Links For July 2026 (Part 2)

Astral Codex Ten · collected 2026-08-19 · by Scott Alexander commentary
Read the original at Astral Codex Ten ↗

Summary

The author provides a collection of links to various online articles and discussions about etymology, language, AI, and history. One notable item is that the CEO of Pangram, an AI writing tool, acknowledged that his company's tool was producing inaccurate results for short documents due to its chunking algorithm. However, he claimed this issue has been fixed in the latest version of the software. The author also links to a study suggesting that AI can be more persuasive than human experts, but only when given ample time and resources.
Written by the local model on 2026-08-20, using this article's own text rather than the other coverage of the same event (that is the story summary below).

Signals How these are calculated →

Claims extracted
160
claim-shaped sentences
Uncertain
13%
21 of 160 hedged
Leaning
not scored
needs a local LLM pass
Publisher trust
not scored
Commentary is not rated for newsroom trust
Outlets on this story
1
Technology
Narrative spread
1
articles carrying this framing
Analyzed 2026-08-20 · source text last changed 2026-08-20 · how these are computed

AI analysis (generated at analysis time, not now)

Story summary

The article discusses a website called Pangram, which uses artificial intelligence to track the percentage of content that is AI-written versus human-written. The author, Scott Alexander, mentions that Freddie de Boer has written a critical piece about Pangram's AI tracker, which allegedly behaves in bizarre ways. The CEO of Pangram appeared in the comments and attributed these issues to the way the site chunks text into around 300- word sections, causing the tracker to misbehave. This article is part 2 of a series and includes links to various topics, including etymology and mysticism, but does not provide further information on the criticism of Pangram's AI tracker.

Written for “Tech Industry News Update” on 2026-08-31, grounded in this article and the 0 other(s) covering the same event.
Why this leaning score
This article does not take a side on a contested political question, so it has no leaning score. That is an answer rather than a gap: a match report or a rescue can be warmly or critically written without being left or right, and scoring it anyway is how approval of a subject gets recorded as a political position.
No political leaning scored for article 1377 · logged 2026-08-21

Story

📰 Tech Industry News Update
Technology · 1 article(s) covering the same event. This is the one the site leads with.

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

Compared with similar articles

This article reads unscored and hedges 13% of its claims. Each row says how that neighbour differs.
ABC News: Top Stories
⚖️ leaning not scored 🔴 25% hedged 2 of 8 📰 publisher trust 94
“Article A describes a rescue and adoption incident, while Article B appears to be a collection of links with no connection to an incident or event.”

Publisher

Astral Codex Ten · 25 article(s) · 2 correction(s) detected

Commentary. The three signals behind a trust score all measure a newsroom's record with its own reporting, so they are not computed for this source. How trust is scored.

No corrections detected for this publisher. That may mean careful reporting, or simply that nothing has been checked.

Who wrote this

Scott Alexander
25 article(s) here · 1 carrying a prediction
🔮 [This is one of the finalists in the 2026 book review contest, written by an ACX reader who will remain anonymous until after voting is done.
🔮 This year’s survey will probably take 30 - 45 minutes.
2026-08-27 · assertive framing · Take The 2026 ACX Survey
🔮 It’s not necessarily wrong to deprioritize a topic because it vaguely reminds you of something that you have negative affect toward, but I would prefer these people admit they’re dismissing/ignoring it rather than claim to be engaging with it.
🔮 I don’t know, but he may have misinterpreted my original tweet as saying income doesn’t matter at all, in which case this data functions as an effective rebuttal.
2026-08-25 · assertive framing · Re: Re: Re: Pritchard On Liberal Happiness
🔮 [This is one of the finalists in the 2026 book review contest, written by an ACX reader who will remain anonymous until after voting is done.
🔮 Matt says his highest priority colleges that don’t have an organizer yet are MIT, Claremont, Northwestern, Carnegie Mellon, Amherst, Notre Dame, Duke, CalTech, Georgetown, UCLA, Dartmouth, Vanderbilt, Harvard, NYU, Williams, GWU, American University, Rutgers, and UNC Chapel Hill.
2026-08-24 · assertive framing · Open Thread 448
🔮 We (ACX and an effective altruist organization called Nest who are sponsoring this) will give you free advertising and cover your costs.
2026-08-21 · assertive framing · College EA Meetups Everywhere: Call For Organizers
🔮 I remember when arguments about AI were things like “Sure, if you could magically get billions of dollars of compute, and magically scale AI up a thousand times, and magically get rid of hallucinations…” and the whole implausibility hinged on the word “magic”!
🔮 On average, commenters will end up spotting evidence that around two or three of the links in each links post are wrong or misleading.
2026-08-19 · assertive framing · Links For July 2026 (Part 2)
🔮 There are many reasons to believe in such assistance: Napoleon’s rise from Corsican nobody to Emperor and would-be world conqueror was a bizarre deviation from the usual pattern of history.
2026-08-19 · assertive framing · Why I'm Staying Out Of The Substack Religion Debate
Also by Scott Alexander
Open Thread 449
2026-08-31 · Astral Codex Ten
Hidden Open Thread 448.5
2026-08-28 · Astral Codex Ten
Take The 2026 ACX Survey
2026-08-27 · Astral Codex Ten
Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 25 articles by Scott Alexander →

Topics

Pangram Pangram 4 Polish St. Augustine do off

Subjects

Pangram ORG · 3× St. Augustine GPE · 2× Freddie de Boer’s PERSON · 1× Leber PERSON · 1× Polish NORP · 1× Tom di Mino PERSON · 1× do off ORG · 1×

Narrative

This remained true even when “expert humans chose their issues, researched in advance, underwent hours of live, structured practice, and were incentivized with £1,000 cash bonuses” and even after “experts received a coaching tool that let them practice against the AI that beat them, review their performance history, and see what AI would have said at key moments”, and it remained true in a situation with real-world consequences (convincing people to actually donate money to a real charity).
framing: assertive · carried by 1 article(s) · first seen 2026-08-19
🔮 On average, commenters will end up spotting evidence that around two or three of the links in each links post are wrong or misleading.
2026-08-20 · Astral Codex Ten
Links For July 2026 (Part 2) · assertive framing

Claims (160 extracted, 21 hedged)

I haven’t independently verified each link. asserted
I → verify → link
On average, commenters will end up spotting evidence that around two or three of the links in each links post are wrong or misleading. asserted
two → end → post
I correct these as I see them, and will highlight important corrections later, but I can’t guarantee I will have caught them all by the time you read this. asserted
you → correct → this
41: Today in etymology, h/t @TheHistoryOfTh2: “don” (as in to don gay apparel) was originally a contraction of do on; “doff” (as in to doff one’s hat) was originally a contraction of do off. asserted
doff → don → off
Related: the archaic word “nigh”, meaning close, is mostly forgotten except in the phrase “the end is nigh”. asserted
end → mean → phrase
But its comparative (nigh-er) survives as “near”, and its superlative (nigh-est) survives as “next”. asserted
superlative → survive → next
42: This @St_Rev tweet helped me connect different forms of mystical experience in a productive way: asserted
me → help → way
There’s a lot of bad criticism of Pangram, but Freddie de Boer’s seems fair enough. asserted
Boer → ’ → Pangram
He gives some good examples of Pangram’s AI percent tracker (eg “100% AI-written”) behaving in bizarre ways. asserted
He → give → ways
The CEO of Pangram showed up in the comments and admitted the behavior was bizarre; he attributed it to Pangram chunking text into ~300-word intervals, so anything that relies on sub-300-word resolution will give bad results. asserted
that → show → results
The synthesis AIUI is that you can still trust Pangram for long documents, but shorter excerpts will at the very least have the wrong percent attached to them. asserted
percent → trust → them
Since most people use Pangram for long documents, I don’t think this needs to be more than an asterisk, but it’s still good to know. asserted
it → use → asterisk
My favorite response is @hradzka’s: “We got more St. Augustine before The Winds Of Winter”. asserted
We → get → Winter
45: Claim: AI is now better at persuading people than expert humans like champion debaters and professional canvassers (paper, tweet thread). uncertain
AI → persuade → debaters
This remained true even when “expert humans chose their issues, researched in advance, underwent hours of live, structured practice, and were incentivized with £1,000 cash bonuses” and even after “experts received a coaching tool that let them practice against the AI that beat them, review their performance history, and see what AI would have said at key moments”, and it remained true in a situation with real-world consequences (convincing people to actually donate money to a real charity). asserted
people → remain → charity
However, the AIs regress back to human level when forced to respond “at human speeds and with human-length messages”. asserted
AIs → regress → messages
Obviously this is just one, slightly hokey operationalization of “persuasion” and they still can’t do miracles. asserted
they → do → miracles
Still, this is a good time to reread my post Sakana, Strawberry, and Scary AI. asserted
this → reread → post
In the past, we thought “AGI” would “be here” when AIs could play chess, prove novel mathematical theorems, create art, or write award-winning short stories; now all those things have happened, but they feel sort of like “cheating” and like they shouldn’t count. uncertain
they → think → cheating
Likewise, in the past, we thought we’d agree that AI was “dangerous” after it hacked out of its sandbox, lied to users, or tried to escape monitoring. asserted
it → think → monitoring
Again all those things have happened; again, they somehow feel too cheap. asserted
they → happen → ?
This paper seems like the same process coming for “superpersuasion”. asserted
paper → seem → superpersuasion
We thought there would be some cool scary high-tech future where AIs could outpersuade humans. uncertain
AIs → think → humans
Now that it’s happened, it’s only happening for some specific boring reason, in some specific situation, so it feels like it shouldn’t count. asserted
it → happen → situation
There’s plausibly a motte-and-bailey going on here between “AI could never outpersuade humans” and “AI could never do godlike persuasion where it can persuade anyone of anything in one second”. uncertain
it → ’ → second
While the latter remains dubious, the only intuitively-compelling specific fundamental limit was “the human level”; now that that’s been breached, we get to see how far it takes us. asserted
it → remain → us
46: Nominative determinism, h/t @doubleunplussed: engineer Tom di Mino claims to have cracked Linear A, the writing system of ancient Crete. uncertain
Mino → claim → Crete
47: “If Persona Selection underlies alignment, why is it hard to get AIs to be honest? asserted
AIs → underlie → alignment
Tell them they’re Fred Rogers, Immanuel Kant, or Ned Stark.” asserted
they → tell → them
48: More interesting things happening in AI alignment: IMHO this will definitely definitely not work, but I imagine many of the people in the world best-qualified to work on it are ACX readers, so feel free to apply for what will probably be extremely fun and lucrative jobs at this insane company. asserted
what → happen → company
West Africa is being terrorized by a jihadist organization called Support Group For Muslims. asserted
Africa → terrorize → Muslims
Between these people and M.I.L.F., I’m ready to conclude that Islamic extremism has a branding problem. asserted
extremism → ’m → problem
When Trump and Elon Musk dismantled USAID (including PEPFAR distribution services) in early 2025, scientists warned that this could cost thousands or millions of lives. uncertain
this → dismantle → lives
@AviBittMD points out that there hasn’t been any excess mortality in South Africa, an AIDS hotspot where we would expect these deaths to be concentrated. asserted
deaths → point → Africa
@alexkesin has a good response: after a brief dip, the number of people on PEPFAR-provided treatment is back to the same level as before the cuts! asserted
number → have → cuts
This seems to be a combination of various government agencies walking back most of the administration’s PEPFAR cuts after a few months, and foreign nations and private charities filling in the gap until this happened. asserted
this → seem → gap
Related: Asterisk: What’s The State Of PEPFAR Now? asserted
State → ’ → PEPFAR
Has anyone researched whether we should update towards international development aid working better than expected, vs. just assume that this is an effect of being in the EU (or being a country which has just cast off communism) which is only coincidentally related to EU aid levels? asserted
which → research → levels
New Chinese model Kimi K3 is out and very good, but is unfortunately causing a repeat “Deepseek moment” where everyone panics and says that China has caught up to / surpassed the US. asserted
China → cause → US
I briefly got caught in the crossfire because I’d written days earlier that China was 6-12 months behind and people were telling me it “hadn’t aged well” (I hate that expression). asserted
I → catch → expression
…and 120 more, not listed.
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