Auto-aggregated global tech articles · 434 posts
Healthcare is still largely reactive. A patient checks their blood pressure when they feel unwell. They visit a hospital when symptoms become serious. A doctor sees a snapshot of their health during an appointment, makes a decision, and the patient goes home. But chronic diseases like hypertension
Hey DEV I'm Vinayak, a CSE undergrad from Delhi. I've been building ML projects for a while now, and I finally made an account here because I want to start writing down what I'm learning instead of letting it disappear into a folder called stuff. What I actually work on Most of my time goes into
With the rapid rollout of full fibre networks across the UK, network engineers must recalibrate their baseline expectations. Legacy FTTC (Fibre to the Cabinet) environments generally operated with a 10-15ms baseline ping to major UK data centres due to VDSL2 interleaving and copper impedance.
How do you keep a bigger Spring Boot application modular without creating more and more layers? I was watching Jakub Nabrdalik talks about package scope, modularity and hexagonal architecture and it made me think again about how we structure bigger Spring Boot applications. A lot of projects start w
Nobody reads a platform's documentation on a good day. On a good day the pipeline is green, the deploy went out, and the developer never thinks about the platform at all. The platform only gets read when something breaks, and what gets read is the error message. That makes the error message the mos
Learn why a Polymarket TWAP state machine should model resolution, oracle observations, market time, and execution as separate states. Building a Polymarket TWAP State Machine A short-duration trading bot can receive every price update correctly and still make a structurally wrong decis
When building an API with FastAPI, it’s deceptively easy to dump every endpoint into main.py. A few @app.get() decorators here, a couple of @app.post() decorators there, and everything works. Then your project grows. Suddenly, main.py is an 800-line monolith, team members are constantly hitting Git
Networking advice often assumes the difficult part is finding the right words. In a community product, the harder problem is usually uncertainty: Was the invitation delivered? Does silence mean no, not yet, or a technical failure? Can the recipient decline without starting an awkward conversation?
Once an agent can read a model, it wants the neighbours. Show me the ticket, and its comments, and who wrote them. The naive implementation is ->with($request->get('include')), which is a full database export for anyone who asks nicely. Eloquent will follow any relation name you hand it, and
When we launched ReSharper’s out-of-process (OOP) architecture, users reported slower startup times for IDEs using ReSharper on Windows. After profiling, the cause surprised us: Microsoft Defender was scanning our process for longer than we expected. This post is about what we found, what we learned
Hello all, I am the webmaster for a small Archaeology website, that primarily is used by members of this small conference to access PDFs and news about the conference. I only need to update this website about once or twice a year. Until recently I used the plesk hosting service on GoDaddy to host th
TL;DR Basic retry and fallback logic often fails in production because LLM APIs introduce streaming, tokenization, and schema constraints absent from traditional REST services. Mid-stream network drops, tool-call argument mismatches, and cascading rate limits turn naive fallback loops into inciden
Somewhere around hour thirty of ZeroDepsHack 2026, we were staring at a parseUnicodeEscape method, arguing about whether a lone high surrogate followed by a regular character should throw at parse time or survive until serialization. The answer, per RFC 8259, was unambiguous — reject it — but the fa
In 2018, the engineering blog you were reading told you to decompose everything into microservices. In 2022, the same blog started running post-mortems about distributed system complexity. In 2026, teams that survived both cycles are settling on something that looks a lot like what worked in 2010 —
Continuing my thoughts after my previous article, and having too much free time lately, I have been spending more time than I should browsing LinkedIn, the place where the jobs descriptions die, but the AI influencers thrive. The subscription problem After reading too many AI posts, foll
Dead Code Is More Dangerous Than Broken Code The opening: an AI confidently told me to reuse a capability that didn't exist Here's how it started. I was adding a small feature to my own coffee e-commerce store: let a customer pick a fresh combination of beans over chat, price it on the
Workers now enables Node.js compatibility by default, supports applications up to 64 mebibytes, and adds a URL-based module registry with import.meta, lazy compilation, shared code caches, and clearer errors.
Borsa verisiyle uğraşmaya başladığım ilk günlerde her şeyi sıfırdan yazmaya çalışıyordum. Kendi indikatörlerimi, kendi veri çekme sistemlerimi kuruyordum ama zamanla fark ettim ki bazı araçlar aslında benim yapmaya çalıştığım her işi benden daha iyi ve hızlı yapıyor. Fiyat verisiyle uğraşırken her p
Call quality is not a single number you check once. It is a stream of measurements — MOS, jitter, latency, packet loss — that arrive while a call is active and that you need to inspect afterward. This sample puts that stream into a Flask dashboard with live SSE updates, SQL-backed history, and thres
If you can write index.php, you can already program a microcontroller. That's not a metaphor. PHP on ESP32 just hit 1.0.0 — the first official release. It takes the real PHP interpreter, the unmodified Zend engine straight from php.net, cross-compiles it for a chip that costs about $4, and runs you
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