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Latest in Software Development
Alibaba Qwen Releases Qwen-Image-2.1: A 7B Open-Weight Model for Image Generation and Editing
2+ hour, 4+ min ago (245+ words) Alibaba’s Qwen team has released Qwen-Image-2.1, a unified text-to-image generation and image editing model. Its visual generation component has 7B parameters across 32 single-stream DiT layers. One checkpoint covers text-to-image, multi-reference editing, local edits, and transparent RGBA output. Is it deployable? Yes,…...
Custom Password Reset API Selection for Auth Systems Without Webhooks
28+ min ago (637+ words) This decision applies differently to the two messages. A password-reset email carries a short-lived capability, so stale retries can create confusing or unsafe behavior. An order receipt records a settled payment, so losing the send request leaves a gap in…...
API Key Usage Inventory: 4 Evidence Signals for Edtech Service Reviews
22+ min ago (1543+ words) Short answer: a key's last-used timestamp cannot tell an edtech reviewer which service holds it. Attribute the credential through four independent signals: a stable, nonsecret key identifier, authenticated caller identity, workload deployment records, and per-key request events. Record disagreements instead…...
NetScaler and the SAML Bypass: Measuring Gateway Exposure with ZoomEye
22+ min ago (461+ words) Authentication gateways occupy a structurally difficult position in security architecture. They must be reachable from the internet to serve their function, they hold the trust relationships that let users into internal applications, and a flaw in their authentication logic can…...
Jev & computer-use
26+ min ago (25+ words) Current work: jev-computer-use My TL for the last few days has been taken over by Jev, a system one... Tagged with ai, cli, agents, automation....
Stop Burning AI Tokens: Why 'kern' is the Local Code-Intelligence Engine We've Been Waiting For, Face off Graphify vs Code Review Graph vs Kern
21+ min ago (23+ words) If you are using AI coding assistants like Claude Code, Cursor, or Codex, you already know the... Tagged with ai, agents, kern, tutorial....
Four Stops Instead of Thirty: Rebuilding the Dashboard and Retiring Hand-Rolled UI
31+ min ago (1695+ words) An editor's real complaint about the main video-generation service's internal tool wasn't any single bug. It was the shape of using it: thirty confirmation stops on an attended run, a dashboard that buried the one thing you actually owed a…...
Keep the Score Contract Out of the Agent's Write Set
22+ min ago (803+ words) A green CI job on an agent branch is not a score. It is a claim that the tree the agent left behind still exits zero. Those claims diverge as soon as the agent can delete tests, rewrite goldens, skip…...
Closures a fondo en JavaScript
26+ min ago (998+ words) Un closure es la combinación de una función agrupada dentro de otra con referencias a su estado adyacente. Veamos el siguiente ejemplo para entenderlo un poco mejor: Esto como te puedes imaginar, podía causar bugs muy complicados de encontrar. Con…...
Sandboxing PDF Processing in PHP with Bubblewrap
26+ min ago (1286+ words) What happens when your PHP application processes an untrusted PDF with an external binary? Most of us never think about it. A user uploads a file, a controller stores it, a queued job runs a command-line tool on it, and…...