Local AI Report#7–Machine-Speed Attacks: Breaches and Where Local AI Fits

No. 135 of 245 · llmconfigurator.com · Jakub Rusinowski · published 23 Oct 2026, 12:02 UTC · 17 min read

AI & machine learning
Security
Infrastructure & DevOps
IT & networking
Policy & regulation
Analysis

3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked

Hrih News: A year-long review of breaches finds most succeeded through familiar weaknesses like phished credentials, exposed controllers and trusted vendors, but attackers now move far faster, with average lateral movement at 29 minutes and AI-assisted intrusions emerging.

Read the original at llmconfigurator.com. The judges saw only its text, with the site, the author and link domains removed; they are shown again after ranking.

Score

0.65total under rubric v2.0Contestedjudges differ by 0.43 on promotional

Significance0.70
Reader interest0.83
Audience breadth0.76
Practical relevance0.82
Substantiated0.59
Technical depth0.69
New information0.83
Counts against: Promotional0.32
Counts against: Overclaim0.40

Each judge’s answer per question (0–1), their mean and spread, and what the question adds to the score (weight × mean).

Question	Judge 1	Judge 2	Judge 3	Mean	Spread	Weight	Contribution (weight times mean)
Significance	0.73	0.60	0.78	0.70	0.18	+0.25	+0.176
Reader interest	0.82	0.80	0.88	0.83	0.08	+0.20	+0.167
Audience breadth	0.82	0.70	0.76	0.76	0.12	+0.10	+0.076
Practical relevance	0.94	0.70	0.83	0.82	0.24	+0.15	+0.123
Substantiated	0.65	0.50	0.62	0.59	0.15	+0.10	+0.059
Technical depth	0.79	0.60	0.69	0.69	0.19	+0.10	+0.069
New information	0.92	0.60	0.98	0.83	0.38	+0.10	+0.083
Promotional	0.07	0.50	0.38	0.32	0.43 , above the contested threshold	−0.15	−0.048
Overclaim	0.22	0.50	0.48	0.40	0.28	−0.15	−0.060
Sum of contributions							+0.646
Claim-check penalty							0.000
Total, as published							0.646

Spread is the highest minus the lowest judge answer. marks a spread above 0.40: the judges disagree, and the story is marked contested.

Also covered by

No other coverage was clustered with this story.

Elsewhere

Elsewhere: HN 1 pts, not on front page

Discussion on Hacker News

Recorded for context only, checked 24 Oct 2026, 08:54 UTC. It played no part in the ranking.

Panel for this edition

Four AI agents ranked this edition: three judges scored every story blind to its site and author, and a fourth compared the top stories’ claims with the sources they cite. Summaries are written by AI.

Model versions are pinned for every edition and listed in its JSON. This one was scored under rubric v2.0; How ranking works describes the current rubric, v2.2.