Tootfinder

PhishLumos: An Adaptive Multi-Agent System for Proactive Phishing Campaign Mitigation
Daiki Chiba, Hiroki Nakano, Takashi Koide
https://arxiv.org/abs/2509.21772 https://

PhishLumos: An Adaptive Multi-Agent System for Proactive Phishing Campaign Mitigation
Phishing attacks are a significant societal threat, disproportionately harming vulnerable populations and eroding trust in essential digital services. Current defenses are often reactive, failing against modern evasive tactics like cloaking that conceal malicious content. To address this, we introduce PhishLumos, an adaptive multi-agent system that proactively mitigates entire attack campaigns. It confronts a core cybersecurity imbalance: attackers can easily scale operations, while defense rem…

Moody Urbanity - Stand 🧍‍♂️
情绪化城市 - 立 🧍‍♂️
📷 Nikon FE
🎞️ Ilford HP5 Plus 400, expired 1993
#filmphotography #Photography #blackandwhite

Starting to try servo and filling bugs, probably not my first, but my first for a release version.
Servo 0.0.1 crashes when loading lefigaro.fr · Issue #40052 · servo/servo
https://github.com/servo/servo/issues/40052

Servo 0.0.1 crashes when loading lefigaro.fr · Issue #40052 · servo/servo
Describe the bug: When loading lefigaro.fr servo crashes. ludovic@nogoon ~/D/servo [SIGSEGV]> ./servo [FIGCONSENT] was executed [FIGCONSENT] new UUID generated [FIGCONSENT] UUID is WBWsCvrcDaJfxFeC...

The consequences of the 996 working hour system:
"On the Chinese internet, the country’s current predicament – slowing economic growth, a falling birthrate, a meagre social safety net, increasing isolation on the world stage – is often expressed through buzzwords. There is tangping, or “lying flat”, a term used to describe the young generation of Chinese who are choosing to chill out rather than hustle in China’s high-pressure economy. There is runxue, or “run philosophy”, which re…

Lässt euch das Urteil des Landgerichts München (Aktenzeichen 42 O 14139/24) auch grad so Atemlos?
Bin ja eher selten ein Fan von GEMA oder Helene Fischer, aber... 🥳⚖️
https://www.heise.de/news/GEMA-vs-OpenAI-Niederlage-fuer-ChatGPT-v…

GEMA vs. OpenAI: Niederlage für ChatGPT vor Münchner Gericht
Das Landgericht München hat gegen OpenAI entschieden. Geklagt hatte die GEMA – es geht um Liedtexte von Helene Fischer und mehr.

A Formal Framework for Fluency-based Multi-Reference Evaluation in Grammatical Error Correction
Eitan Klinger, Zihao Huang, Tran Minh Nguyen, Emma Jayeon Park, Yige Chen, Yang Gu, Qingyu Gao, Siliang Liu, Mengyang Qiu, Jungyeul Park
https://arxiv.org/abs/2510.06749

A Formal Framework for Fluency-based Multi-Reference Evaluation in Grammatical Error Correction
Evaluating grammatical error correction requires metrics that reflect the diversity of valid human corrections rather than privileging a single reference. Existing frameworks, largely edit-based and English-centric, rely on rigid alignments between system and reference edits, limiting their applicability in multilingual and generative settings. This paper introduces a formal framework for \textit{fluency-based multi-reference evaluation}, framing $n$-gram similarity as an aggregation problem ov…

The race is on to succeed Gavin Newsom,
the California governor with presidential ambitions
whose terms runs out next year
– and it’s already a crowded field.
More than 95 candidates have so far submitted paperwork
indicating their intention to run,
though the official filing period doesn’t start until 9 February.
The field looks wide open,
with polling yet to indicate a clear frontrunner
and nearly half of voters describing their prefere…

ProSEA: Problem Solving via Exploration Agents
William Nguyen, Vinh Luong, Christopher Nguyen
https://arxiv.org/abs/2510.07423 https://arxiv.org/pdf/2510.0…

ProSEA: Problem Solving via Exploration Agents
Large language models (LLMs) have empowered AI agents to tackle increasingly complex tasks. However, most existing agents remain limited to static planning and brittle interactions, falling short of true collaboration or adaptive reasoning. We introduce ProSEA, a modular, general-purpose multi-agent framework designed for iterative problem solving through exploration and plan evolution. ProSEA features a hierarchical architecture in which a Manager Agent orchestrates domain-specialized Expert A…

Mount Sinai Hospital in New York City disciplined three nurses
who spoke to the media and to fellow staff about safety concerns
following an attempted shooting in the hospital’s emergency department last month
— a consequence their union calls unlawful.
The New York State Nurses Association alleges that Mount Sinai’s decision
to write up two nurses and suspend another the day after Thanksgiving for discussing the union’s safety proposals with fellow nurses

Three Nurses Disciplined After Speaking Out on Mount Sinai Shooting Scare
Weeks after a gunman threatened to open fire at the ER, and as they head into union negotiations, care providers say they need better safety protections.

Moody Urbanity - UP 🔝
情绪化城市 - 上面 🔝
📷 Nikon FE
🎞️ Ilford HP5 Plus 400, expired 1993
#filmphotography #Photography #blackandwhite