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@Techmeme@techhub.social
2025-10-06 14:30:37

Google DeepMind unveils CodeMender, an AI agent that autonomously detects, patches, and rewrites vulnerable code, leveraging Gemini Deep Think models (Duncan Riley/SiliconANGLE)
siliconangle.com/2025/10/06/go

Google DeepMind unveils CodeMender, an AI agent that autonomously patches software vulnerabilities - SiliconANGLE
Google DeepMind unveils CodeMender, an AI agent that autonomously patches software vulnerabilities - SiliconANGLE

@heiseonline@social.heise.de
2025-10-04 13:47:00

Studie: Potenziell gefährliche KI-generierte Proteine werden nicht immer erkannt
Eine Studie zeigt, dass KI gefährliche Proteine erzeugen kann, die gängige Sicherheitschecks umgehen. Software-Patches sollen helfen.

Studie: Potenziell gefährliche KI-generierte Proteine werden nicht immer erkannt
Eine Studie zeigt, dass KI gefährliche Proteine erzeugen kann, die gängige Sicherheitschecks umgehen. Software-Patches sollen helfen.

@arXiv_csSE_bot@mastoxiv.page
2025-10-06 09:43:59

Abstain and Validate: A Dual-LLM Policy for Reducing Noise in Agentic Program Repair
Jos\'e Cambronero, Michele Tufano, Sherry Shi, Renyao Wei, Grant Uy, Runxiang Cheng, Chin-Jung Liu, Shiying Pan, Satish Chandra, Pat Rondon
arxiv.org/abs/2510.03217

Abstain and Validate: A Dual-LLM Policy for Reducing Noise in Agentic Program Repair
Agentic Automated Program Repair (APR) is increasingly tackling complex, repository-level bugs in industry, but ultimately agent-generated patches still need to be reviewed by a human before committing them to ensure they address the bug. Showing unlikely patches to developers can lead to substantial noise, wasting valuable developer time and eroding trust in automated code changes. We introduce two complementary LLM-based policies to reduce such noise: bug abstention and patch validation polic…

@hikingdude@mastodon.social
2025-12-06 08:50:33

'Pfade und Wege' / 'paths and ways' (? Or trails 🤔) #FotoVorschlag
Yes, that's a topic for me again 😉
This is from a trail that I did a couple of times already in different seasons. And this sections just offers such a cool view to the south.
The trail itself varies quite a bit in all terms - which I totally like. Well - enjoy!

A scenic hiking trail winds its way through a rugged, mountainous landscape, inviting adventurers to explore its natural beauty. The trail, composed of gravel and dirt, cuts a clear path through the terrain, bordered by dry grass and patches of green shrubs. The ground is uneven, with scattered rocks and roots adding texture and a sense of adventure to the journey. On either side of the trail, the landscape is dotted with a mix of evergreen trees and leafless shrubs, their branches reaching ou…
@leftsidestory@mstdn.social
2025-12-06 00:30:00

Moody Urbanity - Old & New VI 🔆
情绪化城市 - 新与旧 VI 🔆
📷 Zeiss Ikon Super Ikonta 533/16
🎞️ Ilford HP5 Plus 400, expired 1993
#filmphotography #Photography #blackandwhite

Ilford HP5 Plus 400 (6x6) English Alt Text: A black and white image captures the interior of a large building with an arched ceiling and tall windows on the left. The ceiling appears weathered, with visible streaks and patches. On the right wall near the ceiling, large Chinese characters are painted, suggesting cultural or historical significance. The architecture hints at a public space, possibly a train station or hall in a Chinese-speaking region. 中文替代文字： 这是一张黑白照片，展示一座大型建筑的内部，拱形天花板高耸，左侧排列着…
Ilford HP5 Plus 400 (6x6) English Alt Text: A gritty black and white photo shows an urban scene with a brick wall, an industrial-style hanging light, and a metal ceiling structure with beams. A balcony with vertical railings is visible above. On the right side of the wall, Chinese characters read “Non-existent” adding a personal or rebellious tone. The image blends industrial architecture with expressive street art. 中文替代文字： 这是一张黑白照片，画面呈现都市风格：砖墙、工业风吊灯和带有横梁的金属天花板结构。上方可见带有垂直栏杆的阳台。墙右侧写有中文“莫须有”，传达…
Ilford HP5 Plus 400 (6x6) English Alt Text: A black and white photograph features a metal abstract sculpture in the foreground, composed of twisted tubular forms resembling horns or funnels. Behind it stands a tall industrial chimney, rising vertically into a grainy sky. Trees surround the sculpture, adding contrast between nature, art, and industry. The sculpture’s flowing shapes juxtapose the rigid geometry of the chimney, creating a visual tension between creativity and functionality. 中文替代…
Ilford HP5 Plus 400 (6x6) English Alt Text: A black and white photo shows a statue of a person wearing a full-body protective suit with a hood, standing on top of a building by the side of a tall industrial chimney. The perspective is from below, emphasizing the towering height of the chimney. The person’s gear suggests a hazardous or contaminated environment. A metal ladder is attached to the building, reinforcing the industrial setting. The dramatic lighting and monochrome tones evoke a sen…
@malik@Mastodon.Social
2025-10-02 20:48:58

New #merch: #Patches!
− darkk.band/shop

@hikingdude@mastodon.social
2025-11-04 18:54:48

Hey all. Just wanted to post the other two #photos from my recent blog post franzgraf.de/blog/2025/a-famil
It's one o…

A rocky trail winds upward through a vibrant forest, the path strewn with sunlit stones and patches of dry grass. Tall pines, their needles a rich green, stand guard on either side, their branches swaying gently in the mountain breeze. The air is crisp and clear, carrying the fresh scent of pine and earth. Above, the sky stretches wide and blue, dotted with fluffy white clouds that cast soft shadows on the landscape below. In the distance, rolling hills and rugged peaks rise against the horizo…
A rugged, narrow trail cuts through a dense forest, its path lined with weathered rocks and patches of vibrant green moss. The towering pines and firs, their branches thick with needles, create a lush canopy overhead, casting dappled shadows on the forest floor. The air is cool and still, filled with the earthy scent of damp soil and pine resin. The trail ascends a rocky outcrop, its surface a mosaic of gray and brown stones, some covered in a thin layer of moss and lichen. The rocks, worn smo…
@hikingdude@mastodon.social
2025-12-05 12:51:59

For #footpathfriday , here's a nice path I'd say.
This is taken from a bike&hike right after the bike-part and thus the start of a very nice autumn hike last year. When I took this photo, I didn't know - and not even expect how well the rest of the day would be 🙂
Enjoy
#mountains

A tranquil forest trail winds its way through a lush, green woodland, inviting hikers to explore its natural beauty. The path, a mix of gravel and dirt, meanders gently uphill, bordered by tall pine trees that create a serene canopy overhead. The trunks of the trees are robust and textured, adding a sense of age and stability to the scene. The forest floor is dotted with patches of vibrant green moss and small plants, adding a touch of life and color to the otherwise earthy tones of the trail.…
@arXiv_csSE_bot@mastoxiv.page
2025-10-06 07:41:19

From Trace to Line: LLM Agent for Real-World OSS Vulnerability Localization
Haoran Xi, Minghao Shao, Brendan Dolan-Gavitt, Muhammad Shafique, Ramesh Karri
arxiv.org/abs/2510.02389

From Trace to Line: LLM Agent for Real-World OSS Vulnerability Localization
Large language models show promise for vulnerability discovery, yet prevailing methods inspect code in isolation, struggle with long contexts, and focus on coarse function- or file-level detections - offering limited actionable guidance to engineers who need precise line-level localization and targeted patches in real-world software development. We present T2L-Agent (Trace-to-Line Agent), a project-level, end-to-end framework that plans its own analysis and progressively narrows scope from modu…

@leftsidestory@mstdn.social
2025-10-07 00:30:01

Moody Urbanity - Up ☁️
情绪化城市 - 上面 ☁️
📷 Nikon FE
🎞️ Lucky SHD 400
#filmphotography #Photography #blackandwhite

Lucky Lucky SHD 400 (FF) English Alt Text: A black-and-white image of a tall metal pole with multiple loudspeakers facing different directions, designed for wide-area sound coverage. A floodlight is mounted lower on the pole. The sky is partly cloudy. The setup suggests use for public announcements or emergency alerts. The monochrome tone gives the image a vintage or documentary feel. 中文替代文字： 黑白照片显示一个高大的金属杆，上面安装了多个朝不同方向的扩音器，用于广域广播。杆子下方还有一个泛光灯。天空部分多云。此结构可能用于公共广播或紧急警报。黑白色调为画面增添了复古或纪录片风格。
Lucky Lucky SHD 400 (FF) English Alt Text: A black-and-white photo of a quiet train yard. Curved train tracks lead into the distance. A stationary train car sits on the right. A tall metal tower with a light or signal stands in the center. Small buildings and sheds line the middle ground, with tall trees and a multi-story building in the background. The scene feels still and possibly abandoned. 中文替代文字： 黑白照片展示一个安静的铁路场站。弯曲的铁轨延伸至远方，右侧停着一节列车车厢。中央有一座带灯或信号的高金属塔。中景是几座小建筑和棚屋，背景是高大的树木和一栋多层建筑。画面静谧，可能是废…
Lucky Lucky SHD 400 (FF) English Alt Text: A black-and-white image of an outdoor urban area. Several motorcycles and scooters are parked in the foreground, some covered with protective sheets. To the right is a building with a tiled roof. Trees and a tall building are visible in the background. The sky is cloudy, and faint vertical lines suggest film damage or scanning artifacts. 中文替代文字： 黑白照片描绘一个户外城市场景。前景停放着几辆摩托车和电动车，有些覆盖着防护布。右侧是一栋带瓦屋顶的建筑。背景有树木和一栋高楼。天空多云，画面上有些垂直线条，可能是胶片损伤或扫描痕迹。
Lucky Lucky SHD 400 (FF) English Alt Text: A daytime city scene showing tall modern apartment buildings in the background. A white car drives along a street in the foreground, separated by a metal fence. Trees line the road, and streetlights and traffic signs are visible, including a large overhead sign with Chinese characters. The sky is partly cloudy with blue patches, and a construction crane is visible, suggesting ongoing development. 中文替代文字： 白天的城市景象，背景是高大的现代住宅楼。前景是一辆白色汽车在街道上行驶，街道与人行道之间有金…