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The Productivity J-Curve [pdf] (2018)

https://ide.mit.edu/sites/default/files/publications/jcurve.pdf
21•kioku•3d ago

Comments

curio_Pol_curio•1d ago
If you are one of those that are amused by attempts to synthesize paradigms, here's one that superposes J-curve on the hype curve

https://www.financialprofessionals.org/training-resources/re...

Q: The J-dip is where capital stock is just about to overtake investment growth, why should it lag the hype trough where presumably value overtakes interest ?

ok123456•1h ago
This completely breaks down under the current reality of AI investment, as players large and small are no longer price-takers. The marginal costs of investment are not constant because we have finite supplies of GPUs, TPUs, memory, hard drives, and power. The Hamiltonian in equations 5 and 6 needs to account for this.
metalliqaz•1h ago
are you saying that previous technologies had effectively infinite supply?
ok123456•52m ago
No. I'm stating where the paper's assumptions are clearly violated.

AI companies are intentionally trying to monopolize the supply of inputs needed for R&D. This violates homogeneity of degree 1.

jmalicki•46m ago
It's not that supply was actually infinite, but you didn't realistically have situations where you said "I want to buy GPUs for a data center" only to be told "there's a 3 year waiting list."

You might have two months after NVidia 3090s came out where they were short, but it is nothing like today.

alephnerd•23m ago
FYI about terminology before people who don't read the paper comment

1. GPT means general purpose technology or any sort of new technology that has a compounding effect on productivity, not the OpenAI model.

2. Productivity in this case means economic output, not the colloquial definition that means "hard work". If it takes 5 automtive factory workers to assemble a car manually but 2 with industrial automation, then the latter are more productive than the former despite expending equal amounts of effort.

3. The crux of this paper is that existing economic metrics are not able to adequately measure the impact of IP and R&D driven innovations in the larger economy. For example, think about how it took 20-30 years for traditional econometrics to fully gauge the impact of digitization and industrial automation that began in earnest in the 1990s and early 2000s.

Project Valhalla, Explained: How a Decade of Work Arrives in JDK 28

https://www.jvm-weekly.com/p/project-valhalla-explained-how-a
397•philonoist•10h ago•229 comments

DuckDB Internals: Why Is DuckDB Fast? (Part 1)

https://www.greybeam.ai/blog/duckdb-internals-part-1
337•marklit•3d ago•96 comments

The Productivity J-Curve [pdf] (2018)

https://ide.mit.edu/sites/default/files/publications/jcurve.pdf
21•kioku•3d ago•7 comments

Zen and the Art of Machine Learning Research

https://blog.jxmo.io/p/zen-and-the-art-of-machine-learning
168•jxmorris12•3d ago•52 comments

Ten years of ClickHouse in open source

https://clickhouse.com/blog/open-source-10
186•saisrirampur•3d ago•60 comments

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292•speckx•4d ago•43 comments

I found 10k GitHub repositories distributing Trojan malware

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161•mcanouil•4d ago•60 comments

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267•herbertl•17h ago•476 comments

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93•joachimhs•4d ago•25 comments

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11•Petiver•2d ago•2 comments

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227•niyikiza•18h ago•88 comments

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Ubiquiti: Enterprise NAS, Built on ZFS

https://blog.ui.com/article/introducing-enterprise-nas
384•ksec•1d ago•317 comments

.gitignore Isn't the only way to ignore files in Git

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492•FergusArgyll•1d ago•156 comments

CS 6120: Advanced Compilers: The Self-Guided Online Course (2020)

https://www.cs.cornell.edu/courses/cs6120/2025fa/self-guided/
409•ibobev•1d ago•57 comments

SMTP Relay with Web Dashboard

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101•geox•6h ago•57 comments

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66•evakhoury•3d ago•48 comments

Datasette Apps: Host custom HTML applications inside Datasette

https://simonwillison.net/2026/Jun/18/datasette-apps/
119•lumpa•15h ago•51 comments

Hospitals and universities repurposing drugs at lower cost

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323•giuliomagnifico•1d ago•154 comments

Flexport (YC W14) Is Hiring in Indonesia, India, and Thailand

https://www.flexport.com/company/careers/
1•thedogeye•15h ago

If your product is Great, it doesn't need to be Good (2010)

http://paulbuchheit.blogspot.com/2010/02/if-your-product-is-great-it-doesnt-need.html
131•skogstokig•3d ago•92 comments

W Social, public institutions and the theater of European digital sovereignty

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247•nemoniac•1d ago•154 comments

Modos Color Monitor Pushes E-Paper Displays Further

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321•Vinnl•1d ago•74 comments

Cell-based architecture for resilient payment systems

https://americanexpress.io/cell-based-architecture-for-resilient-payment-systems/
140•birdculture•3d ago•58 comments

Show HN: Talos – Open-source WASM interpreter for Lean

https://github.com/cajal-technologies/talos
77•mfornet•1d ago•19 comments