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← Capability has never been the reason a technology gets deployed: any…
17 connected korrents · 17 moments on record from 1 Jan 2020 to 10 Aug 2026.
Everything filed under reinforcement learning
reinforcement learning
Everything filed under robotics
robotics
Everything filed under self-driving cars
self-driving cars
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: Capability has never been the reason a technology gets deployed: any carmaker could switch the brakes off every Friday, and none does.
Capability has never been the reason a technology gets deployed: any carmaker could switch the brakes off every Friday, and none does.
Last stated 4 weeks ago
10 Aug 2026
FL
Fei-Fei Li — holds since 2026-08-10 — tap for who they are
Same subject: Capability does not generalise for free: a model that will move mountains on an agentic task still tells the same bad joke it told five years ago. — tap to centre the map on it
Capability does not generalise for free: a model that will move mountains on an agentic task still tells the same bad joke it told five years ago.
Last stated 6 months ago
20 Mar 2026
AK
Andrej Karpathy — holds since 2026-03-20 — tap for who they are
Same subject: A machine doing your work better than you is no reason to stop doing it, because the point of the work was never that only you could do it. — tap to centre the map on it
A machine doing your work better than you is no reason to stop doing it, because the point of the work was never that only you could do it.
Last stated 3 months ago
2 Jun 2026
LS
L. M. Sacasas — holds since 2026-06-02 — tap for who they are
Same subject: Automatic emergency braking is doing far more for road safety today than autonomous driving is, and it is left out of the argument. — tap to centre the map on it
Automatic emergency braking is doing far more for road safety today than autonomous driving is, and it is left out of the argument.
Last stated 3 years ago
16 Jul 2023
PK
Philip Koopman — holds since 2023-07-16 — tap for who they are
Same subject: The date that matters for robotics is not when the technology is finished but when the data flywheel starts turning. — tap to centre the map on it
The date that matters for robotics is not when the technology is finished but when the data flywheel starts turning.
Last stated 12 months ago
12 Sept 2025
SL
Sergey Levine — holds since 2025-09-12 — tap for who they are
Same subject: AI does not remove a job so much as change what it consists of, and knowing exactly where a model's capabilities stop is now part of being a good engineer. — tap to centre the map on it
AI does not remove a job so much as change what it consists of, and knowing exactly where a model's capabilities stop is now part of being a good engineer.
Last stated 11 months ago
16 Oct 2025
DF
Dylan Field — holds since 2025-10-16 — tap for who they are
Same subject: Adapting over time is a workable answer to humans misusing AI and no answer at all to losing control of systems smarter than us. — tap to centre the map on it
Adapting over time is a workable answer to humans misusing AI and no answer at all to losing control of systems smarter than us.
Last stated a year ago
5 Apr 2025
HT
Helen Toner — holds since 2025-04-05 — tap for who they are
Same subject: Only a handful of countries can do high technology at all, because industrial capability is path-dependent and the initial conditions are very hard to get right. — tap to centre the map on it
Only a handful of countries can do high technology at all, because industrial capability is path-dependent and the initial conditions are very hard to get right.
Last stated 7 years ago
1 Jan 2020
DW
Dan Wang — holds since 2020-01-01 — tap for who they are
Same subject: Technological capability has to be practised to be kept: a country that stops making something forgets how. — tap to centre the map on it
Technological capability has to be practised to be kept: a country that stops making something forgets how.
Last stated a year ago
6 Apr 2025
DW
Dan Wang — holds since 2020-01-01 — tap for who they are
MH
Molson Hart — holds since 2025-04-06 — tap for who they are
Same subject: A verifiable task can be optimised by reinforcement learning until a neural network performs it extremely well. — tap to centre the map on it
A verifiable task can be optimised by reinforcement learning until a neural network performs it extremely well.
Last stated 10 months ago
17 Nov 2025
AK
Andrej Karpathy — holds since 2025-11-17 — tap for who they are
Same subject: Humans barely use reinforcement learning for intelligence — what RL they do use goes into motor tasks, not problem solving. — tap to centre the map on it
Humans barely use reinforcement learning for intelligence — what RL they do use goes into motor tasks, not problem solving.
Last stated 11 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: Humans keep their place in AI as judges rather than authors, because telling which of two answers is better is far easier than writing a good one. — tap to centre the map on it
Humans keep their place in AI as judges rather than authors, because telling which of two answers is better is far easier than writing a good one.
Last stated 2 years ago
3 Feb 2025
NL
Nathan Lambert — holds since 2025-02-03 — tap for who they are
Same subject: A five-year-old's vision is already good enough to drive a car, on a tiny and strikingly undiverse amount of data. — tap to centre the map on it
A five-year-old's vision is already good enough to drive a car, on a tiny and strikingly undiverse amount of data.
Last stated 9 months ago
25 Nov 2025
IS
Ilya Sutskever — holds since 2025-11-25 — tap for who they are
Same subject: A good robotaxi demonstration in one city does not mean the company is ready to scale the service. — tap to centre the map on it
A good robotaxi demonstration in one city does not mean the company is ready to scale the service.
Last stated a year ago
8 Jul 2025
TL
Timothy B. Lee — holds since 2025-07-08 — tap for who they are
Same subject: A huge fleet collecting driving data is not a silver bullet for self-driving, because the data arrives unlabelled. — tap to centre the map on it
A huge fleet collecting driving data is not a silver bullet for self-driving, because the data arrives unlabelled.
Last stated 2 years ago
21 May 2024
TL
Timothy B. Lee — holds since 2024-05-21 — tap for who they are
Same subject: A highly dynamic economy that cheaply mass-produces robots may increase rather than decrease the risk of Malthusian resource dilemmas. — tap to centre the map on it
A highly dynamic economy that cheaply mass-produces robots may increase rather than decrease the risk of Malthusian resource dilemmas.
Last stated 3 years ago
1 Oct 2023
TC
Tyler Cowen — holds since 2023-10-01 — tap for who they are
Same subject: A humanoid robot is the wrong tool on a factory floor, because a machine specialised in the task beats it. — tap to centre the map on it
A humanoid robot is the wrong tool on a factory floor, because a machine specialised in the task beats it.
Last stated a year ago
6 Apr 2025
MH
Molson Hart — holds since 2025-04-06 — tap for who they are
Same subject: A physical AI agent has to be safe on day one, because you cannot ship something merely good enough and let users find the edge cases. — tap to centre the map on it
A physical AI agent has to be safe on day one, because you cannot ship something merely good enough and let users find the edge cases.
Last stated a month ago
3 Aug 2026
DD
Dmitri Dolgov — holds since 2026-08-03 — 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 on record holding the claim — tap it for who they are
At the centre
Capability has never been the reason a technology gets deployed: any carmaker could switch the brakes off every Friday, and none does.
Last stated 10 Aug 2026 · 4 weeks ago
Holds FL Fei-Fei Li
Read this korrent →
Similar wording
Capability does not generalise for free: a model that will move mountains on an agentic task still tells the same bad joke it told five years ago.
Last stated 20 Mar 2026 · 6 months ago
Holds Andrej Karpathy
Similar wording
A machine doing your work better than you is no reason to stop doing it, because the point of the work was never that only you could do it.
Last stated 2 Jun 2026 · 3 months ago
Holds LS L. M. Sacasas
Similar wording
Automatic emergency braking is doing far more for road safety today than autonomous driving is, and it is left out of the argument.
Last stated 16 Jul 2023 · 3 years ago
Holds PK Philip Koopman
Similar wording
The date that matters for robotics is not when the technology is finished but when the data flywheel starts turning.
Last stated 12 Sept 2025 · 12 months ago
Holds SL Sergey Levine
Similar wording
AI does not remove a job so much as change what it consists of, and knowing exactly where a model's capabilities stop is now part of being a good engineer.
Last stated 16 Oct 2025 · 11 months ago
Holds DF Dylan Field
Similar wording
Adapting over time is a workable answer to humans misusing AI and no answer at all to losing control of systems smarter than us.
Last stated 5 Apr 2025 · a year ago
Holds HT Helen Toner
Similar wording
Only a handful of countries can do high technology at all, because industrial capability is path-dependent and the initial conditions are very hard to get right.
Last stated 1 Jan 2020 · 7 years ago
Holds DW Dan Wang
Similar wording
Technological capability has to be practised to be kept: a country that stops making something forgets how.
Last stated 6 Apr 2025 · a year ago
Holds DW Dan WangMH Molson Hart
Same subject: reinforcement learning
A verifiable task can be optimised by reinforcement learning until a neural network performs it extremely well.
Last stated 17 Nov 2025 · 10 months ago
Holds Andrej Karpathy
Same subject: reinforcement learning
Humans barely use reinforcement learning for intelligence — what RL they do use goes into motor tasks, not problem solving.
Last stated 17 Oct 2025 · 11 months ago
Holds Andrej Karpathy
Same subject: reinforcement learning
Humans keep their place in AI as judges rather than authors, because telling which of two answers is better is far easier than writing a good one.
Last stated 3 Feb 2025 · 2 years ago
Holds NL Nathan Lambert
Same subject: self-driving cars
A five-year-old's vision is already good enough to drive a car, on a tiny and strikingly undiverse amount of data.
Last stated 25 Nov 2025 · 9 months ago
Holds IS Ilya Sutskever
Same subject: self-driving cars
A good robotaxi demonstration in one city does not mean the company is ready to scale the service.
Last stated 8 Jul 2025 · a year ago
Holds TL Timothy B. Lee
Same subject: self-driving cars
A huge fleet collecting driving data is not a silver bullet for self-driving, because the data arrives unlabelled.
Last stated 21 May 2024 · 2 years ago
Holds TL Timothy B. Lee
Same subject: robotics
A highly dynamic economy that cheaply mass-produces robots may increase rather than decrease the risk of Malthusian resource dilemmas.
Last stated 1 Oct 2023 · 3 years ago
Holds TC Tyler Cowen
Same subject: robotics
A humanoid robot is the wrong tool on a factory floor, because a machine specialised in the task beats it.
Last stated 6 Apr 2025 · a year ago
Holds MH Molson Hart
Same subject: robotics
A physical AI agent has to be safe on day one, because you cannot ship something merely good enough and let users find the edge cases.
Last stated 3 Aug 2026 · a month ago
Holds DD Dmitri Dolgov