AI content QA: why two model families catch what one misses
The problem with trusting one model to check its own workGPT-4o flags about 68% of hallucinations in AI-generated content when used as a self-reviewer. That sounds reasonable until you realise it…
IRIS end-to-end test — 2026-04-20T11-06-24
This is a test article pushed by iris through its normal syndicate flow — OAuth token fetch against the Doghouse simple_oauth endpoint, JSON:API POST to /jsonapi/node/article, drupalNid capture,…
WCAG 2.2 Checklist: Every Success Criterion Explained
WCAG 2.2 was published by the W3C in October 2023. It supersedes WCAG 2.1 and adds nine new success criteria. For Australian government, WCAG 2.2 AA is the current standard referenced by the Digital…
CMS Buyers Guide for Government and Enterprise
Choosing a CMS is one of the most consequential technology decisions a government or enterprise organisation makes. Get it right and you have a platform that serves your team and your users for a…
WCAG 2.2 AA: What Changed and What Your Team Needs to Know
WCAG 2.2 Checklist: Every Success Criterion Explained Tags: Accessibility Published: March 2025 | 15 min read WCAG 2.2 was published by the W3C in October 2023. It supersedes WCAG 2.1 and adds nine…
GovCMS vs Custom Drupal: When to Use What
CMS Buyers Guide for Government and Enterprise Tags: Platform Strategy Published: March 2025 | 12 min read Choosing a CMS is one of the most consequential technology decisions a government or…
GovCMS vs Custom Drupal: When to Use What
One of the most common platform questions in Australian government is whether to use GovCMS or build a custom Drupal solution. The honest answer is that both are valid. The wrong answer is assuming…
AI and Data Sovereignty: Why It Matters for Australian Government
Government agencies are under pressure to do more with less, and AI is now part of that conversation. But in the public sector, the question is not simply whether AI can do the job. It is whether the…
The Case for Multi-Agent AI Architecture in Government Services
Most early AI implementations in government follow the same pattern: one chatbot, one interface, many expectations. That is fine for a demo. It is not enough for a service environment with policy…
How We Shipped a 100M-Hit TAFE Platform Without Downtime
High-traffic public education platforms are unforgiving. Students need course information, staff need updates, and administrators need systems that stay up when demand spikes. In that environment,…
WCAG 2.2 AA What Changed and What Your Team Needs to Know
Accessibility compliance is not a paperwork task. For government and enterprise teams, it is part of service quality. WCAG 2.2 AA raises the bar in a way that is mostly practical: it closes gaps that…
From Legacy to Lagoon: Modernising Government Hosting Infrastructure
Modernising that stack is not about chasing shiny tooling. It is about creating a hosting environment that can support reliable delivery, security expectations, and future change without constant…