openai · shikhar-cyber · Nov 4, 2025
diff --git a/examples/partners/self_evolving_agents/autonomous_agent_retraining.ipynb b/examples/partners/self_evolving_agents/autonomous_agent_retraining.ipynb
diff --git a/examples/partners/self_evolving_agents/data/c13_pyruvate_sample_CMC_from_UCSF.pdf b/examples/partners/self_evolving_agents/data/c13_pyruvate_sample_CMC_from_UCSF.pdf
diff --git a/examples/partners/self_evolving_agents/data/chemical_names.json b/examples/partners/self_evolving_agents/data/chemical_names.json
@@ -0,0 +1,77 @@
+[
+  "[1-¹³C]Pyruvic acid",
+  "[1-¹³C]Pyruvate",
+  "¹²C Pyruvic acid",
+  "Sodium [1-¹³C]pyruvate",
+  "Sodium pyruvate (¹²C)",
+  "AH111501 (Trityl radical)",
+  "Tris{8-carboxyl-2,2,6,6-tetra[2-(1-methoxyethyl)]-benzo(1,2-d:4,5-d’)bis(1,3)dithiole-4-yl}methyl acid",
+  "AH111501 sodium salt",
+  "Methyl, tris[8-carboxy-2,2,6,6-tetrakis(2-methoxyethyl)benzo[1,2-d:4,5-d’]bis[1,3]dithiol-4-yl]-, trisodium salt",
+  "AH111501 trisodium salt",
+  "AH111576",
+  "2,2′,2″,2‴-(4,8-Dibromobenzo[1,2-d:4,5-d′]bis([1,3]dithiole)-2,2,6,6-tetrayl)tetraethanol",
+  "AH111586",
+  "4,8-Dibromo-2,2,6,6-tetrakis(2-methoxyethyl)benzo[1,2-d:4,5-d′]bis([1,3]dithiole)",
+  "AH111709",
+  "AH111743",
+  "AH112615",
+  "4,4-Bis-hydroxymethyl-2-methyl-oxazolidine-2-carboxylic acid",
+  "AH112623",
+  "Parapyruvate",
+  "2-Hydroxy-2-methyl-4-oxo-pentanedioic acid",
+  "AH113127",
+  "(4-Hydroxymethyl-oxazolidin-4-yl)-methanol",
+  "AH113462/E",
+  "Enol lactone",
+  "AH113462/K",
+  "Keto lactone",
+  "Acetyl bromide",
+  "Methanol",
+  "Dimethyl sulfoxide",
+  "DMSO",
+  "Tetrahydrofuran",
+  "THF",
+  "Acetonitrile",
+  "ACN",
+  "Diethyl ether",
+  "Et₂O",
+  "N,N-Dimethylacetamide",
+  "DMA",
+  "1,3-Dimethyl-2-imidazolidinone",
+  "DMI",
+  "Hydrochloric acid",
+  "HCl",
+  "Sodium hydroxide",
+  "NaOH",
+  "Disodium ethylenediaminetetraacetate",
+  "Na₂EDTA",
+  "Ethylenediaminetetraacetic acid",
+  "EDTA",
+  "Tris(hydroxymethyl)aminomethane",
+  "TRIS",
+  "Trometamol",
+  "Trifluoroacetic acid",
+  "TFA",
+  "Toluene",
+  "Heptane",
+  "Ethyl acetate",
+  "Ethanol",
+  "Water",
+  "H₂O",
+  "Sodium chloride",
+  "NaCl",
+  "Cuprous [1-¹³C]cyanide",
+  "Cu¹³CN",
+  "Gadolinium",
+  "Gd",
+  "Tin",
+  "Sn",
+  "Phosphorus",
+  "P",
+  "Carbon dioxide",
+  "CO₂",
+  "Sodium [1-13C]pyruvate",
+  "[1-13C]Pyruvic acid",
+  "1-13C pyruvate"
+]
diff --git a/examples/partners/self_evolving_agents/data/dataset.csv b/examples/partners/self_evolving_agents/data/dataset.csv
diff --git a/images/agent_log_traces.png b/images/agent_log_traces.png
diff --git a/images/agent_trace_details.png b/images/agent_trace_details.png
diff --git a/images/baseline_agent.png b/images/baseline_agent.png
diff --git a/images/eval_dashboard.png b/images/eval_dashboard.png
diff --git a/images/eval_run_results.png b/images/eval_run_results.png
diff --git a/images/eval_set_config.png b/images/eval_set_config.png
diff --git a/images/feedback.png b/images/feedback.png
diff --git a/images/prompt_input.png b/images/prompt_input.png
diff --git a/images/simplified_reg_agent.png b/images/simplified_reg_agent.png
diff --git a/images/updated_prompt.png b/images/updated_prompt.png
diff --git a/images/updated_prompt_feedback.png b/images/updated_prompt_feedback.png
diff --git a/registry.yaml b/registry.yaml
@@ -4,6 +4,23 @@
 # should build pages for, and indicates metadata such as tags, creation date and
 # authors for each page.
 
+- title: Self-Evolving Agents - A Cookbook for Autonomous Agent Retraining
+  path: examples/partners/self_evolving_agents/autonomous_agent_retraining.ipynb
+  date: 2025-11-04
+  authors:
+    - shikhar-cyber
+    - Calvin Maguranis
+    - Valentina Frenkel
+    - Fanny Perraudeau
+    - Giorgio Saladino
+  tags:
+    - partners
+    - self-evolving-agents
+    - evals
+    - llmops
+    - prompt-engineering
+    - agent-retraining
+
 - title: User guide for gpt-oss-safeguard
   path: articles/gpt-oss-safeguard-guide.md
   date: 2025-10-29