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Built a training stability monitor that detects instability before your loss cur

BACKGROUND
1 SIGNALFIRST DETECTED 29 March 2026
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31 Mar
[P] Looking for people who have had training runs fail unexpectedly to beta test a stability monitor. Free, takes 5 minutes to add to your existing loop. DM me.

<!-- SC_OFF --><div class="md"><p>Anyone actively training models want to try a stability monitor on a real run? Trying to get real world validation outside my own benchmarks.</p>

OPINION · WHO · MachineLearningOPEN STORY
21 Jun
Data-centric debugging for teams training neural nets [P]

<!-- SC_OFF --><div class="md"><p>We just did a big revamp of <strong>WeightsLab</strong> and wanted to share it here.<br /> If you’ve ever spent hours debugging a training run

OPINION · WHAT · MachineLearningOPEN STORY
30 Mar
TRACER: Learn-to-Defer for LLM Classification with Formal Teacher-Agreement Guarantees

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1s7p0au/tracer_learntodefer_for_llm_classification_with/"> <img alt="TRACER: Learn-to-Defer for LLM

OPINION · WHAT · MachineLearningOPEN STORY
19 May
Graph spectral analysis (Fiedler value + Scheffer CSD indicators) predicts grokking 21k steps before loss function - five reproducible experiments [R]

<!-- SC_OFF --><div class="md"><p>I've been applying the Fiedler value (second-smallest eigenvalue of the weight graph Laplacian) combined with Scheffer critical slowing down

OPINION · WHAT · MachineLearningOPEN STORY
9 Apr
Built an automated quality scoring system for AI training datasets — here's how it works and what we learned

<!-- SC_OFF --><div class="md"><p>Disclosure: I built LabelSets (labelsets.ai). Sharing the technical approach behind how we score dataset quality.</p> <p>THE PROBLEM</p> <p>Most

OPINION · HOW · ArtificialInteligenceOPEN STORY
1 May
Built an open source tool that gives AI assistants a persistent knowledge graph of your codebase – 450k downloads and 40k stars in 26 days.

<!-- SC_OFF --><div class="md"><p>Been heads down building graphify since April 5th. The idea: instead of stuffing your entire codebase into context every session, build a

OPINION · HOW · ArtificialInteligenceOPEN STORY
9 May
DeepSeek V4 paper full version is out, FP4 QAT details and stability tricks [D]

<!-- SC_OFF --><div class="md"><p>DeepSeek dropped the full V4 paper this week. preview from april was 58 pages, this version adds a lot of technical depth.</p> <p>What stood out

OPINION · WHEN · MachineLearningOPEN STORY
24 Mar
Built an open-source LLM router for consumer GPUs — routes queries to domain specialists (code/math/medical/legal) using a 1.5B router model [GitHub]

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s2e0d5/built_an_opensource_llm_router_for_consumer_gpus/"> <img alt="Built an open-source LLM router for

OPINION · HOW · LocalLLaMAOPEN STORY
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