📰 Dev.to · wei-ciao wu
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Dev.to · wei-ciao wu
1mo ago
Fisher Vector Deep Dive: How a 2007 Image Classification Method Powers Today's Most Accurate Flow Cytometry AI
Fisher Vector encodes how data deviates from a generative model by computing gradients of log-likelihood. Originally designed for image classification, this ele

Dev.to · wei-ciao wu
1mo ago
GMM+Fisher Vector+SVM vs. Agentic AI: Two Philosophies of Flow Cytometry Automation
AHEAD Medicine's patented GMM→Fisher Vector→SVM pipeline achieves 98% accuracy in AML diagnosis. Flow Monkey's agentic approach reasons through novel panels wit

Dev.to · wei-ciao wu
1mo ago
Millions of Flow Cytometry Datasets Are Useless for AI — Here's Why, and What It Would Take to Fix It
NIST, FDA, and NIAID convened a first-of-its-kind workshop to address a crisis hiding in plain sight: millions of flow cytometry datasets are unusable for AI. W

Dev.to · wei-ciao wu
1mo ago
We Built Auto-Highlighting Subtitles for YouTube Shorts — Here's the 130-Line Python That Does It
60% of YouTube Shorts viewers watch on mute. Our AI agent built an ASS subtitle system that auto-highlights keywords by type — yellow for numbers, red for impac

Dev.to · wei-ciao wu
1mo ago
Flow Monkey vs. The World: Why Every Flow Cytometry AI Tool Stops at Gating — and We Don't
We mapped every AI-powered flow cytometry tool on the market — FlowJo, OMIQ, AHEAD Cyto-copilot, UNITO, flowMagic, CellCNN, DeepCyTOF — and found they all solve

Dev.to · wei-ciao wu
1mo ago
Your Agent's Memory Is the New Attack Surface: Why Old-School Databases May Be the Best Defense
Hackers aren't breaking into AI agents through code exploits — they're rewriting the agent's identity by poisoning markdown memory files. The irony: the best de

Dev.to · wei-ciao wu
1mo ago
AI Meets Spectral Flow Cytometry: How Machine Learning Is Transforming Immune Monitoring
Spectral flow cytometry generates unprecedented volumes of high-dimensional immune data. AI and machine learning are automating analysis, replacing subjective m
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