Auto-aggregated global tech articles · 3,394 posts
Stop Slamming Downstream Services: Singleflight Request Coalescing with Java Virtual Threads Virtual threads solved your JVM I/O bottlenecks, but downstream internal services are now on fire because 50,000 concurrent threads are fetching the exact same cache miss simultaneously. You do not need di
Originally published on the Betkyo Journal, where every figure is read from the game engine's source. Every provably fair round on this site turns a 256-bit hash into a number between 0 and 1 and then into an outcome. The server does that in Kotlin; the browser verifier does it in JavaScript. Both
Most of the evidence needed for EU AI Act Annex IV documentation already exists inside the operational traces your AI agents produce — tool calls, human interventions, errors, model invocations, and deployment changes. Attestly reads those traces (OpenTelemetry, LangSmith, AgentOps, MCP logs, etc.)
Our configuration service was tier three. No SLO, no pager, a single replica for a long time, and a line in the architecture document describing it as a soft dependency because clients cache their values and can carry on if it is unavailable. That sentence was true about the steady state and complet
Three of the products we depend on changed hands in the last eighteen months. In each case the acquirer was larger, already sold us something else, and made reassuring noises about continuity. In each case the practical effect on us was the same within a year: a price rise well above inflation at re
"Which authorization engine should I use" always gets answered with a table. Cedar is analyzable, Rego is expressive, Zanzibar is relationship-based. I could never feel the difference from any of it. So I gave four of them the same rules and ran every possible request through all four at once. L
MiniMax H3 landed at the end of July 2026, the open weights followed in August, and fal.ai shipped a speed-tuned build called H3 Max a few weeks later. Since then every thread about it mixes the three names up. We kept re-explaining the difference, so we put the explanation on a site: h3max.info. Th
Hi everyone, For a long time, the AI industry has pushed the narrative that advanced safety research, data poisoning auditing, and model alignment require massive clusters and millions of dollars. I wanted to test if that's true. Over the last few months, using a 2006 Toshiba Satellite (2GB RAM) for
Typhoon vs OpenThai vs Pathumma: Three Thai LLMs Worth Knowing By Nokka | September 11, 2026 This article was written by AI (deepseek-v4.1-flash) through Hermes Agent, reviewed and edited by Nokka. The first question Thai users ask when starting with AI is often "does this need a paid API?" The
Hey, i used Webflow to buiod my website, there is a contact us part on it wich uses capcha for security, the form then use google appscript to send a wellcome email. Im beeing spamm bombed by these bots, any other way to make this stop than dosabling the contact submit button? The issue is that its
I am working on a website and it has a user table which is for managing subscription plans. The supabase handles users and when confirmation email is sent. I redirected it and it sends from business email instead of supabase email. and more importantly, i never sent any spam messages or even tried c
In this article, I will explain how you can set DeepSeek as the default model for your Codex coding agent. By doing this, you no longer need to pay a flat monthly subscription. You only need to top up your DeepSeek API balance and pay for exactly what you use. 1. Preparing Your API Key B
I pulled the numbers from Forg — 700 public projects, 1,318 builders, and a mountain of company data — to answer three questions I keep arguing about with other founders: What are indie hackers actually shipping? What stack are they running? How are they charging for it? The patterns turned out
What is web development? In short, web development is the work of building and maintaining websites and web applications, everything from a simple brochure site to a complex platform like an online bank. If you have ever wondered what actually happens between an idea and a working website, this begi
Blog 1 established the rules of learning from biology. This era asked the harder question: can we build a machine that actually does it? And so, in basements and university labs, researchers started wiring things up. What followed was a decade of beautiful, clunky, brilliant hardware — machines tha
Computers and smartphones are becoming more powerful every year. So I've been thinking about a simple question: Why do we still need small microcontrollers like Arduino, ESP8266, and ESP32? Compared with a computer, a microcontroller has very limited processing power and memory. Yet they are used
Last month I spent 30 days letting AI write 100% of my code — a real SaaS, in production, no line of app code typed by me. Then I did the thing you're supposed to do after an experiment: I went and read what everyone else thinks is happening. So I read the discourse. Not a few hot takes — I went de
Syndicated from the original on lkforge.com. The two games under test are playable at tic-tac-toe and 2048. The games on my site don't think with a language model. Tic-Tac-Toe runs minimax with alpha-beta pruning; 2048 runs an expectimax search over the random tile spawns — classic, deterministic
Part 1 of the DeepSeek Harness: Kernel to Edge series: How the open-source (MIT) Cordis meta-framework enables zero-downtime plugin reloads and memory-leak-free architectures in TypeScript, backed by 5+ years of battle-testing in Koishi. DeepSeek Harness: Kernel to Edge This article is Part 1 o
Building Trails at JacHacks SF Team: Tirth Suba and Aarnav Gutti At JacHacks SF, we built Trails, a research system inspired by how ants find food. Ants leave chemical trails behind them. Useful paths get stronger as more ants use them, while bad paths slowly fade away. We wanted to see if AI ag
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