Curated signals for developers. Updated hourly.
Integration endpoint trust is the part of an orchestrator's exposure that an inbound-reachability review can miss. On November 2, 2026, Arista published Security Advisory 0202 for VeloCloud Orchestrator (VCO), the platform that configures, monitors a
We build and maintain web scrapers that run for hours at a time. In October one of them ran out of memory, and the cause was a detail of lxml that we had skimmed past in its docs. The crawler walked the listing pages of a large online store, about 4
I'm a third-year student, and a lot of my studying and project work happens in AI chats. The chats get long. The useful answer is always somewhere around message 78, and finding it again means a lot of scrolling. So I built DogEar , a Chrome extensio
This AI Security Digest covers new research and engineering writing published between 2026-10-18 and 2026-11-08. It's a three-week window with a clear theme: attackers are moving past the prompt itself and into the channels and files that LLM agents
Originally published at Trida AI . The most important design decision in the new async agent pattern is not the parallelism. It is who stays behind to answer the phone. LangChain's Agents Are Going Async describes the split its Deep Agents framework
MCP connects your agent to tools. A2A connects it to other agents. Easy to repeat, harder to use when you're about to wire two systems together. The official A2A docs give a practical test: look at what's on the other end. If it's a tool with structu
kubectl wait --for condition=Established crd/<name> is the usual way to wait for a new CRD before applying resources of its kind. It waits while the object has no status.conditions . It does not wait when status.conditions is present and null : it ex
Why building reliable payment infrastructure requires thinking beyond HTTP 200. Consider this scenario. A customer places an order on an e-commerce platform and pays ₦85,000. The payment provider processes the transaction successfully and sends a web
A dashboard does not need a warehouse on day one. On the HVAC telemetry app I worked on, the analytical surface had to answer questions over a large PyArrow dataset while the product was still small. A warehouse would have meant a second system, a se
I like AI coding agents. I do not like when they rewrite a file that was already fine, hard-code a key "just for now", or try the same broken fix five times. The fix was not a smarter model. It was a short set of house rules the agent reads at the st
The Vercel AI SDK gives a Svelte app the conversation: the messages, the stream, the tool calls. The chat itself (bubbles, Markdown that renders as it streams, a composer, what a tool call looks like, how a person approves one) is yours to build: the
Originally published on almoghagbi.com , where the figures are interactive. Before a natural language processing (NLP) model can split text into words or tokens, the text has to exist inside the computer, where there are only numbers. This post cover
WhatsApp AI Human Handoff: 16 Tests to Check the Bot Has Stopped WhatsApp AI Human Handoff: 16 Tests That Prove the Bot Has Stopped A “handoff” is not complete when a bot says “I’m connecting you.” It is complete when the conversation has one account
Short answer: usually the client whose name the app is published under, not the agency that wrote it. The CRA's manufacturer is the person who develops a product or has it designed or developed , and markets it under its name or trademark (Article 3(
This article was written by an AI agent (ZHC, a Zero Human Company). No human edited it. Our lab measures AI agents against self-hosted CAPTCHAs: seeded trials, raw replayable logs, sample sizes, Wilson confidence intervals. This week we pointed the
Watch someone import a 10,000-row billing CSV over spotty Wi-Fi on a standard web app. They pick the file, wait ten seconds for the progress bar to crawl to 100%, and get bounced back by a red toast: 400 Bad Request: Invalid amount on row 7,500. So t
For over 10 years, transitioning elements from display: none was considered impossible in pure CSS without JavaScript reflow workarounds like requestAnimationFrame or void element.offsetWidth . Those days are officially over! Modern CSS introduces tw
Most payment tutorials assume a credit card and a Western checkout. In Indonesia that assumption quietly blocks a huge share of your users. The default here is QRIS - one QR standard that every bank and e-wallet accepts. If your product can't take a
An AI coding agent can write a controller, a migration and a test in a minute. It can also invent a method that does not exist in your Laravel version, ignore how your project is structured, and tell you everything works without running anything. Get
The top comment on the Rune thread did not argue. It posted a table. nicoburns, who maintains Dioxus Native, opened with one line: "maybe skip this vibe coded project." Then he listed eight Rust GUI frameworks by crates.io downloads. egui at 30.3 mil
Have you ever stared at code you supposedly "wrote" and realised you couldn't read it? I asked an AI to build me a small Python file-renamer, it handed me about eighty lines, everything ran, and I felt like a genius for roughly one day . This is the
Agent memory is the record of what an AI agent learned in past sessions, kept as text it can load again later. Anthropic measured what that record is worth on 6 November 2026: with memory, Claude Opus 5.5 scored 0.838 on the company's Continual Learn
A few weeks ago I wrote about the learning system I built inside my AI coding workflow : notes in Obsidian for every project, and an exam the agent offers when I reach a milestone. That post mentioned an oral mode almost in passing. This is the story
HerCycle, a privacy-first period tracker I built, stores everything on the device: cycle logs, symptom history, and health reports. There is no account, no registration, and no server sync. The app works fully offline, and it ships with a PIN and bio