Year round learning for product, design and engineering professionals

Your Agent Doesn’t Like Your APIs — Mike Chambers at AI Engineer Melbourne 2026

Your Agent Doesn't Like Your APIs Years of API design have taught us that good design means simplicity for humans: clean REST endpoints, sensible hierarchies, well-structured JSON responses, and documentation that a developer can scan quickly. These principles have served us well. But there's a problem hiding in that success: APIs designed for humans often […]

Building SDKs in the Agentic Era — Mark McDonald at AI Engineer Melbourne 2026

Building SDKs in the Agentic Era The landscape of software development has fundamentally shifted. Once, an SDK was a relatively stable interface: you documented it, developers learned it, and for years it remained largely unchanged. But in the age of frontier AI models and coding agents, that stability evaporates. An LLM trained on your current […]

What we learned at the Sydney AI Unconference

A Saturday in Sydney, seven sessions, ~40 practitioners, no speakers, no agenda — and conversations you can’t have at a normal conference. On Saturday 18 April 2026 we ran an AI unconference in Sydney. Same format as Melbourne the week before: cue cards, dot-voting, four corners of the venue, and the law of two feet […]

Sydney AI Unconference 2026 – Report

Date: Saturday 18 April 2026Venue: SydneyFormat: UnconferenceAttendees: ~40 practitionersGovernance: Chatham House Rule 1. How to Read This Report This report captures the breadth of discussion from six sessions held at the 2026 Sydney AI Unconference. Each section distils emergent themes and concrete insights, rather than attempting to record every comment. Attendees are not identified by […]

Why AI coding tools might not make the slightest difference — Jason Cornwall at AI Engineer Melbourne 2026

Why AI Coding Tools Might Not Make the Slightest Difference The excitement around AI coding tools is genuine and widespread. GitHub Copilot, Claude, ChatGPT for code—they're undeniably impressive. They can generate working code in seconds. They reduce boilerplate. They help people code in languages they barely know. So naturally, organizations are investing heavily. The pitch […]

What we learned at the Melbourne AI Unconference

A Saturday at Stone & Chalk, four parallel tracks, ~50 practitioners, no speakers, no agenda — and a surprising amount of signal. On Saturday 11 April 2026 we ran an AI Engineer unconference in Melbourne. No keynotes, no slide decks rehearsed for weeks, no panel of the usual suspects. Just a room full of engineers, […]

Melbourne AI Engineer Unconference — Report of the Day

Date: Saturday 11 April 2026Venue: Stone & Chalk, MelbourneFormat: Open Space Technology — three 45‑minute sessions across four parallel tracks, plus opening, demos and closingParticipation: ~50 practitioners (engineers, founders, consultants, researchers, data scientists, product people) across AI engineering, software engineering with AI, privacy/security, and people/skillsConduct: Chatham House Rule — nothing in this document is attributed […]

Agentic SAST: Building an AI Pipeline for Rule Synthesis and Root-Cause Vulnerability Analysis — Danila Sashchenko at AI Engineer Melbourne 2026

Agentic SAST: Building an AI Pipeline for Rule Synthesis and Root-Cause Vulnerability Analysis Static analysis tools are supposed to automatically find security vulnerabilities. They scan code against known patterns and flag problems. But in practice, the tool often flags dozens of issues for every genuine vulnerability, and the real security problems slip through because they […]

Fully Automated Luxury Gay Space Engineering — Daniel Rodgers-Pryor at AI Engineer Melbourne 2026

Fully Automated Luxury Gay Space Engineering: What AI-First Software Development Actually Looks Like The title is playful, but the question underneath is serious: what happens when you actually commit to AI-first software development, not as a buzzword but as a genuine architectural principle? Most organisations that talk about "AI-assisted development" still operate the same way […]

Building Frameworks Building Systems — Ally Macdonald at AI Engineer Melbourne 2026

Building Frameworks Building Systems Imagine needing to build hundreds of interactive science and maths games at scale. Not one game that's beautiful and perfect. Hundreds. Each one tailored to a specific learning outcome, a particular age group, a unique pedagogical approach. The traditional response — hire more engineers, write more code — hits a wall […]

Your weekend reading from Web Directions

With the Easter long break here in Australia last week, we didn’t have a newsletter for the first time in quite a while–so hopefully we’re making up for it this week.  Before we begin with this week’s reading some news about upcoming events and more form Web Directions. PROJECT NOOPS As I mentioned a couple […]

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