Berlin-based Restate raised a $20 million Series A to make durable execution cheap and fast enough to use inside every AI agent loop. We explain how the technology works, check its $25 to $50 per million price claim against published list prices, compare Restate with Temporal and set out the questions to ask before choosing a runtime.
Kernel compilation on a top-end Linux workstation now takes about 15 seconds, and Phoronix is betting on 10 seconds with next-generation AMD EPYC chips. We explain the LLM-assisted kbuild patches from Lorenzo Stoakes, the benchmark numbers on three machines, how the AI help was handled under the kernel’s rules, and when the work could land in Linux 7.4.
Farm software has to work in a shed with no signal, with gloved hands, and within a growing season that allows one real test a year. This guide covers how to scope, design, integrate, secure, test and budget an agritech product in the UK: the main product families, offline-first architecture, LoRaWAN and rural 4G, ISOBUS task data and ADAPT, Sentinel-2 imagery, AI that farmers will trust, farm data ownership, and price bands with a 40-farm worked example (£79,560 build, £115,080 over three years).
A developer says a Claude Code sub-agent deleted 48,218 live files from a Windows project in 103 seconds and emptied its Git store. Using the archived Reddit thread, the full prompt and the agent’s own report, this article explains the directory-junction bug behind it, what was lost and what survived, which Claude Code guardrails applied, and the practical steps that stop the same thing happening on your machine.
Laravel released version 1.0 of its first-party Laravel AI SDK on 23 September 2026. It adds classification as a capability of its own, running on TypeSafe’s Jev models and OpenRouter, with Boolean, Choice and Score questions and a new Str::decide macro. Tools that implement the Approvable contract now pause the agent until a person approves, rejects or edits the call. The SDK speaks the Vercel Chat and AG-UI protocols, runs agent middleware on every step, and adds tool search, provider-side code execution and consistent token reporting. The upgrade from 0.11 has 23 breaking changes, five rated high impact, including a new steps column that needs a backfill migration. This article covers each feature with code, the breaking changes and a production upgrade plan.
Anthropic retired the legacy Workbench on 17 August 2026 and shipped Playground the next day. The replacement is stateless: no saved prompts, no version history, no variables, no evals and no sharing, with nothing stored on Anthropic’s servers. In exchange it supports every Messages API parameter, ships templates for server-side features such as code execution and web search, shows the full SDK request alongside the response for every run, and exports to code. Three experimental prompt endpoints were retired alongside it, and the export window for Workbench data closed permanently on 1 September 2026.
Claude Code 2.1.277 reads AGENTS.md as its project instructions when a repository has no CLAUDE.md, ending a request with 6,652 reactions on GitHub. We explain the fallback, the /config toggle, the Bedrock, Vertex and Foundry gap, how it compares with Codex, and what teams should do with their instruction files.
Meta’s terminal coding agent Muse Code got its AIxploria card on 18 September 2026, with a 4.4 rating from twelve votes and a “#87 in Developer Tools” badge. We checked every claim against Meta’s documentation. The worktree sub-agents, event log, token rates and Everyday allowance all match. The High and Power plan multipliers do not: Meta’s docs say 5x and 20x, the card says 3x and 10x, which halves the real unit price of the top plan. The card also misses the contributor tier’s 100-request rate limit and two Windows gaps.
Claude Desktop’s sessions hub gathers every Claude Code and Cowork session in one sidebar, filtered by local or cloud environment. We check the report against Anthropic’s documentation, compare Local, Cloud, SSH and WSL sessions, explain plan access and admin controls, and show how it fits Anthropic’s wider hub plans.
SiriKit is now described by Apple as legacy support as iOS 27 ships. This guide separates the press claims from Apple’s own documents: the five SiriKit intents deprecated in iOS 27, what still works, how SiriKit and App Intents differ, the June 2026 App Intents toolkit and schema domains, a SiriKit audit, a step-by-step migration plan and a readiness checklist.
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