20262 posts

1. August

   • 01Action space: MCP serversHow Tom reaches external platforms and agents outside his local hub, by putting their MCP servers on shared subnets.

2. January

   • 01My playground setup and memorial wallThe platforms I use most for serving, training and sandboxing models, plus the lessons I keep relearning.

20251 post

1. May

   • 04Attention as a ranking model, from scratchA small multi-head attention ranker meant to sit between a vector store and an LLM as a memory gatekeeper, trained on synthetic data with ordinal targets.

20243 posts

1. December

   • 02Treehouse: a pairwise dialogue classifierSorting incoming chat queries into one of two categories with sentence embeddings, and comparing Euclidean, Manhattan and cosine scores before choosing one.

2. November

   • 21Steering GPT-2 with a logits processorPlankton, a custom Hugging Face LogitsProcessor that boosts some tokens and anchors others at every decoding step, tested on "I love you. Do you love me?"
   • 19Looking inside GPT-2's attention blocksPlotting GPT-2's raw attention for "I love you" against "I hate you", block by block and head by head, to see where the two sentences start to differ.

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