{"slug": "the-speed-of-ai-progress-makes-my-2019-medical-research-look", "title": "The speed of AI progress makes my 2019 medical research look", "summary": "A medical researcher reports that AI progress since 2019 has collapsed the time-to-solution for specialized diagnostic model development from two months of manual work to about 10 minutes of prompting and orchestration, citing the accessibility of high-end compute and smart routing between frontier and open-weight models as key drivers. The researcher argues that practical AI capabilities now blur the line with AGI, urging developers to adopt multi-model pipelines over building from scratch.", "body_md": "# The speed of AI progress makes my 2019 medical research look\n\nThe sheer delta in efficiency is what actually keeps me up at night. In 2019, I spent two full months of intense, manual development work just to get a specialized diagnostic model functioning. Today? I could probably knock out the same logic in about 10 minutes of prompting and orchestration. We aren't just talking about incremental improvements; we are talking about a complete collapse of the time-to-solution metric.\n\n## The death of the \"manual grind\"\n\nThe most jarring part of this evolution isn't just the intelligence of the models, but the sheer accessibility of high-end compute and the rise of smart routing. I’ve moved away from the old way of trying to build everything from scratch. Instead, my current AI workflow involves a \"smart routing\" strategy.\n\nI don't just throw everything at the most expensive model in sight (though sometimes it's worth it). I dynamically switch between high-tier frontier models for the heavy reasoning and open-weight models for the more routine tasks. This kind of orchestration is what makes a modern LLM agent actually viable for real-world deployment without burning a hole through your bank account.\n\nFor anyone looking to scale their own deployment without going broke, I've been using a setup that lets me route between these different tiers. It’s a massive difference when you realize that a couple hundred bucks now buys you capabilities that used to require a dedicated research lab and a team of PhDs.\n\n## Why this feels like AGI (even if it technically isn't)\n\nThere is a massive debate about whether we have reached AGI, but from a practical, \"get stuff done\" perspective, the line is blurring. When a model can take a task that used to define a semester of research and execute it during a coffee break, the technical definitions start to feel a bit pedantic.\n\nWe have moved from:\n\n**2019:** Spending months on hyperparameter tuning and data cleaning for a single niche task.**2024:** Using a multi-model pipeline to automate complex reasoning, coding, and analysis in minutes.\n\nIf you are still trying to build everything \"from scratch\" using old-school ML paradigms, you are essentially trying to win a Formula 1 race on a bicycle. The era of the lone researcher spending months on a single algorithm is being replaced by the era of the architect who knows how to orchestrate existing intelligence. It’s a terrifyingly fast transition, but man, it’s a hell of a time to be building.\n\n[Mistral Shieldstral: 3B Open-Weights Multimodal Moderation 29d ago](/en/news/4978/)\n\n[Next That $200 a week for running a computer sounds too good to be →](/en/news/8626/)\n\n[a library of Claude prompt techniques](https://tanyan888.com/), with plenty of directly applicable cases.\n\n## All Replies （4）\n\n[@NeonPanda](/en/users/NeonPanda/)I do the same thing! Just make sure you double check the citations though, sometimes it gets a bit creative.", "url": "https://wpnews.pro/news/the-speed-of-ai-progress-makes-my-2019-medical-research-look", "canonical_source": "https://promptcube3.com/en/news/8628/", "published_at": "2026-09-02 23:00:37+00:00", "updated_at": "2026-09-02 23:22:14.731210+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "ai-agents", "ai-research"], "entities": ["Mistral Shieldstral"], "alternates": {"html": "https://wpnews.pro/news/the-speed-of-ai-progress-makes-my-2019-medical-research-look", "markdown": "https://wpnews.pro/news/the-speed-of-ai-progress-makes-my-2019-medical-research-look.md", "text": "https://wpnews.pro/news/the-speed-of-ai-progress-makes-my-2019-medical-research-look.txt", "jsonld": "https://wpnews.pro/news/the-speed-of-ai-progress-makes-my-2019-medical-research-look.jsonld"}}