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Article URL: https://vscodeedu.com/whats-new/2645

Comments URL: https://news.ycombinator.com/item?id=48185963

Points: 1

# Comments: 1

Article URL: https://arxiv.org/abs/2601.10160

Comments URL: https://news.ycombinator.com/item?id=48185938

Points: 2

# Comments: 0

Article URL: https://jaymollica.com/blog/keeping-the-cultural-uplands-alive/

Comments URL: https://news.ycombinator.com/item?id=48185934

Points: 1

# Comments: 0

Article URL: https://www.youtube.com/watch?v=X_lxuGsFu4M

Comments URL: https://news.ycombinator.com/item?id=48185930

Points: 1

# Comments: 0

Musk's suit alleged multiple defendants colluded to steal a charity, corrupting a technological nonprofit from within.

Article URL: https://www.youtube.com/watch?v=ZTC_RxWN_xo

Comments URL: https://news.ycombinator.com/item?id=48185910

Points: 2

# Comments: 0

Article URL: https://atomsfrontier.substack.com/p/the-jacobian-the-damping-term-and

Comments URL: https://news.ycombinator.com/item?id=48185892

Points: 2

# Comments: 0

Article URL: https://thereader.mitpress.mit.edu/the-strange-melancholy-of-slaying-monsters/

Comments URL: https://news.ycombinator.com/item?id=48185883

Points: 1

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Article URL: https://onionfutures.com/

Comments URL: https://news.ycombinator.com/item?id=48185873

Points: 3

# Comments: 0

Hi HN, I'm Malachy, the founder of Tracecast. This project lets you generate interactive data apps on top of your data, using a Cursor-style AI chat. It stitches together Marimo, LangGraph agents, and data warehouse query tools. It has an Apache 2.0 license.

The initial use case that spurred this project was business analytics, specifically generating product usage dashboards.

This project's main inspiration is Marimo, an open source python notebook that can be "queried with SQL, run as a script, and deployed as an app" [1]. The recent release of Marimo Pair [2] demonstrated the power of connecting AI agents like Claude Code to Marimo notebooks directly. This project seeks to build on that work by incorporating a LangGraph agent with two key abilities: (1) the ability to execute queries against a connected data warehouse (such as Snowflake); (2) the ability to write Marimo notebooks.

When prompted, the LangGraph agent will run exploratory data analysis using database query tools. Then, it creates a polished Marimo notebook that's presented to the user in read-only mode. This project intentionally hides the Marimo edit mode. That means that the end user only ever sees a finished, read-only data app. Ease of use and trust in AI output were the main drivers behind this decision.

4 data sources are currently supported: Snowflake, BigQuery, Postgres, and Metabase. The code for the database query tools was derived from Google's open source MCP Toolbox for Databases.

There is currently no support for MCP. Instead, data query tools are hardcoded. This decision was made to ensure high quality AI queries and limit tool bloat.

This is an early stage project, and is configured to only run locally at this time.

[1] https://github.com/marimo-team/marimo [2] https://news.ycombinator.com/item?id=47678844

Comments URL: https://news.ycombinator.com/item?id=48185834

Points: 1

# Comments: 0

Article URL: https://pytorch.org/blog/running-pytorch-models-on-apple-silicon-gpus-with-the-executorch-mlx-delegate/

Comments URL: https://news.ycombinator.com/item?id=48185818

Points: 2

# Comments: 0

When Apple's AI assistant gets major renovations with iOS 27, what does that mean for privacy?

Until this past weekend, a contractor for the Cybersecurity & Infrastructure Security Agency (CISA) maintained a public GitHub repository that exposed credentials to several highly privileged AWS GovCloud accounts and a large number of internal CISA systems. Security experts said the public archive included files detailing how CISA builds, tests and deploys software internally, and that it represents one of the most egregious government data leaks in recent history.

On May 15, KrebsOnSecurity heard from Guillaume Valadon, a researcher with the security firm GitGuardian. Valadon’s company constantly scans public code repositories at GitHub and elsewhere for exposed secrets, automatically alerting the offending accounts of any apparent sensitive data exposures. Valadon said he reached out because the owner in this case wasn’t responding and the information exposed was highly sensitive.

A redacted screenshot of the now-defunct “Private CISA” repository maintained by a CISA contractor.

The GitHub repository that Valadon flagged was named “Private-CISA,” and it harbored a vast number of internal CISA/DHS credentials and files, including cloud keys, tokens, plaintext passwords, logs and other sensitive CISA assets.

Valadon said the exposed CISA credentials represent a textbook example of poor security hygiene, noting that the commit logs in the offending GitHub account show that the CISA administrator disabled the default setting in GitHub that blocks users from publishing SSH keys or other secrets in public code repositories.

“Passwords stored in plain text in a csv, backups in git, explicit commands to disable GitHub secrets detection feature,” Valadon wrote in an email. “I honestly believed that it was all fake before analyzing the content deeper. This is indeed the worst leak that I’ve witnessed in my career. It is obviously an individual’s mistake, but I believe that it might reveal internal practices.”

One of the exposed files, titled “importantAWStokens,” included the administrative credentials to three Amazon AWS GovCloud servers. Another file exposed in their public GitHub repository — “AWS-Workspace-Firefox-Passwords.csv” — listed plaintext usernames and passwords for dozens of internal CISA systems. According to Caturegli, those system included one called “LZ-DSO,” which appears short for “Landing Zone DevSecOps,” the agency’s secure code development environment.

Philippe Caturegli, founder of the security consultancy Seralys, said he tested the AWS keys only to see whether they were still valid and to determine which internal systems the exposed accounts could access. Caturegli said the GitHub account that exposed the CISA secrets exhibits a pattern consistent with an individual operator using the repository as a working scratchpad or synchronization mechanism rather than a curated project repository.

“The use of both a CISA-associated email address and a personal email address suggests the repository may have been used across differently configured environments,” Caturegli observed. “The available Git metadata alone does not prove which endpoint or device was used.”

The Private CISA GitHub repo exposed dozens of plaintext credentials for important CISA GovCloud resources.

Caturegli said he validated that the exposed credentials could authenticate to three AWS GovCloud accounts at a high privilege level. He said the archive also includes plain text credentials to CISA’s internal “artifactory” — essentially a repository of all the code packages they are using to build software — and that this would represent a juicy target for malicious attackers looking for ways to maintain a persistent foothold in CISA systems.

“That would be a prime place to move laterally,” he said. “Backdoor in some software packages, and every time they build something new they deploy your backdoor left and right.”

In response to questions, a spokesperson for CISA said the agency is aware of the reported exposure and is continuing to investigate the situation.

“Currently, there is no indication that any sensitive data was compromised as a result of this incident,” the CISA spokesperson wrote. “While we hold our team members to the highest standards of integrity and operational awareness, we are working to ensure additional safeguards are implemented to prevent future occurrences.”

A review of the GitHub account and its exposed passwords show the “Private CISA” repository was maintained by a contractor employed by Nightwing, a government contractor based in Dulles, Va. Nightwing declined to comment, directing inquiries to CISA.

CISA has not responded to questions about the potential duration of the data exposure, but Caturegli said the Private CISA repository was created on November 13, 2025. The contractor’s GitHub account was created back in September 2018.

The GitHub account that included the Private CISA repo was taken offline shortly after both KrebsOnSecurity and Seralys notified CISA about the exposure. But Caturegli said the exposed AWS keys inexplicably continued to remain valid for another 48 hours.

The now-defunct Private CISA repo showed the contractor also used easily-guessed passwords for a number of internal resources; for example, many of the credentials used a password consisting of each platform’s name followed by the current year. Caturegli said such practices would constitute a serious security threat for any organization even if those credentials were never exposed externally, noting that threat actors often use key credentials exposed on the internal network to expand their access after establishing initial access to a targeted system.

“What I suspect happened is [the CISA contractor] was using this GitHub to synchronize files between a work laptop and a home computer, because he has regularly committed to this repo since November 2025,” Caturegli said. “This would be an embarrassing leak for any company, but it’s even more so in this case because it’s CISA.”

Article URL: https://github.com/shuffle-dev/cli

Comments URL: https://news.ycombinator.com/item?id=48185404

Points: 1

# Comments: 1

Article URL: https://github.com/nrwl/nx-console/issues/3139

Comments URL: https://news.ycombinator.com/item?id=48185390

Points: 2

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Article URL: https://github.com/actions-cool/issues-helper/issues/230

Comments URL: https://news.ycombinator.com/item?id=48185376

Points: 1

# Comments: 0

Article URL: https://apnews.com/article/germany-berlin-robot-dogs-beeple-bezos-digital-art-4a2be2a4a4490553ad68c27beedfe83a

Comments URL: https://news.ycombinator.com/item?id=48185291

Points: 3

# Comments: 0

Article URL: https://github.com/omarirfa/Jetxl

Comments URL: https://news.ycombinator.com/item?id=48185268

Points: 1

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Article URL: https://illegal.solutions/posts/suno_interview

Comments URL: https://news.ycombinator.com/item?id=48185255

Points: 2

# Comments: 1

Article URL: https://repebble.com/blog/how-i-use-my-index-01-production-update

Comments URL: https://news.ycombinator.com/item?id=48185253

Points: 1

# Comments: 0