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aleph1.underground.org
ℵ₁
@aleph1.underground.org
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aleph1.underground.org
A+ content.
November 24, 2025 at 3:36 AM
aleph1.underground.org
It’s an actual 10 vuln per MS.

msrc.microsoft.com/update-guide...
Security Update Guide - Microsoft Security Response Center
msrc.microsoft.com
November 23, 2025 at 10:11 PM
Reposted by ℵ₁
timkellogg.me
Software 2.0 relies on validation

If your code base doesn’t have verification & controls that are as good or better than your senior dev, you’ll get slop
A large pink slide fills most of the image, displayed in a bright glass-walled auditorium. A presenter stands beneath it on a red circular carpet, wearing a dark T-shirt and dark pants, holding a clicker. Slide title (top, in large red text): “The Problem: Most Codebases Lack Sufficient Verifiability” Subheading in smaller text: “Humans work around incomplete infrastructure. AI agents cannot.” The slide is divided into two rounded pink boxes: ⸻ Left box: “What Humans Can Handle” A bulleted list in red text: • 60% test coverage (“I’ll test manually”) • Outdated docs (“I’ll ask the team”) • No linters/formatters (“I’ll review it”) • Flaky builds (“I’ll retry”) • Complex setup (“I’ll help onboard”) • Missing observability (“Check logs”) • No security scanning (“We’ll catch it later”) • Inconsistent patterns (“I know the history”) ⸻ Right box: “What Breaks AI Agents” Bulleted list with each line marked by a red “X”: • No tests → can’t validate correctness • Outdated docs → makes wrong assumptions • No quality checks → generates bad code • Flaky builds → can’t verify changes • Complex setup → can’t reproduce environment • No observability → can’t debug failures • No security checks → introduces vulnerabilities • No standards → creates inconsistency ⸻ At the bottom in a wide pink bar: “Most organizations have partial infrastructure across the eight pillars. AI agents need systematic coverage to succeed.” Tall windows behind the stage reveal greenery and modern architecture outside.
November 21, 2025 at 7:12 PM
Reposted by ℵ₁
timkellogg.me
truth hurts
A large slide fills most of the image, projected in a modern glass-walled auditorium. The slide has a pink background with bold red text at the top: “Managers have been vibe coding forever” Below is a bulleted list in plain red text: • tell dev to implement a new feature (vibe coding) • dev makes changes to code • manager tests app • manager does not read the code • manager complains about bugs • dev makes changes to fix bugs • manager doesn’t read the code (again) • dev says “done, by now” • manager says “gj but be faster next time” or insults the living hell out of the dev In the lower-left foreground, a speaker stands behind a black podium labeled: AI Engineer Code Summit Presented by Google DeepMind The room is bright with floor-to-ceiling windows behind the stage showing greenery and modern architecture outside.
November 21, 2025 at 5:21 PM
aleph1.underground.org
GPT’s looks like a cross of a pelican with a turkey.
November 18, 2025 at 10:29 PM
aleph1.underground.org
They can continue to sell adds for the "find a destination" use cases, while given users no reason to go elsewhere.

3/
November 18, 2025 at 10:00 PM
aleph1.underground.org
So it is not surprising that Google is willing to cannibalize part of their revenue and supporting ecosystem in order to continue providing that service in the face of competition from other question answering machines.

2/
November 18, 2025 at 10:00 PM