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← Biology has already handed us an alien library: hundreds of millions…
17 connected korrents · 14 moments from 25 Oct 2023 to 22 Sept 2026.
Everything filed under AI and science
AI and science
Everything filed under innovation
innovation
Everything filed under mathematics
mathematics
Everything filed under recursive self-improvement
recursive self-improvement
Everything filed under design
design
Everything filed under physics
physics
Everything filed under LLMs
LLMs
Everything filed under open source
open source
Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject
Read this korrent: Biology has already handed us an alien library: hundreds of millions of protein machines we do not understand and can only study one at a time.
Biology has already handed us an alien library: hundreds of millions of protein machines we do not understand and can only study one at a time.
Last stated 7 months ago
7 Apr 2026
MN
Michael Nielsen — holds since 2026-04-07 — tap for who they are
Same subject: Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it. — tap to centre the map on it
Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it.
Last stated 2 years ago
19 Sept 2024
DL
Derek Lowe — holds since 2024-09-19 — tap for who they are
Same subject: Most proteins have no known function, so there is no pile of solid data for a model to learn most of cell biology from. — tap to centre the map on it
Most proteins have no known function, so there is no pile of solid data for a model to learn most of cell biology from.
Last stated 2 years ago
19 Sept 2024
DL
Derek Lowe — holds since 2024-09-19 — tap for who they are
Same subject: AI will not produce a big breakthrough in biological understanding any time soon, because biology has nothing like the clean, complete, high-quality data that made protein-structure prediction work. — tap to centre the map on it
AI will not produce a big breakthrough in biological understanding any time soon, because biology has nothing like the clean, complete, high-quality data that made protein-structure prediction work.
Last stated 2 years ago
19 Sept 2024
DL
Derek Lowe — holds since 2024-09-19 — tap for who they are
Same subject: A narrow, highly accurate model can beat a general one inside its own domain, as AlphaFold did, and materials science and chip design are next. — tap to centre the map on it
A narrow, highly accurate model can beat a general one inside its own domain, as AlphaFold did, and materials science and chip design are next.
Last stated 3 months ago
30 Jul 2026
JD
Jeff Dean — holds since 2026-07-30 — tap for who they are
Same subject: No single person can understand a result like the Higgs boson in depth, and that is what a paper with a thousand authors actually means. — tap to centre the map on it
No single person can understand a result like the Higgs boson in depth, and that is what a paper with a thousand authors actually means.
Last stated 7 months ago
7 Apr 2026
MN
Michael Nielsen — holds since 2026-04-07 — tap for who they are
Same subject: Building a mechanistic whole-cell model of a human cell is far more uncertain in timeline than doing so for simpler organisms like E. coli. — tap to centre the map on it
Building a mechanistic whole-cell model of a human cell is far more uncertain in timeline than doing so for simpler organisms like E. coli.
Last stated a year ago
29 Jun 2025
EH
Elliot Hershberg — holds since 2025-06-29 — tap for who they are
Same subject: Large language models are a bad way to do science, because they have been fed so much that nobody knows what they already knew. — tap to centre the map on it
Large language models are a bad way to do science, because they have been fed so much that nobody knows what they already knew.
Last stated a year ago
26 Sept 2025
RS
Richard Sutton — holds since 2025-09-26 — tap for who they are
Same subject: This work could have been run as a business; open-sourcing it simply puts the tools in more scientists' hands faster. — tap to centre the map on it
This work could have been run as a business; open-sourcing it simply puts the tools in more scientists' hands faster.
Last stated 4 months ago
10 Jun 2026
MZ
Mark Zuckerberg — holds since 2026-06-10 — tap for who they are
Same subject: A persistently rising dividend yield eventually forces capital appreciation as the market rerates the stock. — tap to centre the map on it
A persistently rising dividend yield eventually forces capital appreciation as the market rerates the stock.
Last stated 8 months ago
3 Mar 2026
SB
Sanjay Bakshi — holds since 2026-03-03 — tap for who they are
Same subject: A proof and an explanation are different things, and a theorem can stay an unsolved expository problem long after it is proved. — tap to centre the map on it
A proof and an explanation are different things, and a theorem can stay an unsolved expository problem long after it is proved.
Last stated 4 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent. — tap to centre the map on it
A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent.
Last stated 4 months ago
30 Jun 2026
GS
Grant Sanderson — holds since 2026-06-30 — tap for who they are
Same subject: A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute. — tap to centre the map on it
A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute.
Last stated 4 weeks ago
22 Sept 2026
TC
Tyler Cowen — holds since 2026-09-22 — tap for who they are
Same subject: AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started. — tap to centre the map on it
AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started.
Last stated 3 months ago
3 Aug 2026
CP
Chamath Palihapitiya — holds since 2026-08-03 — tap for who they are
Same subject: AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033. — tap to centre the map on it
AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033.
Last stated 2 months ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — tap for who they are
Same subject: "Lots of anonymous people worked it out by trial and error" is never the real story of an invention: on closer investigation, identifiable people always turn out to be responsible. — tap to centre the map on it
"Lots of anonymous people worked it out by trial and error" is never the real story of an invention: on closer investigation, identifiable people always turn out to be responsible.
Last stated 3 years ago
25 Oct 2023
AH
Anton Howes — holds since 2023-10-25 — tap for who they are
Same subject: A business can have market fit, real advantages, and sustained effort behind a hard product and still fail if it doesn't give customers a strong enough reason to switch from what they already use. — tap to centre the map on it
A business can have market fit, real advantages, and sustained effort behind a hard product and still fail if it doesn't give customers a strong enough reason to switch from what they already use.
Last stated 5 months ago
2 Jun 2026
JJ
Justin Jackson — holds since 2026-06-02 — tap for who they are
Same subject: A capability existing is not the same as a capability being absorbed: how fast a technology changes the world is not set by how fast the technology improves. — tap to centre the map on it
A capability existing is not the same as a capability being absorbed: how fast a technology changes the world is not set by how fast the technology improves.
Last stated 3 months ago
21 Jul 2026
RT
Ruxandra Teslo — holds since 2026-07-21 — tap for who they are
same subject or similar wording a cloud: claims about one subject, named for it bar: when it was last stated, on a scale from 2015 to today — full is today a face: someone who holds the claim — tap it for who they are
At the centre
Biology has already handed us an alien library: hundreds of millions of protein machines we do not understand and can only study one at a time.
Last stated 7 Apr 2026 · 7 months ago
Holds Michael Nielsen
Read this korrent →
Similar wording
Biology keeps turning up whole classes of things nobody knew existed, and that is what defeats attempts to model it.
Last stated 19 Sept 2024 · 2 years ago
Holds Derek Lowe
Similar wording
Most proteins have no known function, so there is no pile of solid data for a model to learn most of cell biology from.
Last stated 19 Sept 2024 · 2 years ago
Holds Derek Lowe
Similar wording
AI will not produce a big breakthrough in biological understanding any time soon, because biology has nothing like the clean, complete, high-quality data that made protein-structure prediction work.
Last stated 19 Sept 2024 · 2 years ago
Holds Derek Lowe
Similar wording
A narrow, highly accurate model can beat a general one inside its own domain, as AlphaFold did, and materials science and chip design are next.
Last stated 30 Jul 2026 · 3 months ago
Holds Jeff Dean
Similar wording
No single person can understand a result like the Higgs boson in depth, and that is what a paper with a thousand authors actually means.
Last stated 7 Apr 2026 · 7 months ago
Holds Michael Nielsen
Similar wording
Building a mechanistic whole-cell model of a human cell is far more uncertain in timeline than doing so for simpler organisms like E. coli.
Last stated 29 Jun 2025 · a year ago
Holds Elliot Hershberg
Similar wording
Large language models are a bad way to do science, because they have been fed so much that nobody knows what they already knew.
Last stated 26 Sept 2025 · a year ago
Holds Richard Sutton
Similar wording
This work could have been run as a business; open-sourcing it simply puts the tools in more scientists' hands faster.
Last stated 10 Jun 2026 · 4 months ago
Holds Mark Zuckerberg
Same subject: mathematics
A persistently rising dividend yield eventually forces capital appreciation as the market rerates the stock.
Last stated 3 Mar 2026 · 8 months ago
Holds Sanjay Bakshi
Same subject: mathematics
A proof and an explanation are different things, and a theorem can stay an unsolved expository problem long after it is proved.
Last stated 30 Jun 2026 · 4 months ago
Holds Grant Sanderson
Same subject: mathematics
A stream of AI-written papers with any error rate at all becomes insufferable, because finding the error costs more than the paper is worth even at ninety-nine percent.
Last stated 30 Jun 2026 · 4 months ago
Holds Grant Sanderson
Same subject: recursive self-improvement
A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute.
Last stated 22 Sept 2026 · 4 weeks ago
Holds Tyler Cowen
Same subject: recursive self-improvement
AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started.
Last stated 3 Aug 2026 · 3 months ago
Holds Chamath Palihapitiya
Same subject: recursive self-improvement
AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033.
Last stated 11 Aug 2026 · 2 months ago
Holds Ryan Greenblatt
Same subject: innovation
"Lots of anonymous people worked it out by trial and error" is never the real story of an invention: on closer investigation, identifiable people always turn out to be responsible.
Last stated 25 Oct 2023 · 3 years ago
Holds Anton Howes
Same subject: innovation
A business can have market fit, real advantages, and sustained effort behind a hard product and still fail if it doesn't give customers a strong enough reason to switch from what they already use.
Last stated 2 Jun 2026 · 5 months ago
Holds Justin Jackson
Same subject: innovation
A capability existing is not the same as a capability being absorbed: how fast a technology changes the world is not set by how fast the technology improves.
Last stated 21 Jul 2026 · 3 months ago
Holds Ruxandra Teslo