The r/opensource AI ban has triggered a debate about how far online communities should go to prevent low-quality AI-generated submissions. Moderators of the Reddit community announced new rules that prohibit projects that use AI, are made by AI or are intended for AI, arguing that AI in its current form conflicts with the community’s values. […]
AI agents are becoming more capable of writing code, fixing bugs and improving the instructions that guide their work. But every change carries a risk: a modification intended to improve performance can introduce a new error, break an existing function or waste valuable computing resources. New research suggests that AI agents can improve more efficiently […]
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).
Computer science grads face a jobless rate of about 7.1% as AI takes on more entry-level coding and the tech giants post far fewer software jobs. This article sets the AP’s report against New York Fed, Indeed, Stanford and Census data, and covers the AI skills employers now want, the smaller firms doing the hiring, the H-1B squeeze on international students and how colleges are retraining.
The server is end-of-life, the developer who understood the system has retired, and the quote range spans £20,000 to £400,000. This guide puts real UK numbers on the three ways out: rebuild from scratch, replatform onto modern hosting, or replace with an off-the-shelf product. It covers the price bands per route, the day rates behind them, a 40-person worked example priced three ways (£40,680 vs £70,400 vs £136,455 over three years), the five hidden costs estimates miss, and a decision framework for choosing — plus six ways to cut the bill.
Does the EU Cyber Resilience Act apply to UK companies after Brexit? Yes — whenever software or hardware with digital elements is placed on the EU market, the duties follow the product regardless of where the manufacturer sits. This guide maps which UK businesses are caught and which escape, what placing on the market really means, the September 2026 reporting clocks and December 2027 full-application deadline, the manufacturer, importer and distributor duties, fines of up to 15 million euros or 2.5 percent of worldwide turnover, how the EU regime compares with the UK’s narrower PSTI rules and the services-focused Cyber Security and Resilience Bill, the unresolved Northern Ireland position under the Windsor Framework, and a four-step preparation plan for UK exporters.
A plain-language walkthrough of the vulnerability handling requirements in Annex I, Part II of the EU Cyber Resilience Act for software teams: the eight duties from SBOM documentation to free security updates, how the five-year support period stretches them across a product’s life, what a coordinated vulnerability disclosure policy must contain, how the handling process feeds the 24-hour and 72-hour Article 14 reporting clocks from September 2026, the fine bands up to 15 million euros, the mistakes that fail assessments, and a 90-day plan to stand the whole process up before the December 2027 deadline.
A deep-dive on SBOM requirements under the EU Cyber Resilience Act for software teams: what Annex I, Part II actually obliges you to document, the seven minimum data fields every component entry needs, how to choose between SPDX and CycloneDX, how to generate and store SBOMs in your delivery pipeline, keeping them current across versions and patches, the VEX workflow that makes vulnerability matching usable, what market surveillance authorities can demand, the fine bands up to €15 million, and a 90-day plan to get compliant before the December 2027 deadline.
A working Cyber Resilience Act checklist for software developers and engineering leads. Six workstreams in delivery order: inventory and classification, the Annex I secure development requirements, machine-readable SBOMs with CycloneDX or SPDX, vulnerability handling that survives an audit, the 24-hour reporting capability due by 11 September 2026, and the technical file, declaration of conformity and CE marking due by 11 December 2027 — plus the fine bands, the 2026 Commission guidance, the draft harmonised standards, a 16-month plan and the mistakes development teams most often make.
Cyber Resilience Act reporting becomes a live legal duty on 11 September 2026, fifteen months before the rest of Regulation (EU) 2024/2847 applies. This operational guide covers the two triggers that start the clock, what “becoming aware” means, the 24-hour early warning, the 72-hour notification and the 14-day or one-month final report, the ENISA single reporting platform and how to choose a coordinating CSIRT, what each submission must contain, who is authorised to file out of hours, the parallel duty to notify users, how the clocks interact with NIS2, DORA and UK GDPR, the evidence pack, the penalty bands, and a four-week readiness plan.
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