Search posts, papers, and topics
Developer portals must add machine‑readable, semantically rich metadata (e.g. MCP, structured endpoint descriptions, workflow docs) so AI agents can discover and invoke APIs at runtime, while still supporting human developers. The portal becomes a governed capability registry rather than just a docs site.
Datasette 1.0a40 adds a background‑task API (datasette.add_background_task()), switches the internal HTTP client to httpx2, and ships a batch of bug fixes aimed at stabilising the upcoming 1.0 release. The security fix mirrors that of 0.65.5.
The post announces the official ClickHouse provider for Apache Airflow, showing how to install it, configure a ClickHouse connection, and run queries using standard SQL operators or a ClickHouseHook. It includes examples for both self‑hosted Airflow and the Astronomer managed platform.
CISA’s Logging Reference Architecture translates OMB M‑26‑14 requirements into eight concrete shifts, from searchable storage tiers to schema‑first design and continuous validation. Agencies should use Elastic’s tools to build a heterogeneous, schema‑first logging architecture and file a plan by 18 Nov 2026 to meet the mandated maturity milestones.
Orange created a FinOps Community of Practice and runs ‘Clean Days’—protected, gamified sessions that get engineers actively optimizing cloud spend. They then scale this culture with AI agents that surface cost data, suggest quick‑win fixes, and automate reporting, extending responsibility across thousands of engineers.
TERAZ is a live ambient music piece where each audience member's phone plays a locally generated instrument via Tone.js, coordinated by a Rails Action Cable server that only sends lightweight control messages. The author shares practical lessons about mobile audio quirks, device heterogeneity, and scaling the system to dozens of phones.
Vercel now supports running Harbor benchmarks, like Terminal‑Bench, inside its Sandbox using Firecracker microVMs. The integration with AI Gateway lets you benchmark multiple models by swapping the `--model` flag, scaling concurrency with `--n-concurrent`.
A step‑by‑step tutorial showing how to protect a high‑impact admin action (resetting all scores) in a Next.js app with Auth0 by combining role checks and a fresh MFA step‑up flow, including helper utilities, session claim preservation, and a hardened API endpoint.
LWN’s security‑updates roundup for Tuesday lists dozens of CVE‑related package updates across AlmaLinux 8/9/10, Debian LTS, and Fedora 45 (and a few older releases), with advisory IDs, package names and release dates.
Laravel Health adds dedicated liveness, readiness, and startup probe endpoints that you can configure per‑check, and a Prometheus metrics endpoint exposing check status, duration, and container system gauges. The package includes built‑in checks, custom check support, CLI runner, and optional UI, making Kubernetes health monitoring straightforward for Laravel apps.
Simon Willison shows a minimal JavaScript UI that talks to Google’s Gemini 3.8 Live speech‑to‑speech models via a WebSocket API, using the Web Audio API for capture/playback and no external libraries.
Zapier’s 2026 roundup treats AI text generation as a ubiquitous feature rather than a standalone product. It explains that modern LLMs with long context windows have pushed dedicated generators into niche roles (marketing, SEO, agents) and then surveys the most useful built‑in generators across email (Gmail Gemini, Outlook Copilot), document suites (Google Docs, Microsoft Word, Notion), chatbots…
AI Gateway now lets you call the Jev probabilistic decision model via an existing TypeSafe client, a plain HTTP API, or the TypeScript AI SDK, with usage billed and observable in the gateway.
This guide outlines building a scalable SVG icon system using sprites, a shared component for accessibility, and automated sprite generation. It helps prevent inconsistent icons, DOM bloat, and accessibility issues in web applications as they grow.
Fedora 45 beta swaps the traditional in‑kernel Linux console for kmscon, a long‑standing userspace terminal emulator. This shifts console rendering out of the kernel, opening the door to more modern capabilities.
A speculative preview of Apple’s upcoming iPhone Duo, summarizing hinted‑away SwiftUI/UIKit APIs (size classes, split view, tab‑bar placement, toolbar axis, badge, overflow) and advising developers to target iOS 27 SDK now while waiting for Xcode 27.1.
Databricks announces MATCH_RECOGNIZE, a preview‑only SQL clause that lets you write regex‑style patterns over ordered rows. The post walks through four industry‑level use cases (security login‑failure sequences, V‑shaped stock trends, e‑commerce cart abandonment, IoT sensor‑driven failure prediction) and claims the operator replaces complex CTEs, window functions, and self‑joins. No actual syntax…
Mustafa Suleyman warns against treating AI models as if they have feelings or rights, arguing that such thinking hinders alignment work. The quote cautions against model‑welfare narratives.
Simon Willison released llm-keys-ui 0.1, a tiny web UI that lets you store LLM API keys on a remote machine and retrieve them via the llm CLI, avoiding pasting keys into chat sessions. It runs with a single uvx command and exposes local network URLs for access.
The article reports a scan of 1,025 websites, finding low color contrast (46.9%) and unnamed links/buttons/iframes as the most common accessibility failures, and shows that each issue is usually fixed with a single HTML attribute or CSS rule.
The podcast explains how systems thinking helps leaders grasp the complex, adaptive nature of software delivery, especially as AI rollouts amplify bottlenecks. It also outlines cultural "levers"—choices that shape unwritten rules—to build sustainable, fun engineering teams.
htmx 4.0 replaces XHR with fetch (enabling streaming), adds built‑in morphing swaps via idiomorph, introduces hx‑partial for multi‑target updates, makes attribute inheritance explicit with a :inherited suffix, renames several attributes/events, adds a 60 s request timeout, and ships under npm's `next` tag with a CLI upgrade checker.
Auth0 announced a new integration with the AI‑powered low‑code platform v0 that lets developers generate full‑featured authentication (Auth0 tenant, apps, connections, SDK wiring, B2B orgs, MFA, etc.) directly from prompts, without leaving the v0 workflow.
A health‑assessment app was built as a write‑only pipeline: it encrypts survey answers, writes them to a staging collection that the vendor can read, then hands them off to the EHR via cloud functions. This eliminates PHI exposure for the developer team but adds operational friction—debugging requires only IDs and ciphertext, resuming surveys can’t be done server‑side, and failures in the handoff…
Genie One MCP extends Databricks’ Genie Ontology—a governed business‑context layer—to any Model‑Context‑Protocol‑compatible AI assistant. By exposing five MCP tools (e.g., `genie_ask`, `genie_poll_response`) and enforcing per‑user Unity Catalog permissions via on‑behalf‑of OAuth, the service lets agents retrieve permission‑aware, ontology‑grounded answers and interactive views without each model…
Fountain replaced a multi‑vendor batch pipeline (Postgres + MongoDB → replication → S3/Iceberg → BigQuery/ClickHouse) with a single‑hop real‑time data plane built on ClickPipes and ClickHouse Cloud. CDC streams 13 Postgres and 4 MongoDB sources directly into ClickHouse, where native JSON, incremental materialized views, and role‑based access control provide sub‑second query latency, 66 % cost red…
API design is shifting from human‑centric, resource‑based REST toward machine‑friendly, capability‑oriented interfaces as AI agents become major consumers. This drives changes in rate limiting, just‑in‑time security, system‑wide reliability, and regulatory compliance.
