Feed aggregator

Article URL: https://danwitt.substack.com/p/ten-models-walk-into-a-bedtime-story

Comments URL: https://news.ycombinator.com/item?id=48942662

Points: 1

# Comments: 0

Article URL: https://vettedconsumer.com/kimi-k3-the-largest-open-model-ever-2-8t-params-and-why-almost-no-one-can-run-it-locally/

Comments URL: https://news.ycombinator.com/item?id=48942661

Points: 1

# Comments: 0

Article URL: https://blur-unblur.github.io/

Comments URL: https://news.ycombinator.com/item?id=48942653

Points: 1

# Comments: 0

Article URL: https://www.theatlantic.com/science/2026/07/canadian-forests-are-big/687936/

Comments URL: https://news.ycombinator.com/item?id=48942642

Points: 3

# Comments: 1

Article URL: https://catskull.net/is-your-browser-up-to-date.html

Comments URL: https://news.ycombinator.com/item?id=48942631

Points: 1

# Comments: 0

Article URL: https://herbertlui.net/find-diverse-sources-of-happiness/

Comments URL: https://news.ycombinator.com/item?id=48942626

Points: 1

# Comments: 0

Article URL: https://github.com/anrayliu/pyvidplayer2

Comments URL: https://news.ycombinator.com/item?id=48942610

Points: 1

# Comments: 1

Article URL: https://in-toto.io/

Comments URL: https://news.ycombinator.com/item?id=48942603

Points: 1

# Comments: 0

Article URL: https://github.com/capitalone/VulnHunter

Comments URL: https://news.ycombinator.com/item?id=48942583

Points: 1

# Comments: 0

Article URL: https://insurancedimes.com/2026/07/16/the-states-hit-hardest-by-home-insurance-spikes/

Comments URL: https://news.ycombinator.com/item?id=48942577

Points: 1

# Comments: 0

Article URL: https://blog.bytebytego.com/p/how-microsoft-ships-ai-agents-at

Comments URL: https://news.ycombinator.com/item?id=48942556

Points: 2

# Comments: 0

Article URL: https://claude.ai/code/artifact/bfdfaef9-bc62-4dfe-ba9e-c58a26c9accf

Comments URL: https://news.ycombinator.com/item?id=48942554

Points: 2

# Comments: 0

Article URL: https://www.litruebattery.com/

Comments URL: https://news.ycombinator.com/item?id=48942539

Points: 1

# Comments: 0

Article URL: https://danangell.com/blog/posts/claude-code/

Comments URL: https://news.ycombinator.com/item?id=48942532

Points: 1

# Comments: 0

On average, the FreeBSD security team releases about 2 security advisories per month. AI has changed this.  In April, the project released 8 advisories, with 6 powered by AI.  In May, the count decreased slightly to 7.  Today I took a look at the FreeBSD Security Advisory page to check the latest advisory count. June saw the most number of advisories ever published in project history: 25. This blows away the previous record of 18 from January 2001. The other big spike was 11 in January 2016. AI apaprently discovered at least 9 of the June 2026 FreeBSD vulnerabilities. On 15 June the FreeBSD Foundation announced the FreeBSD AI-assisted Vulnerability Discovery Project: "The 6-month project is being funded by a grant from the Alpha Omega project.  The funds will be used to engage FreeBSD Security Team members under fixed-term contracts to find and patch vulnerabilities.  The Security Team’s access to publicly available AI models and tokens will be provided free of charge. AI will be used for vulnerability discovery and analysis only, all patches will be manually created."  Yes, 25 vulnerabilities is far lower than the 570 associated with Patch Tuesday this week. However, it's important to see the effects of AI-powered vulnerability discovery everywhere. It's not hype. It is real.  I am hopeful that developers will continue to use AI to discover and fix vulnerabilities in old code, and also prevent new code from shipping with vulnerabilities.  Addendum: I asked Gemini to explain the large number of advisories in 2001-2002. It said: "The pronounced security advisory spike between August 2000 and January 2001 represents one of the most concentrated periods of security patching in FreeBSD's history, totaling 66 advisories in a six-month window.

A closer look at the specific advisories reveals that this spike was primarily driven by a massive wave of vulnerabilities discovered in popular third-party software (the "Ports" collection) along with critical auditing of core networking daemons.

1. Vulnerabilities in Popular Third-Party Software (Ports)

During this era, many open-source projects were grappling with newly pervasive exploitation techniques like buffer overflows and format string vulnerabilities. The dataset shows a massive batch of updates for staple utilities of the early-2000s internet:
 Internet & Chat Clients: Multiple advisories were issued for communication tools, including the `pine` mail client, `xchat`, `gaim` (instant messaging), `bitchx` (IRC client), and the `netscape` web browser. Web & Content Servers: Security flaws were patched in web servers and frameworks like `php`, `zope`, `thttpd`, and the `boa` web server.
Development & System Tools: Popular utilities like `curl`, `gnupg`, `cvsweb`, `ethereal` (now Wireshark), `syslog-ng`, and even alternative shells/editors like `bash1` and `joe` required immediate security patches.
 2. Core System & Network Infrastructure Patches

Alongside user-facing applications, the core FreeBSD development team had to address architectural and networking vulnerabilities in the base system:
 Routing & Firewalls: Critical flaws were patched in basic networking security logic, notably `ipfw` (the firewall tool) and `ppp-nat` (Network Address Translation). Core Network Daemons: High-risk vulnerabilities struck standard network entry points, resulting in patches for `bind` (DNS server), `telnetd`, `dhclient`, and the newly adopted `openssh`. Protocol & Kernel Level: Security advisories were issued for low-level system components like `tcp-iss` (Initial Sequence Number generation, crucial for preventing TCP hijacking) and filesystem-level wrappers like `procfs`.
 3. The Climax: January 2001

The spike peaked dramatically in January 2001 alone with 18 advisories. This was largely an administrative and security "housecleaning" event. Rather than a single massive system failure, it reflects a coordinated effort by the FreeBSD Security Officer team to bundle and ship security patches for dozens of utilities simultaneously—including `crontab`, `inetd`, `mysql`, and `xfree86`—ensuring systems were hardened as the platform matured." Copyright 2003-2020 Richard Bejtlich and TaoSecurity (taosecurity.blogspot.com and www.taosecurity.com)

Article URL: https://blog.gingerbeardman.com/2026/07/17/long-time-no-sea-finding-the-seahorse-emoji/

Comments URL: https://news.ycombinator.com/item?id=48942482

Points: 2

# Comments: 1

Article URL: https://privacypros.com.au/privacy-hub/articles/dv-safe-phone-australia/

Comments URL: https://news.ycombinator.com/item?id=48942454

Points: 1

# Comments: 0

Article URL: https://github.com/rustyrussell/stats

Comments URL: https://news.ycombinator.com/item?id=48942446

Points: 1

# Comments: 0

Article URL: https://crystal-lang.org/2026/07/12/releasing-execution-contexts/

Comments URL: https://news.ycombinator.com/item?id=48942443

Points: 2

# Comments: 0

Article URL: https://www.treena.app/

Comments URL: https://news.ycombinator.com/item?id=48942303

Points: 1

# Comments: 0