05-04-2026

Harvard study: o1 out-diagnosed ER doctors

PLUS: OpenAI's coding agent gets a virtual pet, and AI is squeezing the gaming GPU market

Good morning, AI enthusiasts. A peer-reviewed study published in Science found that OpenAI's o1 model correctly diagnosed 67% of emergency room triage cases — beating two human physicians who scored 55% and 50%. The results come from Harvard Medical School and Beth Israel, and they're drawing serious attention.

What makes the findings stand out is that o1 performed best at triage, the stage where doctors have the least information and the highest pressure. The study's authors are careful to note AI isn't ready for clinical deployment yet — but the question now is how quickly real-world trials will follow.

In today's AI recap:

  • Harvard study finds o1 out-diagnoses ER doctors
  • OpenAI's Codex gets animated virtual pet companions
  • AI startup used the "This is fine" meme without permission
  • Nvidia revives old GPU as AI squeezes gaming hardware supply

Harvard Study: AI Just Out-Diagnosed ER Doctors

From Larry Bruce:
"A peer-reviewed study published in one of science's most respected journals just gave AI its most credible medical benchmark yet — and the results are hard to ignore. For professionals watching AI move into high-stakes domains, this is the kind of evidence that shifts the conversation from 'what if' to 'what's next.' — Larry Bruce, BDCbox"

The Recap: A Harvard Medical School and Beth Israel study published in Science found that OpenAI's o1 model correctly diagnosed 67% of emergency room triage cases — outperforming two human internal medicine physicians who scored 55% and 50% respectively.

Unpacked:

  • Researchers fed o1 real, unprocessed patient records from Beth Israel's emergency room, giving the AI the exact same raw information doctors had available at each diagnostic step.
  • The triage stage — where clinicians have the least information and face the most urgency — was where o1 outperformed human physicians most dramatically.
  • The study's authors are clear that these results do not mean AI is ready for clinical deployment, as the accountability gap between AI-generated diagnoses and real-world medical responsibility still needs to be resolved.

Bottom line: A landmark study in Science has given AI's role in medicine its most credible validation to date. The next step is prospective real-world trials that can test whether these results hold up outside of a controlled research setting.

OpenAI Gave Its Coding Agent a Virtual Pet

From Larry Bruce: "OpenAI just made background AI coding a little more human — and a lot more fun. For developers building with agentic tools, this update is a small but telling signal of where the AI coding experience is heading."
— Larry Bruce, BDCbox

The Recap: OpenAI launched Codex Pets, animated pixel-art companions for its Codex agentic coding desktop app that sit on your screen while the AI handles coding tasks in the background — and the developer community immediately ran with it.

Unpacked:

  • The pets act as lightweight status indicators, showing you what Codex is working on and alerting you when it needs your input — making background AI coding feel more visible and less like a black box.
  • The same update added config auto-import from other AI coding tools, including Claude Code, so developers can switch to Codex without rebuilding their entire setup from scratch.
  • Community-built pet-sharing sites appeared within hours of launch, and OpenAI is running a contest for the best custom pets — showing just how eagerly developers are embracing agentic AI tools.

Bottom line: Codex Pets is a clever UX touch that makes working alongside an AI coding agent feel more natural and less invisible. The real story, though, is how quickly developers are rallying around agentic coding tools — and OpenAI is clearly paying attention.

An AI Startup Used a Stolen Meme to Sell AI — Now the Creator Is Fighting Back

From Larry Bruce:
"This story cuts right to the heart of a tension the AI industry can't afford to ignore: you can't champion automation while quietly exploiting the human creators you claim to be replacing. For professionals watching the AI space, this is worth paying attention to — not just for the ethics, but for what's coming legally."
— Larry Bruce, BDCbox

The Recap: KC Green, the artist behind the iconic "This is fine" meme, says AI sales startup Artisan used his artwork in a subway ad campaign without his consent — modifying his famous burning-room dog to say "my pipeline is on fire" to promote its AI sales tool.

Unpacked:

  • Artisan used Green's comic to market "Ava the AI BDR," its AI-powered sales automation tool, without ever contacting him — altering his original artwork and running it in a paid ad campaign.
  • The move is especially tone-deaf given Artisan's "Stop Hiring Humans" billboard campaign, which openly encourages businesses to replace workers with AI, making the unauthorized use of a human creator's work hard to defend.
  • Green told TechCrunch he is exploring legal representation and described the act as "stealing like AI steals," echoing the kind of creator IP battles the industry has seen before — like artist Matt Furie's yearslong legal fight over Pepe the Frog.

Bottom line: This incident highlights a real tension in the AI industry — companies that automate and replace human work are still dependent on human creativity to market themselves. The legal outcome for creators like KC Green could set important precedents for how intellectual property works in an AI-driven world.

AI's GPU Hunger Is Forcing Nvidia to Resurrect Old Hardware

From Larry Bruce: "AI's appetite for hardware isn't just an enterprise story anymore — it's showing up at your local electronics retailer. For professionals and early adopters tracking how AI investment flows through the entire tech stack, this development offers a clear signal of where priorities are heading." — Larry Bruce, Editor, BDCbox

The Recap: Nvidia is reportedly bringing back its discontinued RTX 3060 12GB graphics card to address a GPU shortage driven by AI's massive demand for high-end memory. The move shows how AI's hardware needs are now directly reshaping what consumers can buy — and at what price.

Unpacked:

  • Nvidia has been prioritizing production of high-margin AI chips, which has squeezed the supply of consumer gaming GPUs and pushed retail prices higher.
  • The RTX 3060 runs on older GDDR6 memory — which doesn't compete with the newer GDDR7 supply chains that feed AI hardware production — making it a practical and cost-effective card to bring back.
  • Nvidia reportedly plans to restart RTX 3060 production as early as June 2026 with retail availability in July, reflecting a broader shift where how much video memory a GPU has now matters more to gamers than raw processing speed.

Bottom line: AI's demand for cutting-edge memory is creating real ripple effects across the consumer hardware market, pulling supply away from everyday buyers. The gap between AI infrastructure investment and gaming hardware availability will likely keep widening as AI workloads continue to scale.

The Shortlist

ASUS launched the ProArt PZ14, a 14-inch detachable 2-in-1 built around the Snapdragon X2 Elite chip delivering up to 80 TOPS of on-device AI performance — giving creators a portable machine capable of AI-assisted editing, rendering, and multitasking without leaning on the cloud, paired with a 144Hz 3K OLED display and up to 32GB RAM.

Researchers found that access to AI tools in the U.S. is heavily skewed toward wealthier, more educated individuals — a survey of more than 10,000 adults showed that income and education are the strongest predictors of AI awareness and active use, raising fresh concerns that the benefits of the current AI boom are far from evenly distributed.

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