Tag archive

#mlsystems

Mar 10, 2026

#mlsystems #ranking #normalization #typescript

MR‑GRPO in Practice: The Reward Mixer That Stops CLIP From Lying to Your Scene Compiler

I replaced CLIP-only candidate ranking with a multi-signal reward mixer that scores each candidate across independent signals, normalizes them grou...

Mar 10, 20268 min read0 reactions0 comments

The Closed‑Loop Consistency Trick: Keeping Scene 12 Faithful to Scene 1 Without Global Memory

Mar 11, 2026

#mlsystems #video #controlsystems #typescript

The Closed‑Loop Consistency Trick: Keeping Scene 12 Faithful to Scene 1 Without Global Memory

I used to assume long‑form visual consistency required hauling a growing “story so far” memory through every generation step. Scenematic works the ...

Mar 11, 202610 min read0 reactions0 comments

MR‑GRPO in Practice: The Reward Mixer That Stops CLIP From Lying to Your Scene Compiler

Mar 10, 2026

#mlsystems #ranking #normalization #typescript

MR‑GRPO in Practice: The Reward Mixer That Stops CLIP From Lying to Your Scene Compiler

I replaced CLIP-only candidate ranking with a multi-signal reward mixer that scores each candidate across independent signals, normalizes them grou...

Mar 10, 20268 min read0 reactions0 comments

Phase 2 Calibration: Per‑Category OOD Thresholds + Group‑Relative Reward Normalization in My Scene Compiler

Mar 10, 2026

#mlsystems #calibration #ooddetection #typescript

Phase 2 Calibration: Per‑Category OOD Thresholds + Group‑Relative Reward Normalization in My Scene Compiler

Phase 2 is where I stopped treating out‑of‑distribution detection as a single global knob and started calibrating it per prompt category, using a b...

Mar 10, 202610 min read0 reactions0 comments

Notification Adjudication in My Ops Intelligence Agent: Canonical Events, Cheap Arbitration, and a Sender That Refuses to Spam

Mar 10, 2026

#mlsystems #observability #python #anomalydetection

Notification Adjudication in My Ops Intelligence Agent: Canonical Events, Cheap Arbitration, and a Sender That Refuses to Spam

I built an Ops Intelligence Agent alongside a recruitment platform Operations Dashboard to turn a noisy real-time event stream into a small number ...

Mar 10, 20269 min read0 reactions0 comments

Dec 30, 2025

#machinelearning #mlsystems #decisionmaking

ML Systems: The Part They Skip in the Diagram

This classic meme, in all its simplicity, explains more about ML systems in organizations than most...

Dec 30, 20255 min read1 reactions1 comments