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← Learning takes time, effort and sometimes pain, and no tool changes that, because that is how the brain is built.
17 connected korrents · 16 moments on record from 2 Sept 2023 to 3 Sept 2026.
Everything filed under education
education
Everything filed under benchmarks
benchmarks
Everything filed under reinforcement learning
reinforcement learning
Everything filed under scaling laws
scaling laws
Everything filed under design
design
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Read this korrent: Learning takes time, effort and sometimes pain, and no tool changes that, because that is how the brain is built.
Learning takes time, effort and sometimes pain, and no tool changes that, because that is how the brain is built.
Last stated 4 weeks ago
10 Aug 2026
FL
Fei-Fei Li — holds since 2026-08-10 — tap for who they are
Same subject: Learning should be made harder rather than easier, and a teacher's instinct to smooth the path is the first thing that goes wrong. — tap to centre the map on it
Learning should be made harder rather than easier, and a teacher's instinct to smooth the path is the first thing that goes wrong.
Last stated 2 months ago
13 Jul 2026
AC
Alan Castel — holds since 2026-07-13 — tap for who they are
Same subject: The adult brain's stock of neurons is essentially fixed, and that is no limit on learning, because plasticity is the changing of connections between the cells you already have. — tap to centre the map on it
The adult brain's stock of neurons is essentially fixed, and that is no limit on learning, because plasticity is the changing of connections between the cells you already have.
Last stated 2 months ago
20 Jul 2026
TW
Tommy Wood — holds since 2026-07-20 — tap for who they are
Same subject: Putting a device into the brain works in an hour, which makes it far more amenable to biology than drug discovery. — tap to centre the map on it
Putting a device into the brain works in an hour, which makes it far more amenable to biology than drug discovery.
Last stated 3 weeks ago
20 Aug 2026
MH
Max Hodak — holds since 2026-08-20 — tap for who they are
Same subject: Most of the pain a beginner feels while learning to program is not the difficulty of the craft but the failure of programming language design. — tap to centre the map on it
Most of the pain a beginner feels while learning to program is not the difficulty of the craft but the failure of programming language design.
Last stated a year ago
30 Apr 2025
TS
Tim Sweeney — holds since 2025-04-30 — tap for who they are
Same subject: AI is a tool and not something mystical: plenty of past technologies also took over things only humans had done. — tap to centre the map on it
AI is a tool and not something mystical: plenty of past technologies also took over things only humans had done.
Last stated 10 months ago
12 Nov 2025
SN
Satya Nadella — holds since 2025-11-12 — tap for who they are
Same subject: Very capable AI will be harder to align than current systems, because the loop of spotting a bad behaviour and patching the training that caused it breaks down. — tap to centre the map on it
Very capable AI will be harder to align than current systems, because the loop of spotting a bad behaviour and patching the training that caused it breaks down.
Last stated 4 weeks ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — tap for who they are
Same subject: Pre-training is not the process by which humans learn; it sits somewhere between human learning and human evolution. — tap to centre the map on it
Pre-training is not the process by which humans learn; it sits somewhere between human learning and human evolution.
Last stated 7 months ago
13 Feb 2026
DA
Dario Amodei — holds since 2026-02-13 — tap for who they are
Same subject: The knowledge a model soaks up in pre-training is holding it back; what we actually want is the intelligence with the knowledge stripped out. — tap to centre the map on it
The knowledge a model soaks up in pre-training is holding it back; what we actually want is the intelligence with the knowledge stripped out.
Last stated 11 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: A puzzle whose categories can only be seen by the broadly educated is elitist by construction. — tap to centre the map on it
A puzzle whose categories can only be seen by the broadly educated is elitist by construction.
Last stated 3 years ago
2 Sept 2023
RK
Raph Koster — holds since 2023-09-02 — tap for who they are
Same subject: A school should be judged on how fast its students are learning, not on how much they already know when measured. — tap to centre the map on it
A school should be judged on how fast its students are learning, not on how much they already know when measured.
Last stated a week ago
31 Aug 2026
JL
Joe Liemandt — holds since 2026-08-31 — tap for who they are
Same subject: A worked example whose scaffolding is progressively removed teaches faster than making a child figure the problem out unaided. — tap to centre the map on it
A worked example whose scaffolding is progressively removed teaches faster than making a child figure the problem out unaided.
Last stated a week ago
31 Aug 2026
JL
Joe Liemandt — holds since 2026-08-31 — 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: 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: 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: A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year. — tap to centre the map on it
A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year.
Last stated 5 days ago
3 Sept 2026
DR
Dax Raad — holds since 2026-09-03 — tap for who they are
Same subject: A company's staff-engineer bar should be set against the best companies in the industry rather than against its own history, which is what makes title inflation a real cost. — tap to centre the map on it
A company's staff-engineer bar should be set against the best companies in the industry rather than against its own history, which is what makes title inflation a real cost.
Last stated 5 months ago
1 Apr 2026
TP
Thuan Pham — holds since 2026-04-01 — tap for who they are
Same subject: A speed difference between languages that share the LLVM backend measures the benchmark author, not the languages. — tap to centre the map on it
A speed difference between languages that share the LLVM backend measures the benchmark author, not the languages.
Last stated a year ago
22 Mar 2025
TH
ThePrimeagen — holds since 2025-03-22 — 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
Learning takes time, effort and sometimes pain, and no tool changes that, because that is how the brain is built.
Last stated 10 Aug 2026 · 4 weeks ago
Holds FL Fei-Fei Li
Read this korrent →
Similar wording
Learning should be made harder rather than easier, and a teacher's instinct to smooth the path is the first thing that goes wrong.
Last stated 13 Jul 2026 · 2 months ago
Holds AC Alan Castel
Similar wording
The adult brain's stock of neurons is essentially fixed, and that is no limit on learning, because plasticity is the changing of connections between the cells you already have.
Last stated 20 Jul 2026 · 2 months ago
Holds TW Tommy Wood
Similar wording
Putting a device into the brain works in an hour, which makes it far more amenable to biology than drug discovery.
Last stated 20 Aug 2026 · 3 weeks ago
Holds MH Max Hodak
Similar wording
Most of the pain a beginner feels while learning to program is not the difficulty of the craft but the failure of programming language design.
Last stated 30 Apr 2025 · a year ago
Holds TS Tim Sweeney
Similar wording
AI is a tool and not something mystical: plenty of past technologies also took over things only humans had done.
Last stated 12 Nov 2025 · 10 months ago
Holds SN Satya Nadella
Similar wording
Very capable AI will be harder to align than current systems, because the loop of spotting a bad behaviour and patching the training that caused it breaks down.
Last stated 11 Aug 2026 · 4 weeks ago
Holds RG Ryan Greenblatt
Similar wording
Pre-training is not the process by which humans learn; it sits somewhere between human learning and human evolution.
Last stated 13 Feb 2026 · 7 months ago
Holds DA Dario Amodei
Similar wording
The knowledge a model soaks up in pre-training is holding it back; what we actually want is the intelligence with the knowledge stripped out.
Last stated 17 Oct 2025 · 11 months ago
Holds Andrej Karpathy
Same subject: education
A puzzle whose categories can only be seen by the broadly educated is elitist by construction.
Last stated 2 Sept 2023 · 3 years ago
Holds RK Raph Koster
Same subject: education
A school should be judged on how fast its students are learning, not on how much they already know when measured.
Last stated 31 Aug 2026 · a week ago
Holds JL Joe Liemandt
Same subject: education
A worked example whose scaffolding is progressively removed teaches faster than making a child figure the problem out unaided.
Last stated 31 Aug 2026 · a week ago
Holds JL Joe Liemandt
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
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
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: benchmarks
A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year.
Last stated 3 Sept 2026 · 5 days ago
Holds Dax Raad
Same subject: benchmarks
A company's staff-engineer bar should be set against the best companies in the industry rather than against its own history, which is what makes title inflation a real cost.
Last stated 1 Apr 2026 · 5 months ago
Holds TP Thuan Pham
Same subject: benchmarks
A speed difference between languages that share the LLVM backend measures the benchmark author, not the languages.
Last stated 22 Mar 2025 · a year ago
Holds TH ThePrimeagen