Auto-aggregated global tech articles · 3,394 posts
A scanner without numbers is a demo. A scanner with made-up numbers is worse. So I hand-labeled a small benchmark suite and ran the scanner against it, 1000 times per fixture. The setup is deliberately boring: 5 synthetic MCP tool manifests: one clean (3 tools), one openly risky (4 tools), one re
Few things in Python development are more disruptive than a sudden SIGABRT or core dumped error that crashes the entire Python interpreter. In managed environments, invalid inputs should raise catchable exceptions like ValueError or tf.errors.InvalidArgumentError. When a C++ kernel assertion fails i
The Telegraf Down alerts started piling up on a Thursday morning, and at first glance it looked bad. Nine targets, all critical, all under the same rule name. My first instinct was a fleet-wide agent failure — something in the monitoring stack had broken overnight and we were about to page half the
Imagine a robot stepping into a fighting arena. It doesn't get tired, doesn't panic, and can calculate distance and movement in milliseconds. But what kind of fighting style would such a machine actually use? The answer probably isn't simply boxing, karate, or MMA. Future fighting robots are more l
Connecting workloads across AWS, Azure, and GCP is technically straightforward in the sense that connectivity options genuinely exist for all three. It's considerably harder in practice, because each platform's networking model works differently under the hood, and a design pattern that works cleanl
The agent quoted a test I already deleted. I asked where that deleted file still lived. The working tree and the chat disagreed hard. Which memory was lying to me this time? That mismatch is the point of this article. A free model makes that confusion much louder. I keep mixing four stores into on
Problem Statement At lastyard.space, we treat endurance telemetry like production infrastructure: if the runner is still moving, the system must still be receiving, ordering, persisting, and replaying data. A recent live trail run entered the ingestion path with these facts: Workout: Trail Run
Everyone's been talking about the iPhone Duo. The hinge, the cover screen, the price. But the detail that stuck with me was much smaller than all of that. In the corner of the cover screen, the three status bar icons that have lived side by side for almost twenty years—Wi-Fi, cellular, battery—got
Last month I wrote about how I use coding agents to build things. This week I pointed the same setup at someone else's codebase. Rowboat (rowboatlabs/rowboat, 17.5k stars) had its good first issues picked clean, so I had to work for it a little. What I shipped Three pull requests in abou
8x Cheaper, 2 Points Behind: The Economics Changing How We Pick AI Models By Nokka | September 12, 2026 This article was written by AI (deepseek-v4.1-flash) through Hermes Agent, reviewed and edited by Nokka. Suppose someone told you that you could pick between two AI models. One costs eight tim
ถูกกว่า 8 เท่า ได้คะแนนน้อยกว่า 2 จุด, เศรษฐศาสตร์เปลี่ยนวิธีเลือกโมเดล โดย Nokka (นก-กา) | 12 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka สมมติว่ามีคนบอกคุณว่าเลือกโมเดล AI ได้สองแบบ แบบแรกถูกกว่าแปดเท่า แต่ได้คะแนนความสามารถน้อยกว่าแค
OpenAI's newest model can navigate software, sustain long coding sessions, produce professional artifacts, and autonomously discover and exploit previously unknown vulnerabilities. The benchmark numbers are extraordinary. The more important story is that GPT-6 Astra changes what an AI deployment is:
By RUGERO Tesla (@404Saint). I approached this research with the same general workflow I have used for the other industrial protocols in my lab. Start with the architecture, identify a usable implementation, reproduce the visible protocol behavior, inspect the traffic, and then move toward securit
Most "audit logs" are append-only by convention, not by enforcement. The application inserts a row and politely promises never to UPDATE or DELETE it. That promise holds right up until the moment someone does one of these: A bug in the app calls repo.delete(id) on the wrong entity. An operator con
I spent a week building Album Art Creator, a tool that turns a song title into a release-ready cover: a picture from an image model, a title and artist name as live text layers, and a pre-flight check against what Spotify, Apple Music and the three big distributors publish. The whole thing runs on
Short answer. The content manager is a screen inside a Confluence space's settings. It lists everything in that space except blogs, filters the list by last activity, labels, status, type and contributor, and then archives, deletes, re-owns or re-statuses hundreds of items in one action. It is avail
Short answer. In Confluence Cloud, no. The import always creates a new page, because it is an entry point to page creation rather than something you do to a page that already exists. Confluence Data Center can import a Word document into an existing page; Cloud cannot. Your practical options are to
'Offline First' is the theme of my upcoming project and a relational database with joins and primary keys (such as SQLite) is perhaps the only thing that fulfills the need. I'm exploring the options in this context and came across this illuminative article: The Current State Of SQLite Persistence On
Summary: I ran a Claude agent with only browser tools (no pre-written scraper code) against 60 coffee-shop listings on Google Maps across 3 US cities, and compared it to a plain Playwright script on the same pages. The agent got every field right on every checked row, but cost 190k-540k processed to
Short answer. Confluence Cloud exports a whole space to PDF, CSV, HTML or XML from space settings. It is an administrator's action: space admins can export a space, or a set of pages selected individually inside it. The export is genuinely useful for moving or archiving content. What it is not is a
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