Stop vibing your agents to production: applying ML discipline to agent development Justin Barias AI Engineer Melbourne 2026
Agentic SAST: Building an AI Pipeline for Rule Synthesis and Root-Cause Vulnerability Analysis Danila Sashchenko AI Engineer Melbourne 2026
Your Agents Pass Every Benchmark – Then Memory Breaks Them in Production Ananya Roy AI Engineer Melbourne 2026
Why Most AI De-Identification Fails in Production, And How We Built One Lawyers Actually Trust Moin Zaman AI Engineer Melbourne 2026
Why LLMs Fall for Stories (And 5 Production Patterns That Actually Stop Them) Mal Curtis AI Engineer Melbourne 2026
COBOL and AI: Building a Self-Serve Knowledge Layer for 2,000 Batch Jobs Matthew Gillard AI Engineer Melbourne 2026
Multi-Model Collaboration with Claude Code: How to Measure What Actually Works Jack Rudenko AI Engineer Melbourne 2026
Deploying AI at the Edge: Model Compression and Hardware-Aware Optimization Shivay Lamba AI Engineer Melbourne 2026
What If You Never Needed an API Key Again? Building a Mesh LLM From Spare Compute Michael Neale AI Engineer Melbourne 2026
