oh well you're an NLP specialist, you're bound to be against this tech, after all you're out of a job" - well no not at all - I'm really pleased to see this progress - it's the sort of tech I dreamed of as a kid and the amazing thing is that the #transformer models it's built on didn't even exist 7 years ago when I started my #PhD. There are still plenty of unsolved challenges that will keep me occupied (some of which I've just described) and I'm looking forward to getting stuck in!
+
+Also, I even used ChatGPT to generate parts of this post - can you spot them?
+
+
+
+
\ No newline at end of file
diff --git a/brainsteam/data/mentions.json b/brainsteam/data/mentions.json
index b0b00fd..b403070 100644
--- a/brainsteam/data/mentions.json
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+ "type": "like"
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+ {
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