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Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents
arXiv:2605.21347v3 Announce Type: replace Abstract: Diagnosing failures in LLM agents remains largely manual. Practitioners inspect a small subset of execution traces, form ad-hoc hypotheses, and iterate. This process misses patterns that only emerge across trace populations and does not scale to production corpora where individual traces span tens of thousands of tokens.
Attribution via Distributional Paths for Information Revelation
Announce Type: new Abstract: Feature attribution methods explain predictions by assigning importance scores to input features. Path-based methods such as Integrated Gradients are especially appealing because they satisfy \textit{completeness}: attributions sum to the change in model output between a reference state and the input. Yet most path methods define this trajectory in input space, explaining a model through pointwise perturbed inputs along a chosen path.
He Blew the Whistle on DOGE. Then His Brakes Were Cut
On April 14, 2025, Dan Berulis, an IT staffer at the National Labor Relations Board (NLRB), filed a Congressional whistleblower complaint with an extraordinary and urgent claim: The so-called Department of Government Efficiency (DOGE) had seemingly compromised the agency’s data and appeared to be exfiltrating it out of the NLRB entirely. Additionally, Berulis claimed that mere minutes after DOGE members had accessed the agency’s data, there appeared to be login attempts from an IP address in...
Elon Musk’s SpaceX eyes $1.77tn valuation ahead of historic IPO
Elon Musk’s SpaceX eyes $1.77tn valuation ahead of historic IPO Texas-based rocket company announces plans to sell shares at $135 apiece, aiming to raise approximately $75bn. Elon Musk’s rocket company SpaceX is targeting a valuation of nearly $1.77 trillion in its blockbuster initial public offering (IPO), paving the way for the largest stock market debut in history. In a filing with the US Securities and Exchange Commission on Wednesday, SpaceX said that it plans to sell 555.6 million...
He Blew the Whistle on DOGE. Then His Brakes Were Cut
On April 14, 2025, Dan Berulis, an IT staffer at the National Labor Relations Board (NLRB), filed a Congressional whistleblower complaint with an extraordinary and urgent claim: The so-called Department of Government Efficiency (DOGE) had seemingly compromised the agency’s data and appeared to be exfiltrating it out of the NLRB entirely. Additionally, Berulis claimed that mere minutes after DOGE members had accessed the agency’s data, there appeared to be login attempts from an IP address in...
River cruise boom: why holidays on the water are trending
River cruises are evolving from a niche product into a key part of Europe's travel market. Rising demand on the German Rhine is increasing pressure on infrastructure. Cruises have long been established in the mainstream travel market.
Transfer window preview: What do Europe's big club...
The transfer window opens on June 15 for the Premier League, June 29 for the Italian Serie A, and on July 1 for the German Bundesliga, French Ligue 1, Spanish LaLiga. But clubs have been busy planning their business for months. There were plenty of big moves last summer, so can we expect a repeat?
Asian stocks slide on flare-up in Middle East fighting, oil eases off highs
Asian stocks slide on flare-up in Middle East fighting, oil eases off highs "Financial markets shifted back into a risk-off mode as the US and Iran exchanged fire again," analysts from Westpac wrote in a research report. SINGAPORE: Asian stocks fell on Thursday (Jun 4) as renewed fighting between the US and Iran rattled investors, although oil slipped from recent highs after Israel and Lebanon agreed to a ceasefire. MSCI's broadest index of Asia-Pacific shares outside Japan was down 1.5 per...
A Robust and Explainable Transformer-Based Framework for Phishing Email Detection
arXiv:2511.12085v3 Announce Type: replace Abstract: Phishing and related cyber threats are becoming increasingly sophisticated, with email-based phishing remaining the most persistent attack vector. These attacks exploit human vulnerabilities to deliver malware or gain unauthorized access to sensitive information. Transformer-based models enhance phishing detection through robust contextual language understanding; yet they are often regarded as black boxes due to a lack of interpretability.
DHS watchdog finds use-of-force issues, and safety and sanitation concerns at Louisiana ICE center
A Department of Homeland Security watchdog report revealed that staff at an ICE detention center in Louisiana used a prohibited chokehold to “gain control” of one person being held there and stabbed another in the hand with a pen when an officer could not close the door to a housing unit. The newly released findings about Winn Correctional Center in central Louisiana follow the DHS Inspector General’s review of video of the use-of-force incidents as part of an unannounced facility...