Lazarus models refactor

.gitignore

@@ -73,3 +73,6 @@ sample_data/
 
 # ai
 .claude/
+
+# results
+results/

README.md

@@ -295,8 +295,31 @@ chuk-lazarus introspect ablate -m model -p "What's the weather?" -c function_cal
 # Multi-layer ablation - test layers together
 chuk-lazarus introspect ablate -m model -p "45 * 45 = " -c "2025" --layers 22,23 --multi
 
+# Test if task type is baked into embeddings (RLVF hypothesis)
+chuk-lazarus introspect embedding -m model
+
+# Analyze operand encoding structure (holistic vs compositional)
+chuk-lazarus introspect operand-directions -m model
+
+# Test commutativity (lookup table vs algorithm)
+chuk-lazarus introspect commutativity -m model
+
+# Activation patching between prompts
+chuk-lazarus introspect patch -m model --source "7*8=" --target "7+8="
+
 # Low-level hook demonstration
 chuk-lazarus introspect hooks -m model -p "Test" --layers 0,4,8 --capture-attention
+
+# MoE Expert Analysis (for MoE models like GPT-OSS, Mixtral, Llama 4)
+chuk-lazarus introspect moe-expert analyze -m openai/gpt-oss-20b
+chuk-lazarus introspect moe-expert heatmap -m openai/gpt-oss-20b -p "def fib(n):"
+chuk-lazarus introspect moe-expert pipeline -m openai/gpt-oss-20b --num-prompts 20
+chuk-lazarus introspect moe-expert vocab-contrib -m openai/gpt-oss-20b --top-k 30
+chuk-lazarus introspect moe-expert compression -m openai/gpt-oss-20b --threshold 0.8
+
+# Circuit Graph Export
+chuk-lazarus introspect circuit export -i ablation_results.json -o circuit.html -f html
+chuk-lazarus introspect circuit export -i ablation_results.json -o circuit.dot -f dot
 ```
 
 **MoE Expert Identification** - Discover what each expert specializes in: