diff --git a/README.md b/README.md
index 4869e4b..b029e9e 100644
--- a/README.md
+++ b/README.md
@@ -1,40 +1,10 @@
-## resources and experiments for autonomous agents
+## resources and experiments on autonomous agents
-### chapters
+* **[⬛ ai && ml tl; dr](deep_learning)**
+* **[⬛ large language models](llms)**
+* **[⬛ agents on blockchains](crypto_agents)**
+* **[⬛ on quantum computing](EBMs)** (my adaptation of openai's implicit generation and generalization in energy based models)
-
-#### learnings
-
-* **[deep learning](agents/deep_learning.md)**
-* **[reinforcement learning](agents/reinforcement_learning.md)**
-* **[strategy workflow](agents/strategy_workflow)**
-
-#### quantum computing and machine learning
-
-* **[energy-based models](EBMs)**:
- * my adaptation of openai's implicit generation and generalization in energy based models
-
-#### large language models
-
-* **[gpt](GPT)**
-* **[claude](claude)**
-
-
-
-----
-
-### cool resources
-
-
-
-* **[cursor ai editor](https://www.cursor.com/)**
-* **[microsoft notes on ai agents](https://github.com/microsoft/generative-ai-for-beginners/tree/main/17-ai-agents)**
-* **[ritual.net, integrate ai models into protocols](https://ritual.net/)**
-* **[the promise and challenges of crypto + ai applications, by vub](https://vitalik.eth.limo/general/2024/01/30/cryptoai.html)**
-* **[on training defi agents with markov chains, by bt3gl](https://mirror.xyz/go-outside.eth/DKaWYobU7q3EvZw8x01J7uEmF_E8PfNN27j0VgxQhNQ)**
-* **[google's jax (composable transformations of numpy programs)](https://github.com/google/jax)**
-* **[machine learning engineering open book](https://github.com/stas00/ml-engineering)**
-* **[advances in financial machine learning](books/advances_in_financial_machine_learning.pdf)**
diff --git a/agents/README.md b/agents/README.md
deleted file mode 100644
index ab6a971..0000000
--- a/agents/README.md
+++ /dev/null
@@ -1,18 +0,0 @@
-## strategy workflow
-
-
-
-
-
-
-
-
-
-1. **[data analysis](strategy_workflow/data_analysis.md)**
-2. **[supervised model training](strategy_workflow/supervised_learning.md)**
-3. **[policy development](strategy_workflow/policy.md)**
-4. **[backtesting](strategy_workflow/backtesting.md)**
-5. **[parameter optimization](strategy_workflow/optimization.md)**
-6. **[simulation and paper trading](strategy_workflow/paper_trading.md)**
-7. **[live trading](strategy_workflow/live_trading.md)**
-8. **[strategy metrics](strategy_workflow/strategy_metrics.md)**
diff --git a/crypto_agents/README.md b/crypto_agents/README.md
new file mode 100644
index 0000000..8f185c3
--- /dev/null
+++ b/crypto_agents/README.md
@@ -0,0 +1,17 @@
+## crypto agents
+
+
+
+* **[basic strategy workflow](strategy_workflow)**
+
+
+
+---
+
+### cool resources
+
+
+
+* **[ritual.net, integrate ai models into protocols](https://ritual.net/)**
+* **[the promise and challenges of crypto + ai applications, by vub](https://vitalik.eth.limo/general/2024/01/30/cryptoai.html)**
+* **[on training defi agents with markov chains, by bt3gl](https://mirror.xyz/go-outside.eth/DKaWYobU7q3EvZw8x01J7uEmF_E8PfNN27j0VgxQhNQ)**
diff --git a/crypto_agents/strategy_workflow/README.md b/crypto_agents/strategy_workflow/README.md
new file mode 100644
index 0000000..e08d407
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+++ b/crypto_agents/strategy_workflow/README.md
@@ -0,0 +1,18 @@
+## strategy workflow
+
+
+
+
+
+
+
+
+
+1. **[data analysis](data_analysis.md)**
+2. **[supervised model training](supervised_learning.md)**
+3. **[policy development](policy.md)**
+4. **[backtesting](backtesting.md)**
+5. **[parameter optimization](optimization.md)**
+6. **[simulation and paper trading](paper_trading.md)**
+7. **[live trading](live_trading.md)**
+8. **[strategy metrics](strategy_metrics.md)**
diff --git a/agents/strategy_workflow/backtesting.md b/crypto_agents/strategy_workflow/backtesting.md
similarity index 100%
rename from agents/strategy_workflow/backtesting.md
rename to crypto_agents/strategy_workflow/backtesting.md
diff --git a/agents/strategy_workflow/data_analysis.md b/crypto_agents/strategy_workflow/data_analysis.md
similarity index 100%
rename from agents/strategy_workflow/data_analysis.md
rename to crypto_agents/strategy_workflow/data_analysis.md
diff --git a/agents/strategy_workflow/defi_glossary.md b/crypto_agents/strategy_workflow/defi_glossary.md
similarity index 100%
rename from agents/strategy_workflow/defi_glossary.md
rename to crypto_agents/strategy_workflow/defi_glossary.md
diff --git a/agents/strategy_workflow/live_trading.md b/crypto_agents/strategy_workflow/live_trading.md
similarity index 100%
rename from agents/strategy_workflow/live_trading.md
rename to crypto_agents/strategy_workflow/live_trading.md
diff --git a/agents/strategy_workflow/optimization.md b/crypto_agents/strategy_workflow/optimization.md
similarity index 100%
rename from agents/strategy_workflow/optimization.md
rename to crypto_agents/strategy_workflow/optimization.md
diff --git a/agents/strategy_workflow/paper_trading.md b/crypto_agents/strategy_workflow/paper_trading.md
similarity index 100%
rename from agents/strategy_workflow/paper_trading.md
rename to crypto_agents/strategy_workflow/paper_trading.md
diff --git a/agents/strategy_workflow/policy.md b/crypto_agents/strategy_workflow/policy.md
similarity index 100%
rename from agents/strategy_workflow/policy.md
rename to crypto_agents/strategy_workflow/policy.md
diff --git a/agents/strategy_workflow/strategy_metrics.md b/crypto_agents/strategy_workflow/strategy_metrics.md
similarity index 100%
rename from agents/strategy_workflow/strategy_metrics.md
rename to crypto_agents/strategy_workflow/strategy_metrics.md
diff --git a/agents/strategy_workflow/supervised_learning.md b/crypto_agents/strategy_workflow/supervised_learning.md
similarity index 100%
rename from agents/strategy_workflow/supervised_learning.md
rename to crypto_agents/strategy_workflow/supervised_learning.md
diff --git a/agents/trading_on_gmx.md b/crypto_agents/trading_on_gmx.md
similarity index 100%
rename from agents/trading_on_gmx.md
rename to crypto_agents/trading_on_gmx.md
diff --git a/deep_learning/README.md b/deep_learning/README.md
new file mode 100644
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+++ b/deep_learning/README.md
@@ -0,0 +1,20 @@
+## ai agents
+
+
+
+* **[deep learning](deep_learning.md)**
+* **[reinforcement learning](reinforcement_learning.md)**
+
+
+
+----
+
+### cool resources
+
+
+
+* **[cursor ai editor](https://www.cursor.com/)**
+* **[microsoft notes on ai agents](https://github.com/microsoft/generative-ai-for-beginners/tree/main/17-ai-agents)**
+* **[google's jax (composable transformations of numpy programs)](https://github.com/google/jax)**
+* **[machine learning engineering open book](https://github.com/stas00/ml-engineering)**
+* **[advances in financial machine learning](books/advances_in_financial_machine_learning.pdf)**
diff --git a/agents/deep_learning.md b/deep_learning/deep_learning.md
similarity index 100%
rename from agents/deep_learning.md
rename to deep_learning/deep_learning.md
diff --git a/agents/reinforcement_learning.md b/deep_learning/reinforcement_learning.md
similarity index 100%
rename from agents/reinforcement_learning.md
rename to deep_learning/reinforcement_learning.md
diff --git a/llms/README.md b/llms/README.md
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+++ b/llms/README.md
@@ -0,0 +1,17 @@
+## large language models
+
+
+
+* **[gpt-x](gpt)**
+* **[claude](claude)**
+* **[eliza](eliza)**
+
+
+
+---
+
+### cool readings
+
+
+
+* **[people cannot distinguish gpt-4 from a human in a turing test, by c. jones et al (2024)](https://arxiv.org/pdf/2405.08007)**
diff --git a/claude/README.md b/llms/claude/README.md
similarity index 100%
rename from claude/README.md
rename to llms/claude/README.md
diff --git a/llms/eliza/README.md b/llms/eliza/README.md
new file mode 100644
index 0000000..a76310b
--- /dev/null
+++ b/llms/eliza/README.md
@@ -0,0 +1 @@
+## eliza
\ No newline at end of file
diff --git a/GPT/README.md b/llms/gpt/README.md
similarity index 100%
rename from GPT/README.md
rename to llms/gpt/README.md