Daily signal from Hacker News, Lobsters, dev.to and top engineering blogs
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About This Site

This site is a daily technology digest for developers and engineering leads. Every day it pulls items from a set of public data sources, filters them by niche, de-duplicates them across sources, and groups them by topic. Coverage spans engineering practice, languages and runtimes, infrastructure and cloud, industry news, security, and developer tooling.

The reasoning behind it is simple. The signals that actually matter are scattered across a dozen platforms, each with its own noise, and reading all of them by hand costs more attention than most people have. This site brings the cross-platform signal into one place, sorts it by topic, and adds a daily read on each topic. The goal is not to replace reading the original material — it is to let you know, in two minutes, what happened in a field today and which items are worth opening.

Sources are publicly accessible technical communities and news platforms, including Hacker News, Lobsters, dev.to, and a number of long-running engineering team blogs. Everything we ingest is published publicly. We do not scrape content that requires login or payment, or that explicitly forbids crawling, and we respect each source's robots directives and terms of use.

Selection runs in four steps. Fetch: a scheduled job pulls public items from the sources above each day. Filter: items are scored against topic keywords so that only entries inside our coverage area survive; recruiting posts, pure marketing, and event announcements are dropped. De-duplicate: the same event is often discussed on several platforms at once, so we compute title similarity across sources, keep the highest-engagement version, and label the others as additional sources. Classify: surviving items are assigned to topic pages.

Engagement figures come straight from the source platform's public data (scores, points, comment counts) with no post-processing and no cross-platform conversion. That means numbers from different sources are not directly comparable — they express how much attention an item drew on its own platform.

On top of the automated aggregation, each topic page carries a short analysis written by an editor (marked "Editor's Take"). This is the only original prose on the site. It does not restate what the headline already said; it points out connections between the day's items, judges whether a project is worth following, and explains what a technical change means for real engineering decisions. Each take is grounded in the items fetched that day. It makes no long-range predictions and is not investment advice.

The site is built automatically: fetch, render static pages, and publish on a daily schedule. The date shown on a page is the build date. Historical snapshots are archived so the signal on a topic can be traced over time.

The site is run independently by one person with a software engineering background. There is no paid placement and no sponsored posts. What gets included is decided by the public criteria above and is not altered by any commercial relationship.

We do not store original article bodies — only headlines, links, and source labels. Every item keeps its original headline and links back to its source; nothing is rewritten or paraphrased. If you are a content source and would prefer not to be included or linked, use the contact details below and we will act on a verified request promptly.

If you are a content source and want the presentation adjusted, use the Contact page. We will remove or adjust it after verification.

This site is edited and maintained by Xuguang Zhang. Independent developer and writer. Builds and maintains this site, reviews the aggregated items daily and writes the editorial notes. The criteria used to select items, the way editorial notes are written, and the correction process are documented on the Methodology page. Report any factual error or dead link via the Contact page; reports are handled within 72 hours.

Last updated 2026-10-16