ericmjl.bsky.social

Went in as a GxP rookie, left with assumptions dismantled. Regulators state principles; companies write the procedures. AI validation = validating a measurement system. "Validation isn't an event. Validation is data." ericmjl.github.io/blog/2026/9/...

A data scientist walks into a GxP conference ericmjl.github.io

A model that fails for reasons you understand can teach more than a leaderboard win. A SLAS Discovery special issue welcomes negative results and failed AI deployments. Edited by Raminderpal Singh and Srijit Seal. Due Dec 15: www.slas-discovery.org/content/call...

slas-discovery.org

Ask AI all day, remember nothing? That's cognitive debt. Answers aren't understanding. The fix is learning how to learn with AI as the accelerator, and one focused week is enough to acquire those skills. What would you learn first? ericmjl.github.io/blog/2026/8/... #learning #ai

Learning how to learn anything, together, in the age of AI ericmjl.github.io

Quantum computing isn't magic, it's a sampler for spaces too big to enumerate. I mapped quantum amplitudes to Bayesian posteriors after months of 1-on-1 tutoring. Interactive diagrams included. buff.ly/SRHm9eQ

Quantum Computing for the Probabilistic Bayesian ericmjl.github.io

What's the last thing you asked AI to explain? Could you reproduce that from memory right now? If not, you recognized it. You didn't learn it. Here's the fix. buff.ly/GhLwDKt #ai #learning

How AI turbocharges your learning ericmjl.github.io

Drowning in AI PRs? Stop arguing with bots. Pick a policy. A clear AI_POLICY.md ends the slop. How would you feel about real dialogue instead of bot relay? ericmjl.github.io/blog/2026/7/... #opensource #ai

Choose your own AI policy ericmjl.github.io

What if your LLM woke in seconds, not minutes? Tested Ollama vs vLLM on Modal (Qwen3.6-27B). vLLM wins on cold starts and throughput. Post: setup, 3 snapshot bugs, CUDA graphs. How do you handle cold starts? buff.ly/e8LX5OE #llm #vllm

Ollama, vLLM, and SGLang on Modal ericmjl.github.io

Does AI widen the expert-novice gap? Live-demoed a Bayesian model with an agent. It amplified my judgment. For experts, a microscope. For novices, fast wrong answers. 'Vibe zones' and trust scaling with verification. What's your experience? #ai #datascience buff.ly/BVb49jC

Agents amplify expertise and ignorance ericmjl.github.io

What if your agent learned from its mistakes without you telling it to? I built a plugin that watches sessions, extracts lessons, and patches skills. 922 observations, 200+ reviews in 10 days. It patched a skill on its own. No babysitting. #opencode #aiagents ericmjl.github.io…

My coding agent learned a lesson and patched its own skill ericmjl.github.io

What if your agent learned from its mistakes without you telling it to? I built a plugin that watches sessions, extracts lessons, and patches skills. 922 observations, 200+ reviews in 10 days. It patched a skill on its own. No babysitting. #opencode #aiagents ericmjl.github.io…

My coding agent learned a lesson and patched its own skill buff.ly