Argus Digest: test

Scored 197 articles from 151 feeds; 15 included in digest.

Run ID: run-1787125645153

Generated: August 19, 2026 at 03:51 AM ET

Summaries: gemini-flash-lite-latest; enrichment 15/15 succeeded

Source Contribution
Source contribution summary for this digest
SourceTypeIncludedScored28d Digest Rate28d Avg Score28d Hotlist Hit7d Article Age28d Confidence
Bogleheads forumnews1105%0.050%1.0hStable
Guardiannews11010%0.210%10.9hStable
Hacker Newscommentary11010%0.240%2.3dStable
Medium Artificial Intelligence (keyword)commentary1106%0.100%0.8hStable
MyFTnews1106%0.050%5.1hStable
Reddit AI Warsnews110Collecting dataCollecting dataCollecting data15.1hCollecting
Reddit AntiAInews1108%0.120%8.1hStable
arXiv CompSci CLresearch110~6%~0.10~0%3.8hLow sample
arXiv CompSci MLresearch110~9%~0.09~0%3.8hLow sample
Medium AI (keyword)commentary196%0.100%0.9hStable
The Vergenews1312%0.160%7.8hStable
Atlas Obscuracommentary12~30%~0.65~0%11.7hLow sample
FT Alphavillenews11~12%~0.11~0%3.9hLow sample
MIT Business Researchresearch11Collecting dataCollecting dataCollecting data3.8hCollecting
ZD Netnews118%0.130%7.3hStable
Bloomberg Marketsnews0103%0.020%5.3hStable
NYT front page news0107%0.070%8.9hStable
WSJ US Businessnews0105%0.060%10.0hStable
Zero Hedgecommentary0103%0.010%9.6hStable
Seeking Alpha Newscommentary072%0.000%1.3hStable
India Timesnews061%0.010%3.7hStable
Outside Law School Scam - Commentscommentary05Collecting dataCollecting dataCollecting data15.7hCollecting
Reddit R/FuturesTradingnews05~4%~0.01~0%19.0hLow sample
Ars Technical All Newsnews0412%0.120%8.0hStable
Reddit R/Ethereumnews03~9%~0.08~0%2.8hLow sample
TechCrunchnews0310%0.110%8.4hStable
Daring Fireballcommentary02~17%~0.16~0%5.1hLow sample
Venture Beatcommentary02~0%~0.03~0%6.7hLow sample
WSJ Social Economynews025%0.010%6.1hStable
WSJ Tech news028%0.090%7.7hStable
AI Daily Brief YT podcastcommentary01Collecting dataCollecting dataCollecting data8.5hCollecting
Closing Line Substack news01Collecting dataCollecting dataCollecting data8.8hCollecting
El Reg Offbeatnews01Collecting dataCollecting dataCollecting data10.3hCollecting
Grumpy Economist (Cochrane)commentary01Collecting dataCollecting dataCollecting dataNo recent dataCollecting
Latent Spacecommentary01Collecting dataCollecting dataCollecting data5.9hCollecting
MIT Research Generalresearch01Collecting dataCollecting dataCollecting data6.3hCollecting
OpenClaw: discovery-rankcurated01Collecting dataCollecting dataCollecting dataNo recent dataCollecting
SEC Press Releases policy_release01Collecting dataCollecting dataCollecting data11.3hCollecting
The Atlanticnews0110%0.100%9.0hStable

Source: Bogleheads forum

Type: news

Included: 1

Scored: 10

28d Digest Rate: 5%

28d Avg Score: 0.05

28d Hotlist Hit: 0%

7d Article Age: 1.0h

28d Confidence: Stable

Source: Guardian

Type: news

Included: 1

Scored: 10

28d Digest Rate: 10%

28d Avg Score: 0.21

28d Hotlist Hit: 0%

7d Article Age: 10.9h

28d Confidence: Stable

Source: Hacker News

Type: commentary

Included: 1

Scored: 10

28d Digest Rate: 10%

28d Avg Score: 0.24

28d Hotlist Hit: 0%

7d Article Age: 2.3d

28d Confidence: Stable

Source: Medium Artificial Intelligence (keyword)

Type: commentary

Included: 1

Scored: 10

28d Digest Rate: 6%

28d Avg Score: 0.10

28d Hotlist Hit: 0%

7d Article Age: 0.8h

28d Confidence: Stable

Source: MyFT

Type: news

Included: 1

Scored: 10

28d Digest Rate: 6%

28d Avg Score: 0.05

28d Hotlist Hit: 0%

7d Article Age: 5.1h

28d Confidence: Stable

Source: Reddit AI Wars

Type: news

Included: 1

Scored: 10

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 15.1h

28d Confidence: Collecting

Source: Reddit AntiAI

Type: news

Included: 1

Scored: 10

28d Digest Rate: 8%

28d Avg Score: 0.12

28d Hotlist Hit: 0%

7d Article Age: 8.1h

28d Confidence: Stable

Source: arXiv CompSci CL

Type: research

Included: 1

Scored: 10

28d Digest Rate: ~6%

28d Avg Score: ~0.10

28d Hotlist Hit: ~0%

7d Article Age: 3.8h

28d Confidence: Low sample

Source: arXiv CompSci ML

Type: research

Included: 1

Scored: 10

28d Digest Rate: ~9%

28d Avg Score: ~0.09

28d Hotlist Hit: ~0%

7d Article Age: 3.8h

28d Confidence: Low sample

Source: Medium AI (keyword)

Type: commentary

Included: 1

Scored: 9

28d Digest Rate: 6%

28d Avg Score: 0.10

28d Hotlist Hit: 0%

7d Article Age: 0.9h

28d Confidence: Stable

Source: The Verge

Type: news

Included: 1

Scored: 3

28d Digest Rate: 12%

28d Avg Score: 0.16

28d Hotlist Hit: 0%

7d Article Age: 7.8h

28d Confidence: Stable

Source: Atlas Obscura

Type: commentary

Included: 1

Scored: 2

28d Digest Rate: ~30%

28d Avg Score: ~0.65

28d Hotlist Hit: ~0%

7d Article Age: 11.7h

28d Confidence: Low sample

Source: FT Alphaville

Type: news

Included: 1

Scored: 1

28d Digest Rate: ~12%

28d Avg Score: ~0.11

28d Hotlist Hit: ~0%

7d Article Age: 3.9h

28d Confidence: Low sample

Source: MIT Business Research

Type: research

Included: 1

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 3.8h

28d Confidence: Collecting

Source: ZD Net

Type: news

Included: 1

Scored: 1

28d Digest Rate: 8%

28d Avg Score: 0.13

28d Hotlist Hit: 0%

7d Article Age: 7.3h

28d Confidence: Stable

Source: Bloomberg Markets

Type: news

Included: 0

Scored: 10

28d Digest Rate: 3%

28d Avg Score: 0.02

28d Hotlist Hit: 0%

7d Article Age: 5.3h

28d Confidence: Stable

Source: NYT front page

Type: news

Included: 0

Scored: 10

28d Digest Rate: 7%

28d Avg Score: 0.07

28d Hotlist Hit: 0%

7d Article Age: 8.9h

28d Confidence: Stable

Source: WSJ US Business

Type: news

Included: 0

Scored: 10

28d Digest Rate: 5%

28d Avg Score: 0.06

28d Hotlist Hit: 0%

7d Article Age: 10.0h

28d Confidence: Stable

Source: Zero Hedge

Type: commentary

Included: 0

Scored: 10

28d Digest Rate: 3%

28d Avg Score: 0.01

28d Hotlist Hit: 0%

7d Article Age: 9.6h

28d Confidence: Stable

Source: Seeking Alpha News

Type: commentary

Included: 0

Scored: 7

28d Digest Rate: 2%

28d Avg Score: 0.00

28d Hotlist Hit: 0%

7d Article Age: 1.3h

28d Confidence: Stable

Source: India Times

Type: news

Included: 0

Scored: 6

28d Digest Rate: 1%

28d Avg Score: 0.01

28d Hotlist Hit: 0%

7d Article Age: 3.7h

28d Confidence: Stable

Source: Outside Law School Scam - Comments

Type: commentary

Included: 0

Scored: 5

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 15.7h

28d Confidence: Collecting

Source: Reddit R/FuturesTrading

Type: news

Included: 0

Scored: 5

28d Digest Rate: ~4%

28d Avg Score: ~0.01

28d Hotlist Hit: ~0%

7d Article Age: 19.0h

28d Confidence: Low sample

Source: Ars Technical All News

Type: news

Included: 0

Scored: 4

28d Digest Rate: 12%

28d Avg Score: 0.12

28d Hotlist Hit: 0%

7d Article Age: 8.0h

28d Confidence: Stable

Source: Reddit R/Ethereum

Type: news

Included: 0

Scored: 3

28d Digest Rate: ~9%

28d Avg Score: ~0.08

28d Hotlist Hit: ~0%

7d Article Age: 2.8h

28d Confidence: Low sample

Source: TechCrunch

Type: news

Included: 0

Scored: 3

28d Digest Rate: 10%

28d Avg Score: 0.11

28d Hotlist Hit: 0%

7d Article Age: 8.4h

28d Confidence: Stable

Source: Daring Fireball

Type: commentary

Included: 0

Scored: 2

28d Digest Rate: ~17%

28d Avg Score: ~0.16

28d Hotlist Hit: ~0%

7d Article Age: 5.1h

28d Confidence: Low sample

Source: Venture Beat

Type: commentary

Included: 0

Scored: 2

28d Digest Rate: ~0%

28d Avg Score: ~0.03

28d Hotlist Hit: ~0%

7d Article Age: 6.7h

28d Confidence: Low sample

Source: WSJ Social Economy

Type: news

Included: 0

Scored: 2

28d Digest Rate: 5%

28d Avg Score: 0.01

28d Hotlist Hit: 0%

7d Article Age: 6.1h

28d Confidence: Stable

Source: WSJ Tech

Type: news

Included: 0

Scored: 2

28d Digest Rate: 8%

28d Avg Score: 0.09

28d Hotlist Hit: 0%

7d Article Age: 7.7h

28d Confidence: Stable

Source: AI Daily Brief YT podcast

Type: commentary

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 8.5h

28d Confidence: Collecting

Source: Closing Line Substack

Type: news

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 8.8h

28d Confidence: Collecting

Source: El Reg Offbeat

Type: news

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 10.3h

28d Confidence: Collecting

Source: Grumpy Economist (Cochrane)

Type: commentary

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: No recent data

28d Confidence: Collecting

Source: Latent Space

Type: commentary

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 5.9h

28d Confidence: Collecting

Source: MIT Research General

Type: research

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 6.3h

28d Confidence: Collecting

Source: OpenClaw: discovery-rank

Type: curated

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: No recent data

28d Confidence: Collecting

Source: SEC Press Releases

Type: policy_release

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 11.3h

28d Confidence: Collecting

Source: The Atlantic

Type: news

Included: 0

Scored: 1

28d Digest Rate: 10%

28d Avg Score: 0.10

28d Hotlist Hit: 0%

7d Article Age: 9.0h

28d Confidence: Stable

Scored by: gemini-flash-lite-latest (google)

Supersonic Trebuchet [video]

Hacker News | positive | Published: 20:18 Aug 14, 2026 (Eastern)

This is a YouTube video titled "Supersonic Trebuchet" shared on Hacker News, with an accompanying comments link.

Keywords: trebuchet, supersonic, physics, experiment, video

The Most Remote Place on Earth Has Space Junk and a Sea Monster

Atlas Obscura | neutral | Published: 16:36 Aug 08, 2026 (Eastern)

Point Nemo is identified as the most remote place on Earth, located in the South Pacific Ocean at coordinates 48°52.6’S 123°23.6’W, equidistant from Ducie Island, Motu Nui, and Maher Island. Calculated in 1992 by Hrvoje Lukatela using a geospatial program named Hipparchus, the location is named after Captain Nemo from Jules Verne's novels. Because of its extreme isolation, the area is frequently used as a controlled crash site and "Spacecraft Cemetery" for decommissioned spacecraft, including the Mir space station. Additionally, H.P. Lovecraft situated his fictional sunken city of R’lyeh near these waters in his 1928 story "The Call of Cthulhu," and oceanographers recorded an enigmatic ultra-low-frequency sound known as "the Bloop" nearby in 1997.

Keywords: Point Nemo, South Pacific, Spacecraft Cemetery, H.P. Lovecraft, Cthulhu, The Bloop, Jules Verne

Craig Wright, academic publishing phenomenon

FT Alphaville | neutral | Subscription | Published: 01:00 Aug 19, 2026 (Eastern)

An FT Alphaville article examines the academic publishing output of Craig Wright—described as the individual who did not invent Bitcoin—noting scholarly works attributed to him on topics including black holes, neoliberalism, penis length, and dogmatism.

Keywords: Craig Wright, academic publishing, black holes, neoliberalism, penis length, dogmatism, Bitcoin

Obsessed with . . . sweetcorn

MyFT | positive | Subscription | Published: 00:00 Aug 19, 2026 (Eastern)

Sweetcorn is appearing everywhere this summer in dishes ranging from cornbreads to ice cream and cocktails, bridging the divide between sweet and savoury.

Keywords: sweetcorn, summer food trends, ice cream, cocktails, cornbread

Exit review – a circus squad who really drive each other up the wall

Guardian | positive | Subscription | Published: 16:00 Aug 18, 2026 (Eastern)

This Guardian review discusses Exit, a family-friendly Belgian circus production choreographed by Piet Van Dycke and performed at Zoo Southside in Edinburgh until August 30. The show features a rotating cast of four performers utilizing a scaffold structure with multiple doors and a wall that transforms into a teeterboard. While praising the cast's strength, skill, and teamwork, as well as Bastiaan van Vuuren's score and the set design, the reviewer notes that the production ultimately stays too long in one register and would benefit from added mystery.

Keywords: circus, acrobatics, Edinburgh Festival Fringe, Piet Van Dycke, Zoo Southside, performance art

Personal Consumer Issues • Re: Wrap Around Style Sunglasses?

Bogleheads forum | neutral | Published: 02:14 Aug 19, 2026 (Eastern)

A forum poster on Bogleheads discusses noticing wrap-around style sunglasses worn by law enforcement officers and fishermen in movies and television shows, specifically mentioning the dark aviator-style sunglasses worn by character Mort Mills as a highway patrol officer in Alfred Hitchcock's 1960 film Psycho.

Keywords: sunglasses, Psycho, Alfred Hitchcock, movie fashion, forum

AI Dream Analysis: What a 2026 Study Found

Medium Artificial Intelligence (keyword) | neutral | Published: 02:59 Aug 19, 2026 (Eastern)

The article discusses AI dream analysis, explaining that tools like ChatGPT can be used to read a described dream and generate likely symbols, emotions, and themes in a fast process.

Keywords: AI dream analysis, ChatGPT, dreams, artificial intelligence, 2026 study

I wanted my team’s AI to share a memory. The hard part isn’t what I thought.

Medium AI (keyword) | neutral | Published: 03:02 Aug 19, 2026 (Eastern)

The author discusses an idea regarding team AI sharing a memory and notes that the hard part was unexpected.

Keywords: AI, artificial intelligence, memory, technology, software development

Startup brings ancient Roman concrete technology to modern construction

MIT Business Research | neutral | Published: 00:00 Aug 19, 2026 (Eastern)

MIT Associate Professor Admir Masic co-founded the startup DMAT to commercialize concrete technology inspired by the self-healing properties of ancient Roman construction. DMAT has developed concrete additives that increase structural lifespan by 50 percent while reducing CO2 emissions to 40% compared to traditional concrete. The company's products have been utilized in European infrastructure projects such as underground water tanks, road barriers, and pavement, with upcoming plans for U.S. expansion.

Keywords: startup, Roman concrete, construction, sustainability, technology

Robin Williams’ Instagram account brought back to fight ‘AI abuse’

The Verge | mixed | Published: 15:48 Aug 18, 2026 (Eastern)

The children of late actor Robin Williams—Zak, Zelda, and Cody—are taking over his Instagram account to make it a safe and trusted space. According to the article, this move follows statements by Zelda Williams speaking out against the use of her father's AI likeness.

Keywords: Robin Williams, Instagram, Artificial Intelligence, AI abuse, Celebrity estate

SPSA Hyperparameter Tuning for Variational Quantum Natural Language Inference

arXiv CompSci ML | neutral | Published: 00:00 Aug 19, 2026 (Eastern)

This research article evaluates the use of simultaneous perturbation stochastic approximation (SPSA) for hyperparameter tuning in a variational quantum natural language inference (QNLI) classifier consisting of 6 qubits and 60 parameters. By testing various perturbation scales, learning rates, and gain-decay schedules, the authors found that an AdamW-style SPSA configuration achieved a test accuracy of 55% over the default configuration's 49%. However, these SPSA methods still underperformed compared to parameter-shift baselines by 16 to 19 percentage points due to the high variance of the two-sample gradient estimates over 40 epochs. Classical-gain SPSA and Bures-preconditioned SPSA yielded lower test accuracies of 51% and 46%, respectively, with Bures-preconditioning noted as amplifying the perturbation noise.

Keywords: quantum computing, hyperparameter tuning, machine learning, natural language inference, SPSA

The Authenticity Gap in Human Evaluation

arXiv CompSci CL | neutral | Published: 00:00 Aug 19, 2026 (Eastern)

The article examines the standard protocol for human evaluation in natural language generation (NLG), which involves collecting and averaging annotator ratings to rank systems. Using economic utility theory, the author identifies implicit assumptions about annotators that are frequently violated in practice, noting that Likert scales can even reverse true preferences. To address these limitations in open-ended tasks like story generation, the paper introduces a new human evaluation protocol called system-level probabilistic assessment (SPA). The author demonstrates that SPA successfully recovers the ordering of GPT-3 models by size with statistically significant results, whereas the standard protocol fails to recover the expected preferences.

Keywords: natural language generation, human evaluation, utility theory, Likert scales, GPT-3

I tested GNOME's glassy new look - and it's simply spectacular

ZD Net | positive | Published: 16:32 Aug 18, 2026 (Eastern)

The author reviews Aura Glass, a new customization option that gives the GNOME desktop a glassy, Apple-like appearance. The article describes the visual and functional changes introduced by Aura Glass, including dynamic frosted glass, true background blur, and adaptive accent colors, and notes that it can be installed on GNOME versions 48, 49, and 50 across distributions such as Ubuntu, Debian, Fedora, Arch, and CachyOS. Additionally, the text provides a brief installation guide utilizing Git and a text-based setup wizard.

Keywords: GNOME, Aura Glass, desktop environment, software review, technology

ChatGPT has all but stopped citing Reddit on August 14

Reddit AI Wars | neutral | Published: 14:51 Aug 18, 2026 (Eastern)

According to Promptwatch reports, Reddit's share of ChatGPT Search citations experienced an 86% decline on August 14, 2026, dropping from approximately 3.8% to about 0.5%.

Keywords: ChatGPT, Reddit, Promptwatch, Search citations, AI

Young People Hate AI CEOs So Passionately That It's Almost Hard to Believe

Reddit AntiAI | negative | Published: 12:34 Aug 18, 2026 (Eastern)

A Reddit post from the r/antiai community links to a Futurism article discussing young people's strong negative sentiment toward AI CEOs and executives, based on a poll.

Keywords: artificial intelligence, CEOs, youth, poll, tech executives