Argus Digest: test

Scored 170 articles from 150 feeds; 15 included in digest.

Run ID: run-1784533351163

Generated: July 20, 2026 at 03:45 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 forumnews1104%0.030%1.0hStable
Guardiannews1104%0.130%10.9hStable
Hacker Newscommentary1107%0.170%1.9dStable
Medium Artificial Intelligence (keyword)commentary1107%0.070%0.9hStable
MyFTnews1104%0.030%4.8hStable
Reddit AntiAInews110~7%~0.09~0%11.8hLow sample
Reddit R/Bitcoinnews110~5%~0.05~0%8.6hLow sample
arXiv CompSci CLresearch110~2%~0.04~0%3.9hLow sample
arXiv CompSci MLresearch110~1%~0.03~0%3.9hLow sample
NYT front page news196%0.050%7.0hStable
Medium AI (keyword)commentary178%0.070%0.9hStable
WSJ Tech news155%0.040%6.6hStable
Atlas Obscuracommentary14~33%~0.65~0%11.9hLow sample
The Vergenews1212%0.140%7.7hStable
Ars Technical All Newsnews1113%0.090%8.4hStable
Bloomberg Marketsnews0101%0.010%6.7hStable
Zero Hedgecommentary0102%0.020%9.6hStable
WSJ US Businessnews086%0.040%7.7hStable
Seeking Alpha Newscommentary072%0.010%1.4hStable
India Timesnews062%0.010%4.6hStable
TechCrunchnews037%0.070%7.1hStable
FT Alphavillenews02~9%~0.08~0%7.6hLow sample
Reddit R/Ethereumnews02~4%~0.03~0%5.1hLow sample
BIG by Matt Stollercommentary01Collecting dataCollecting dataCollecting data4.8hCollecting
Economist: Businessnews01Collecting dataCollecting dataCollecting data6.9hCollecting
Noahpinion commentary01Collecting dataCollecting dataCollecting data9.2hCollecting
The Atlanticnews0111%0.100%8.7hStable

Source: Bogleheads forum

Type: news

Included: 1

Scored: 10

28d Digest Rate: 4%

28d Avg Score: 0.03

28d Hotlist Hit: 0%

7d Article Age: 1.0h

28d Confidence: Stable

Source: Guardian

Type: news

Included: 1

Scored: 10

28d Digest Rate: 4%

28d Avg Score: 0.13

28d Hotlist Hit: 0%

7d Article Age: 10.9h

28d Confidence: Stable

Source: Hacker News

Type: commentary

Included: 1

Scored: 10

28d Digest Rate: 7%

28d Avg Score: 0.17

28d Hotlist Hit: 0%

7d Article Age: 1.9d

28d Confidence: Stable

Source: Medium Artificial Intelligence (keyword)

Type: commentary

Included: 1

Scored: 10

28d Digest Rate: 7%

28d Avg Score: 0.07

28d Hotlist Hit: 0%

7d Article Age: 0.9h

28d Confidence: Stable

Source: MyFT

Type: news

Included: 1

Scored: 10

28d Digest Rate: 4%

28d Avg Score: 0.03

28d Hotlist Hit: 0%

7d Article Age: 4.8h

28d Confidence: Stable

Source: Reddit AntiAI

Type: news

Included: 1

Scored: 10

28d Digest Rate: ~7%

28d Avg Score: ~0.09

28d Hotlist Hit: ~0%

7d Article Age: 11.8h

28d Confidence: Low sample

Source: Reddit R/Bitcoin

Type: news

Included: 1

Scored: 10

28d Digest Rate: ~5%

28d Avg Score: ~0.05

28d Hotlist Hit: ~0%

7d Article Age: 8.6h

28d Confidence: Low sample

Source: arXiv CompSci CL

Type: research

Included: 1

Scored: 10

28d Digest Rate: ~2%

28d Avg Score: ~0.04

28d Hotlist Hit: ~0%

7d Article Age: 3.9h

28d Confidence: Low sample

Source: arXiv CompSci ML

Type: research

Included: 1

Scored: 10

28d Digest Rate: ~1%

28d Avg Score: ~0.03

28d Hotlist Hit: ~0%

7d Article Age: 3.9h

28d Confidence: Low sample

Source: NYT front page

Type: news

Included: 1

Scored: 9

28d Digest Rate: 6%

28d Avg Score: 0.05

28d Hotlist Hit: 0%

7d Article Age: 7.0h

28d Confidence: Stable

Source: Medium AI (keyword)

Type: commentary

Included: 1

Scored: 7

28d Digest Rate: 8%

28d Avg Score: 0.07

28d Hotlist Hit: 0%

7d Article Age: 0.9h

28d Confidence: Stable

Source: WSJ Tech

Type: news

Included: 1

Scored: 5

28d Digest Rate: 5%

28d Avg Score: 0.04

28d Hotlist Hit: 0%

7d Article Age: 6.6h

28d Confidence: Stable

Source: Atlas Obscura

Type: commentary

Included: 1

Scored: 4

28d Digest Rate: ~33%

28d Avg Score: ~0.65

28d Hotlist Hit: ~0%

7d Article Age: 11.9h

28d Confidence: Low sample

Source: The Verge

Type: news

Included: 1

Scored: 2

28d Digest Rate: 12%

28d Avg Score: 0.14

28d Hotlist Hit: 0%

7d Article Age: 7.7h

28d Confidence: Stable

Source: Ars Technical All News

Type: news

Included: 1

Scored: 1

28d Digest Rate: 13%

28d Avg Score: 0.09

28d Hotlist Hit: 0%

7d Article Age: 8.4h

28d Confidence: Stable

Source: Bloomberg Markets

Type: news

Included: 0

Scored: 10

28d Digest Rate: 1%

28d Avg Score: 0.01

28d Hotlist Hit: 0%

7d Article Age: 6.7h

28d Confidence: Stable

Source: Zero Hedge

Type: commentary

Included: 0

Scored: 10

28d Digest Rate: 2%

28d Avg Score: 0.02

28d Hotlist Hit: 0%

7d Article Age: 9.6h

28d Confidence: Stable

Source: WSJ US Business

Type: news

Included: 0

Scored: 8

28d Digest Rate: 6%

28d Avg Score: 0.04

28d Hotlist Hit: 0%

7d Article Age: 7.7h

28d Confidence: Stable

Source: Seeking Alpha News

Type: commentary

Included: 0

Scored: 7

28d Digest Rate: 2%

28d Avg Score: 0.01

28d Hotlist Hit: 0%

7d Article Age: 1.4h

28d Confidence: Stable

Source: India Times

Type: news

Included: 0

Scored: 6

28d Digest Rate: 2%

28d Avg Score: 0.01

28d Hotlist Hit: 0%

7d Article Age: 4.6h

28d Confidence: Stable

Source: TechCrunch

Type: news

Included: 0

Scored: 3

28d Digest Rate: 7%

28d Avg Score: 0.07

28d Hotlist Hit: 0%

7d Article Age: 7.1h

28d Confidence: Stable

Source: FT Alphaville

Type: news

Included: 0

Scored: 2

28d Digest Rate: ~9%

28d Avg Score: ~0.08

28d Hotlist Hit: ~0%

7d Article Age: 7.6h

28d Confidence: Low sample

Source: Reddit R/Ethereum

Type: news

Included: 0

Scored: 2

28d Digest Rate: ~4%

28d Avg Score: ~0.03

28d Hotlist Hit: ~0%

7d Article Age: 5.1h

28d Confidence: Low sample

Source: BIG by Matt Stoller

Type: commentary

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 4.8h

28d Confidence: Collecting

Source: Economist: Business

Type: news

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 6.9h

28d Confidence: Collecting

Source: Noahpinion

Type: commentary

Included: 0

Scored: 1

28d Digest Rate: Collecting data

28d Avg Score: Collecting data

28d Hotlist Hit: Collecting data

7d Article Age: 9.2h

28d Confidence: Collecting

Source: The Atlantic

Type: news

Included: 0

Scored: 1

28d Digest Rate: 11%

28d Avg Score: 0.10

28d Hotlist Hit: 0%

7d Article Age: 8.7h

28d Confidence: Stable

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

The Darß Front Doors Path in Prerow, Germany

Atlas Obscura | positive | Published: 17:35 Jul 17, 2026 (Eastern)

The town of Prerow, located on the Fischland-Darß-Zingst peninsula in Germany, is home to a collection of elaborately decorated 18th-century front doors. These doors, which feature symbols representing protection and maritime themes, are now part of a 6-kilometer walking route known as the Darßer Haustürenpfad. While the tradition of creating these ornate doors waned after 1850, it was revived in 1931 when local officials began commissioning new, colorful versions based on the historical style.

Keywords: Prerow, Darß Front Doors Path, architecture, folklore, Germany, tradition

This unpronounceable series of glyphs is an incredible side project from Kieran Hebden (aka Four Tet)

The Verge | positive | Published: 17:02 Jul 19, 2026 (Eastern)

The Verge reports on a new project from Kieran Hebden, known as Four Tet, which features a title consisting of an unpronounceable and inconsistently rendered series of glyphs. The article notes that the release is difficult to search, pronounce, and view across different streaming platforms like YouTube Music, Apple Music, and Bandcamp.

Keywords: Four Tet, Kieran Hebden, Unicode, Music, Typography, Experimental

11,700 Free Photos from John Margolies' Archive of Americana Architecture

Hacker News | positive | Published: 19:44 Jul 15, 2026 (Eastern)

The Library of Congress has made a collection of over 11,700 color slides by art historian John Margolies available for free use and reuse. The archive documents roadside architecture across America, including themed motels, miniature golf courses, and commercial buildings, captured by Margolies over four decades. The collection is searchable online, with library staff providing subject and geographical metadata for the images.

Keywords: John Margolies, Americana, Roadside Architecture, Photography Archive, Architecture

Christopher Nolan on ‘The Odyssey’ and IMAX Technical Challenges

NYT front page | neutral | Subscription | Published: 12:23 Jul 17, 2026 (Eastern)

Director Christopher Nolan and cinematographer Hoyte van Hoytema discuss the technical challenges and filmmaking approach behind their IMAX feature film, 'The Odyssey.' The production relied on a combination of tactile, real-world filming locations and both century-old techniques and newly developed technologies, such as fire-mimicking lights. Nolan, who has long aimed to adapt the IMAX format for feature films, utilized the cameras for the entirety of the production.

Keywords: Christopher Nolan, Hoyte van Hoytema, filmmaking, IMAX, technology

Hits, misses and Muppets: the star-studded World Cup half-time show nobody asked for

Guardian | neutral | Subscription | Published: 18:11 Jul 19, 2026 (Eastern)

The 2026 World Cup final featured a half-time show and pre-match performances that drew criticism for violating the International Football Association’s 15-minute half-time mandate and reflecting an Americanization of the tournament. Pre-match entertainment included appearances by Post Malone, IShowSpeed, Jennifer Hudson, and Robbie Williams. The 11-minute half-time show featured performances by Madonna, the Muppets, BTS, Shakira, Burna Boy, Coldplay, and Justin Bieber. While the production was noted for its pacing, it received mixed reactions, including negative feedback from Wayne Rooney.

Keywords: World Cup, half-time show, sports entertainment, football, pop culture

Checkmate?

Reddit AntiAI | neutral | Published: 20:23 Jul 19, 2026 (Eastern)

This Reddit post, titled "Checkmate?" and submitted by user cancodeandstuff to the r/antiai subreddit, contains an external link to an image and a link to the discussion thread.

Keywords: Reddit, anti-AI, internet culture, online debate

How to Become an Irreplaceable Artist in The Age of AI

Medium Artificial Intelligence (keyword) | neutral | Published: 03:08 Jul 20, 2026 (Eastern)

This article discusses the changing role of artists in the age of artificial intelligence, asserting that artistic vision has become more important than production capability.

Keywords: artificial intelligence, art, creative process, technology

Crayotter: Traceable Multi-Agent Workflows for Long-Form Video Editing

arXiv CompSci CL | neutral | Published: 00:00 Jul 20, 2026 (Eastern)

Crayotter is an open-source, multimodal multi-agent system designed for prompt-driven, long-form video editing. The system focuses on making complex workflows traceable and inspectable by treating production components—such as retrieval reports, editing blueprints, and intermediate renders—as observable artifacts. This approach supports features like failure diagnosis, task resumption, and tool-grounded execution. In a 23-theme evaluation, Crayotter outperformed compared systems in theme alignment, narrative coherence, and editing smoothness.

Keywords: Crayotter, Video Editing, Artificial Intelligence, Multi-agent Systems, Software Development

Hierarchical Specialised Ensembles for Classification of Zebrafish Phenotypes Using the Selected Image Recognition Methods

arXiv CompSci ML | neutral | Published: 00:00 Jul 20, 2026 (Eastern)

This article introduces three hierarchical ensemble methods for classifying zebrafish phenotypes from embryo images. Each method uses a primary four-class classifier to identify initial categories, with a secondary stage employing different classifier designs to handle remaining images. The study evaluates these setups using ResNet18, ViT, and ConvNeXt architectures, finding that ConvNeXt offers the best overall performance and that a specialized multi-label ensemble provides the optimal balance for F1-scores.

Keywords: zebrafish, image recognition, computer vision, phenotype classification, academic research

Hummingbird: The Bitcoin Jungle Story | FULL MOVIE | Documentary

Reddit R/Bitcoin | neutral | Published: 16:55 Jul 19, 2026 (Eastern)

This Reddit post shares a link to 'Hummingbird: The Bitcoin Jungle Story,' a full-length documentary film available on YouTube.

Keywords: documentary, Bitcoin, cryptocurrency, finance, technology

An odyssey through Metlen’s interconnected solar empire

MyFT | neutral | Subscription | Published: 00:00 Jul 20, 2026 (Eastern)

This article from the Financial Times' Alphaville section provides brief commentary referencing sunlight as a disinfectant, alongside an image related to Metlen’s solar operations.

Keywords: solar energy, business, Metlen, corporate structure

Jamaica Built What the AI Industry Could Not

Medium AI (keyword) | neutral | Published: 03:08 Jul 20, 2026 (Eastern)

This Medium article posits that a significant AI architecture of the decade originated outside of major research laboratories in Jamaica.

Keywords: AI, technology, Jamaica, software architecture

India's first privately-developed rocket reaches orbit on dramatic debut launch

Ars Technical All News | positive | Published: 18:11 Jul 19, 2026 (Eastern)

Skyroot Aerospace successfully launched its Vikram-1 rocket from Sriharikota Island, marking the first time a privately-developed Indian rocket has reached orbit. The 72-foot-tall, solid-fueled rocket deployed its liquid-fueled fourth stage to reach a 280-mile-high orbit, carrying out the mission despite a brief technical delay before liftoff and a minor separation observation between the third and fourth stages.

Keywords: India, rocket launch, space exploration, aerospace, technology

These AI-Native Companies Have Tiny Staffs and Fewer Bosses

WSJ Tech | neutral | Subscription | Published: 20:00 Jul 19, 2026 (Eastern)

AI-native companies are operating with smaller staff sizes and flatter organizational structures compared to traditional startups.

Keywords: AI-native, startups, business, organizational structure

Personal Consumer Issues • Re: I'm having a hard time giving up easy money from a side hustle to restart one of my passions

Bogleheads forum | neutral | Published: 01:46 Jul 20, 2026 (Eastern)

In a Bogleheads forum discussion regarding balancing side hustle income with personal interests, user BogleFrog responds to a comment about prioritizing leisure over extra earnings by noting their own personal struggle with never feeling financially secure.

Keywords: personal finance, work-life balance, side hustle, Bogleheads, leisure