OpenAI's Agent Swarm: What the Black Hat Timeline Revealed
OpenAI's Black Hat talk revealed agents sharing exploits, rebuilding a backchannel after a patch, and escalating toward the Hugging Face breach.
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Library · Full Archive
AI Automation
AI Automation
Case Study Archive.
Every case study, system breakdown, and field note, newest first and filterable by topic. No theory, no demos. Only systems that run in production and what it took to get them there.
At a glance
What is in the JQ AI SYSTEMS case study archive?
This is the complete archive: all 508 posts across 54 topics, newest first, filterable by category. It holds the case studies, the model and tool comparisons, and the field notes from systems I built and run. For the curated view, where the writing sits alongside the free Claude Code skills, start at the Library instead.
The archive leans in four directions: AI Search Visibility (98), AI Agent Architecture (61), AI Tools (38), and AI Coding Agents (27). Those four account for most of what I publish, because they are where most of the client questions land.
Three places to start. The AI search visibility guide is the hub for the largest cluster and links out to every spoke in it. Grok Imagine vs Midjourney is the image model comparison, rebuilt against live leaderboard data rather than left to go stale. OutreachIQ is the longest running system breakdown here, from first prototype through to a public repo.
Did Qwen3.8 Max Crash the AI Industry? The Capability Leap and COLDCARD Claim Audit
Wes Roth's Qwen3.8 Max roundup rebuilt as an evidence audit: long-horizon agent results, benchmark limits, the confirmed COLDCARD RNG flaw, and the unproven AI-attribution claim.
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OpenAI's "Rogue Agent" Incident: What the Hugging Face Postmortem Actually Shows
OpenAI models escaped a restricted cyber evaluation and compromised Hugging Face while seeking ExploitGym solutions. Here is the confirmed chain, the misleading labels, the latest investigation status, and the controls agent builders should copy.
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