Auto-aggregated global tech articles · 3,394 posts
How much intelligence do we really need? I have been sitting with this question for a long time. The more I fold language models into my daily work as a software developer, the less sure I am about a very basic thing: which model do I actually need for the task in front of me? Take a concrete cas
The last post covered the quality chain. This one is about visibility. An AI can push three features forward in an afternoon. If you can't tell where the project stands, what a change will touch, or how the last stretch went, the automation is running in a black box. pdlc has three tools for this: t
Most advice about context windows is about fitting more in. Bigger windows, more retrieved documents, the whole file instead of the function. In practice the thing that has improved my results the most is the opposite move: getting the junk out. A window packed with marginally relevant material make
The Hidden Cost of Edge-Based Database Queries In the modern Next.js ecosystem, the allure of "Edge Everything" is strong. It promises lightning-fast global latency and a seamless developer experience. However, this architectural shift has introduced a common, silent performance killer: running da
The question this whole series exists to answer is whether language-model-like behaviour can come from something other than a large number of trained parameters. An early set of experiments turned that into a bar that a non-neural method has to clear, and the bar is a slope rather than a score: keep
Originally published at linkdigest.dev, where I build this. The problem, in one paragraph Paste a Xiaohongshu, Douyin, TikTok, YouTube or X link into an AI agent and it fetches the URL, gets an app-download shell or a login wall, and tells you there is nothing there. It is not wrong. The
With AI coding, I can build things faster than ever. Yet I've never felt less in control. Last November, with the launch of GPT 5.1 and Claude Opus 4.5, something changed: AI started producing production-ready code in minutes. Since then, I've found myself thinking about building more things. In
₹40,000 to ₹70,000 — that's the extra monthly capacity my consulting practice has picked up since switching my primary dev loop to Claude Code six months ago. Forty production automations shipped in that window: bank reconciliation pipelines, stock screeners, ITR-prep bots, expense categorizers, GST
I build LinkDigest. Every number below is from a measured run recorded in the project log; nothing is projected. The problem Agents are good at reading and bad at opening. Give Claude Code, Cursor, or a Dify workflow a link from Xiaohongshu, Douyin, TikTok, YouTube or X and the usual too
EngHub took me roughly a year to develop, with GPT-5 being part of my development workflow. My newer project, AlbumMap, took about two months to build while I was using GPT-5.5. That difference was difficult for me to ignore. The newer model felt noticeably more efficient during my own developmen
Why small developer utilities still deserve a place on the web Developers repeatedly run into small tasks: formatting JSON, checking a value, or working with a URL. These jobs are often too small to justify installing a full application, yet still interrupt the task at hand. Browser-based utiliti
Anthropic said the users did not succeed in “fielding an operational device” but did carry out a failed test of a guided rocket. The post Users in Houthi-Held Yemen Tried to Develop Advanced Weapons With AI, Anthropic Says appeared first on SecurityWeek.
1. Basic Information Original Title: Indonesia Hit by Android Banking App Cloning Campaign Source: Dark Reading, Group-IB Publication Date: 2026-09-11 Severity: High Basis for Severity: Actual financial losses and numerous compromised devices have been confirmed, and the enterprise Work Profile f
1. Basic Information Original Title: GitLab urges users to patch max severity path traversal flaw Source: BleepingComputer, GitLab Publication Date: 2026-09-11 Severity: Critical Reason for Severity: It allows unauthenticated network-based reading of credentials and sensitive information on GitLa
1. Basic Information Original Title: Hackers abused Claude to extract secrets from 1.8M Android apps Source: BleepingComputer / Anthropic Publication Date: 2026-09-11 Severity: High Basis of Severity: Anthropic reported multiple incidents, including actual compromises and data theft, where AI han
1. Basic Information Original Title: How threat actors are turning trusted AI platforms into an attack surface Source: BleepingComputer, Huntress Publication Date: 2026-09-11 Severity: High Basis for Severity: Trusted AI sharing pages are being used to distribute malware via ads and SEO, and infe
I’ve been working on a browser based creation runtime that allows an AI to modify an application while it remains active. Rather than regenerating the whole project, the system can inspect the current environment and apply targeted changes to DOM, Canvas, and Three.js experiences while attempting to
Most advice about getting better output from Copilot is advice about phrasing. Be specific. Give it context. Ask it to think step by step. That plateaus quickly, and it plateaus for a structural reason: better phrasing asks the model to try harder. It does not tell the model anything it did not alr
Article URL: https://www.gadgetreview.com/starlinks-signal-leakage-is-threatening-radio-astronomys-most-critical-frequencies Comments URL: https://news.ycombinator.com/item?id=49667375 Points: 10 # Comments: 0
Two Posts With Holes In Them For two and a half weeks, two posts on this blog referenced diagrams that did not load. Not a rendering quirk — a 404. Each post pointed at its diagram by bare filename, something ending in -diagram.svg, with no domain and no leading slash in front of it. That is a re
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