anthropics / claude-cookbooks Duplication

anthropics / claude-cookbooks

Duplication

Places in code with 6 or more lines that are exactly the same.

Intro

For duplication, we look at places in code where there are 6 or more lines of code that are exactly the same.
Before duplication is calculated, the code is cleaned to remove empty lines, comments, and frequently duplicated constructs such as imports.
You should aim at having as little as possible (<5%) of duplicated code as high-level of duplication can lead to maintenance difficulties, poor factoring, and logical contradictions.

Learn more...

To learn more about duplications and techniques for eliminating duplication, Sokrates recommends the following resources:

Avoid Repetition, MartinFlower.com (IEEE Software article)
Refactoring duplicated code, sourcemaking.com
Beck Design Rules, MartinFowler.com
DRY (Don't Repeat Yourself) Principle, Wikipedia
The Cut-and-Paste Programming Software Development Anti-Pattern, sourcemaking.com
Code Smells / Duplicated Code, Jeff Atwood, codinghorror.com:

"Duplicated code is the bane of software development. Stamp out duplication whenever possible. You should always be on the lookout for more subtle cases of near-duplication, too. Don't Repeat Yourself!"

Reducing Coupling, MartinFlower.com (IEEE Software article):

"There are several ways to describe coupling, but it boils down to this: If changing one module in a program requires changing another module, then coupling exists. ... Duplication always implies coupling, because changing one piece of duplicate code implies changing the other."

Duplication Overall

21% duplication:

43,125 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
9,271 duplicated lines

38,486 duplicates

dependency graphs: 2D graph | 2D graph (with duplicates)... | 3D graph | 3D graph (with duplicates)...

Duplication per Extension

Duplication per Component (primary)

Duplication Between Components (50+ lines)

flowchart TB
    n0["misc"]
    n1["tool_use"]
    n2["claude_agent_sdk"]
    n3["capabilities"]
    n4["managed_agents"]
    n5["patterns"]
    n6["coding"]
    n7["finetuning"]
    n8["fable_5_fallback_billing"]
    n9["extended_thinking"]
    n10["multimodal"]
    n0 ---|"1982"| n1
    n2 ---|"1503"| n1
    n3 ---|"1382"| n2
    n2 ---|"1321"| n4
    n3 ---|"1216"| n1
    n0 ---|"1070"| n5
    n3 ---|"1058"| n0
    n5 ---|"984"| n1
    n6 ---|"980"| n0
    n6 ---|"940"| n1
    n4 ---|"782"| n1
    n4 ---|"728"| n0
    n7 ---|"696"| n1
    n7 ---|"682"| n0
    n2 ---|"600"| n0
    n8 ---|"595"| n0
    n9 ---|"590"| n0
    n8 ---|"528"| n1
    n9 ---|"501"| n1
    n3 ---|"406"| n5
    n3 ---|"344"| n6
    n0 ---|"332"| n10
    n3 ---|"319"| n7
    n3 ---|"297"| n4
    n7 ---|"292"| n5
    n6 ---|"272"| n5
    n4 ---|"237"| n5
    n6 ---|"220"| n7
    n10 ---|"203"| n1
    n3 ---|"194"| n8
    n2 ---|"182"| n5
    n2 ---|"168"| n6
    n9 ---|"162"| n8
    n4 ---|"161"| n10
    n8 ---|"160"| n5
    n2 ---|"142"| n10
    n6 ---|"141"| n4
    n6 ---|"140"| n8
    n3 ---|"132"| n9
    n8 ---|"128"| n7
    n9 ---|"124"| n4
    n9 ---|"108"| n5
    n2 ---|"93"| n9
    n10 ---|"90"| n5
    n9 ---|"83"| n10
    n8 ---|"80"| n10
    n6 ---|"78"| n9
    n9 ---|"66"| n7
    n2 ---|"64"| n7
    n7 ---|"55"| n4
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    classDef highlighted fill:#00b2ee,stroke:#ffffff,color:#000000;
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    linkStyle 1 stroke:#DC143CC9,stroke-width:7px
    linkStyle 2 stroke:#DC143CB7,stroke-width:6px
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    linkStyle 29 stroke:#DC143C4C,stroke-width:1px
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Download: Mermaid (.mmd) (open online Mermaid editor)

2D force graph | 3D force graph

Show more details on duplication between components...

From Component --> To Component	Duplicated Lines	File Pairs	Details
misc (14%) --> tool_use (11%)	1982	77 file pairs	details...
claude_agent_sdk (8%) --> tool_use (8%)	1503	21 file pairs	details...
capabilities (20%) --> claude_agent_sdk (8%)	1382	3 file pairs	details...
claude_agent_sdk (7%) --> managed_agents (10%)	1321	11 file pairs	details...
capabilities (18%) --> tool_use (7%)	1216	7 file pairs	details...
misc (7%) --> patterns (23%)	1070	43 file pairs	details...
capabilities (16%) --> misc (7%)	1058	11 file pairs	details...
patterns (21%) --> tool_use (5%)	984	27 file pairs	details...
coding (41%) --> misc (7%)	980	11 file pairs	details...
coding (40%) --> tool_use (5%)	940	7 file pairs	details...
managed_agents (6%) --> tool_use (4%)	782	27 file pairs	details...
managed_agents (5%) --> misc (5%)	728	50 file pairs	details...
finetuning (134%) --> tool_use (4%)	696	7 file pairs	details...
finetuning (132%) --> misc (5%)	682	11 file pairs	details...
claude_agent_sdk (3%) --> misc (4%)	600	33 file pairs	details...
fable_5_fallback_billing (53%) --> misc (4%)	595	11 file pairs	details...
extended_thinking (34%) --> misc (4%)	590	10 file pairs	details...
fable_5_fallback_billing (47%) --> tool_use (3%)	528	7 file pairs	details...
extended_thinking (29%) --> tool_use (2%)	501	6 file pairs	details...
capabilities (6%) --> patterns (8%)	406	4 file pairs	details...
capabilities (5%) --> coding (14%)	344	1 file pair	details...
misc (2%) --> multimodal (32%)	332	11 file pairs	details...
capabilities (4%) --> finetuning (61%)	319	1 file pair	details...
capabilities (4%) --> managed_agents (2%)	297	4 file pairs	details...
finetuning (56%) --> patterns (6%)	292	4 file pairs	details...
coding (11%) --> patterns (5%)	272	4 file pairs	details...
managed_agents (1%) --> patterns (5%)	237	15 file pairs	details...
coding (9%) --> finetuning (42%)	220	1 file pair	details...
multimodal (19%) --> tool_use (1%)	203	7 file pairs	details...
capabilities (2%) --> fable_5_fallback_billing (17%)	194	1 file pair	details...
claude_agent_sdk (1%) --> patterns (4%)	182	11 file pairs	details...
claude_agent_sdk (<1%) --> coding (7%)	168	3 file pairs	details...
extended_thinking (9%) --> fable_5_fallback_billing (14%)	162	1 file pair	details...
managed_agents (1%) --> multimodal (15%)	161	5 file pairs	details...
fable_5_fallback_billing (14%) --> patterns (3%)	160	3 file pairs	details...
claude_agent_sdk (<1%) --> multimodal (13%)	142	3 file pairs	details...
coding (6%) --> managed_agents (1%)	141	4 file pairs	details...
coding (5%) --> fable_5_fallback_billing (12%)	140	1 file pair	details...
capabilities (1%) --> extended_thinking (7%)	132	1 file pair	details...
fable_5_fallback_billing (11%) --> finetuning (24%)	128	1 file pair	details...
extended_thinking (7%) --> managed_agents (<1%)	124	4 file pairs	details...
extended_thinking (6%) --> patterns (2%)	108	3 file pairs	details...
claude_agent_sdk (<1%) --> extended_thinking (5%)	93	2 file pairs	details...
multimodal (8%) --> patterns (1%)	90	4 file pairs	details...
extended_thinking (4%) --> multimodal (8%)	83	1 file pair	details...
fable_5_fallback_billing (7%) --> multimodal (7%)	80	1 file pair	details...
coding (3%) --> extended_thinking (4%)	78	1 file pair	details...
extended_thinking (3%) --> finetuning (12%)	66	1 file pair	details...
claude_agent_sdk (<1%) --> finetuning (12%)	64	3 file pairs	details...
finetuning (10%) --> managed_agents (<1%)	55	3 file pairs	details...
claude_agent_sdk (<1%) --> fable_5_fallback_billing (4%)	52	3 file pairs	details...
fable_5_fallback_billing (4%) --> managed_agents (<1%)	51	2 file pairs	details...

Longest Duplicates

The list of 50 longest duplicates.

See data for all 38,486 duplicates...

Size	#	Folders	Files	Lines	Code
54	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	592:645 (6%) 700:753 (6%)	view
41	x 2	extended_thinking extended_thinking	extended_thinking_with_tool_use.ipynb extended_thinking_with_tool_use.ipynb	175:215 (4%) 679:719 (4%)	view
40	x 2	capabilities/retrieval_a...d_generation/evaluation capabilities/retrieval_a...d_generation/evaluation	vectordb.py vectordb.py	44:89 (27%) 129:174 (27%)	view
31	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	454:484 (3%) 592:622 (3%)	view
31	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	454:484 (3%) 700:730 (3%)	view
30	x 2	capabilities/retrieval_a...d_generation/evaluation capabilities/retrieval_a...d_generation/evaluation	prompts.py provider_retrieval.py	115:155 (31%) 73:113 (33%)	view
25	x 2	capabilities/contextual-embeddings capabilities/contextual-embeddings	guide.ipynb guide.ipynb	272:296 (1%) 906:930 (1%)	view
25	x 2	capabilities/contextual-embeddings patterns/agents	guide.ipynb orchestrator_workers.ipynb	1827:1851 (1%) 561:585 (4%)	view
25	x 2	misc patterns/agents	batch_processing.ipynb evaluator_optimizer.ipynb	438:462 (5%) 282:306 (8%)	view
25	x 2	misc misc	building_evals.ipynb how_to_make_sql_queries.ipynb	383:407 (6%) 231:255 (9%)	view
23	x 2	misc tool_use	using_citations.ipynb parallel_tools.ipynb	863:885 (2%) 328:350 (6%)	view
23	x 2	claude_agent_sdk misc	04_migrating_from_openai_agents_sdk.i... prompt_caching.ipynb	861:883 (2%) 616:638 (3%)	view
23	x 2	patterns/agents tool_use	orchestrator_workers.ipynb automatic-context-compaction.ipynb	561:583 (3%) 1224:1246 (1%)	view
23	x 2	misc tool_use	how_to_make_sql_queries.ipynb threat_intel_enrichment_agent.ipynb	231:253 (9%) 1871:1893 (1%)	view
23	x 2	misc tool_use	building_evals.ipynb threat_intel_enrichment_agent.ipynb	383:405 (5%) 1871:1893 (1%)	view
23	x 2	capabilities/contextual-embeddings tool_use	guide.ipynb automatic-context-compaction.ipynb	1827:1849 (1%) 1224:1246 (1%)	view
22	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	485:506 (2%) 732:753 (2%)	view
22	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	485:506 (2%) 624:645 (2%)	view
22	x 2	managed_agents managed_agents	data_analyst_agent.ipynb slack_data_bot.ipynb	390:411 (5%) 348:369 (5%)	view
20	x 2	claude_agent_sdk claude_agent_sdk	07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb	428:447 (<1%) 442:461 (<1%)	view
20	x 2	claude_agent_sdk claude_agent_sdk	07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb	414:433 (<1%) 449:468 (<1%)	view
20	x 2	claude_agent_sdk/observability_agent claude_agent_sdk/research_agent	agent.py agent.py	121:146 (27%) 107:132 (36%)	view
19	x 2	misc multimodal	building_evals.ipynb reading_charts_graphs_powerpoints.ipynb	387:405 (4%) 488:506 (3%)	view
19	x 2	claude_agent_sdk managed_agents	04_migrating_from_openai_agents_sdk.i... CMA_prompt_versioning_and_rollback.ipynb	867:885 (2%) 423:441 (4%)	view
19	x 2	multimodal tool_use	reading_charts_graphs_powerpoints.ipynb threat_intel_enrichment_agent.ipynb	488:506 (3%) 1875:1893 (1%)	view
19	x 2	misc misc	building_moderation_filter.ipynb how_to_enable_json_mode.ipynb	342:360 (5%) 517:535 (3%)	view
19	x 2	coding tool_use	prompting_for_frontend_aesthetics.ipynb tool_choice.ipynb	1151:1169 (1%) 721:739 (2%)	view
19	x 2	finetuning misc	finetuning_on_bedrock.ipynb batch_processing.ipynb	240:258 (7%) 444:462 (4%)	view
19	x 2	misc tool_use	batch_processing.ipynb parallel_tools.ipynb	438:456 (4%) 328:346 (5%)	view
19	x 2	claude_agent_sdk tool_use	07_Hosting_the_agent.ipynb threat_intel_enrichment_agent.ipynb	2136:2154 (<1%) 1871:1889 (1%)	view
19	x 2	misc tool_use	how_to_make_sql_queries.ipynb tool_search_with_embeddings.ipynb	231:249 (7%) 1066:1084 (1%)	view
19	x 2	managed_agents misc	CMA_prompt_versioning_and_rollback.ipynb speculative_prompt_caching.ipynb	417:435 (4%) 463:481 (3%)	view
19	x 2	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py	2028:2046 (<1%) 2119:2137 (<1%)	view
19	x 2	claude_agent_sdk claude_agent_sdk	04_migrating_from_openai_agents_sdk.i... 07_Hosting_the_agent.ipynb	867:885 (2%) 2142:2160 (<1%)	view
19	x 2	misc tool_use	using_citations.ipynb tool_choice.ipynb	863:881 (2%) 721:739 (2%)	view
19	x 2	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py	1637:1655 (<1%) 1710:1728 (<1%)	view
19	x 2	coding tool_use	prompting_for_frontend_aesthetics.ipynb parallel_tools.ipynb	1151:1169 (1%) 328:346 (5%)	view
19	x 2	capabilities/classification/evaluation capabilities/retrieval_a...d_generation/evaluation	vectordb.py vectordb.py	47:69 (32%) 129:151 (13%)	view
19	x 2	finetuning misc	finetuning_on_bedrock.ipynb building_evals.ipynb	234:252 (7%) 383:401 (4%)	view
19	x 2	misc misc	how_to_make_sql_queries.ipynb read_web_pages_with_haiku.ipynb	237:255 (7%) 117:135 (14%)	view
19	x 2	claude_agent_sdk tool_use	04_migrating_from_openai_agents_sdk.i... tool_search_alternate_approaches.ipynb	861:879 (2%) 428:446 (4%)	view
19	x 2	finetuning patterns/agents	finetuning_on_bedrock.ipynb evaluator_optimizer.ipynb	240:258 (7%) 288:306 (6%)	view
19	x 2	misc misc	batch_processing.ipynb using_citations.ipynb	438:456 (4%) 863:881 (2%)	view
19	x 2	misc patterns/agents	using_citations.ipynb evaluator_optimizer.ipynb	863:881 (2%) 282:300 (6%)	view
19	x 2	capabilities/classification/evaluation capabilities/retrieval_a...d_generation/evaluation	vectordb.py vectordb.py	47:69 (32%) 44:66 (13%)	view
19	x 2	coding misc	prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb	1151:1169 (1%) 438:456 (4%)	view
19	x 2	misc misc	building_moderation_filter.ipynb speculative_prompt_caching.ipynb	342:360 (5%) 463:481 (3%)	view
19	x 2	coding misc	prompting_for_frontend_aesthetics.ipynb using_citations.ipynb	1151:1169 (1%) 863:881 (2%)	view
19	x 2	misc multimodal	how_to_make_sql_queries.ipynb reading_charts_graphs_powerpoints.ipynb	235:253 (7%) 488:506 (3%)	view
19	x 2	misc tool_use	batch_processing.ipynb tool_choice.ipynb	438:456 (4%) 721:739 (2%)	view

Most Frequent Duplicates

The list of 50 most frequently found duplicates.

Size	#	Folders	Files	Lines	Code
6	x 182	tool_use managed_agents claude_agent_sdk capabilities/contextual-embeddings tool_use claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb CMA_coordinate_specialist_team.ipynb 07_Hosting_the_agent.ipynb guide.ipynb tool_search_with_embeddings.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb ...	710:715 (<1%) 100:105 (<1%) 148:153 (<1%) 314:319 (<1%) 50:55 (<1%) 407:412 (<1%) 414:419 (<1%) 421:426 (<1%) 428:433 (<1%) 435:440 (<1%) ...	view
6	x 151	misc misc misc coding extended_thinking tool_use tool_use patterns/agents fable_5_fallback_billing misc ...	batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb prompting_for_frontend_aesthetics.ipynb extended_thinking_with_tool_use.ipynb tool_search_alternate_approaches.ipynb tool_choice.ipynb basic_workflows.ipynb guide.ipynb read_web_pages_with_haiku.ipynb ...	53:58 (1%) 17:22 (<1%) 11:16 (1%) 10:15 (<1%) 106:111 (<1%) 59:64 (1%) 8:13 (<1%) 82:87 (<1%) 78:83 (1%) 11:16 (4%) ...	view
6	x 114	capabilities/contextual-embeddings patterns/agents misc misc misc tool_use managed_agents misc patterns/agents tool_use ...	guide.ipynb async_multi_agent_orchestration.ipynb batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb automatic-context-compaction.ipynb data_analyst_agent.ipynb speculative_prompt_caching.ipynb orchestrator_workers.ipynb tool_choice.ipynb ...	508:513 (<1%) 317:322 (1%) 67:72 (1%) 29:34 (<1%) 104:109 (1%) 193:198 (<1%) 182:187 (1%) 38:43 (1%) 253:258 (1%) 134:139 (<1%) ...	view
6	x 48	claude_agent_sdk capabilities/contextual-embeddings claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk ...	07_Hosting_the_agent.ipynb guide.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb ...	205:210 (<1%) 321:326 (<1%) 216:221 (<1%) 223:228 (<1%) 230:235 (<1%) 238:243 (<1%) 248:253 (<1%) 255:260 (<1%) 263:268 (<1%) 274:279 (<1%) ...	view
6	x 42	misc misc misc tool_use tool_use coding tool_use patterns/agents misc misc ...	batch_processing.ipynb building_evals.ipynb read_web_pages_with_haiku.ipynb tool_search_alternate_approaches.ipynb parallel_tools.ipynb prompting_for_frontend_aesthetics.ipynb customer_service_agent.ipynb evaluator_optimizer.ipynb using_citations.ipynb building_moderation_filter.ipynb ...	30:35 (1%) 41:46 (1%) 19:24 (4%) 31:36 (1%) 17:22 (1%) 1078:1083 (<1%) 19:24 (1%) 90:95 (1%) 30:35 (<1%) 44:49 (1%) ...	view
6	x 38	tool_use managed_agents misc managed_agents multimodal managed_agents extended_thinking claude_agent_sdk managed_agents claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb CMA_coordinate_specialist_team.ipynb pdf_upload_summarization.ipynb sre_incident_responder.ipynb reading_charts_graphs_powerpoints.ipynb CMA_prompt_versioning_and_rollback.ipynb extended_thinking_with_tool_use.ipynb 07_Hosting_the_agent.ipynb data_analyst_agent.ipynb 07_Hosting_the_agent.ipynb ...	55:60 (<1%) 92:97 (<1%) 168:173 (2%) 106:111 (<1%) 119:124 (1%) 134:139 (1%) 124:129 (<1%) 97:102 (<1%) 219:224 (1%) 141:146 (<1%) ...	view
6	x 36	misc misc misc tool_use tool_use coding tool_use misc misc finetuning ...	batch_processing.ipynb building_evals.ipynb read_web_pages_with_haiku.ipynb tool_search_alternate_approaches.ipynb parallel_tools.ipynb prompting_for_frontend_aesthetics.ipynb customer_service_agent.ipynb using_citations.ipynb building_moderation_filter.ipynb finetuning_on_bedrock.ipynb ...	31:36 (1%) 42:47 (1%) 20:25 (4%) 32:37 (1%) 18:23 (1%) 1079:1084 (<1%) 20:25 (1%) 31:36 (<1%) 45:50 (1%) 17:22 (2%) ...	view
6	x 35	misc misc misc tool_use tool_use coding tool_use misc misc finetuning ...	batch_processing.ipynb building_evals.ipynb read_web_pages_with_haiku.ipynb tool_search_alternate_approaches.ipynb parallel_tools.ipynb prompting_for_frontend_aesthetics.ipynb customer_service_agent.ipynb using_citations.ipynb building_moderation_filter.ipynb finetuning_on_bedrock.ipynb ...	32:37 (1%) 43:48 (1%) 21:26 (4%) 33:38 (1%) 19:24 (1%) 1080:1085 (<1%) 21:26 (1%) 32:37 (<1%) 46:51 (1%) 18:23 (2%) ...	view
6	x 32	tool_use managed_agents misc managed_agents extended_thinking claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb CMA_coordinate_specialist_team.ipynb pdf_upload_summarization.ipynb sre_incident_responder.ipynb extended_thinking_with_tool_use.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb ...	54:59 (<1%) 91:96 (<1%) 167:172 (2%) 105:110 (<1%) 123:128 (<1%) 96:101 (<1%) 140:145 (<1%) 399:404 (<1%) 928:933 (<1%) 979:984 (<1%) ...	view
6	x 31	tool_use coding misc misc misc tool_use managed_agents misc misc tool_use ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb automatic-context-compaction.ipynb CMA_coordinate_specialist_team.ipynb pdf_upload_summarization.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb ...	1880:1885 (<1%) 1160:1165 (<1%) 447:452 (1%) 625:630 (<1%) 392:397 (1%) 1233:1238 (<1%) 633:638 (<1%) 244:249 (2%) 472:477 (1%) 730:735 (<1%) ...	view
6	x 31	tool_use coding misc misc misc tool_use managed_agents misc misc tool_use ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb automatic-context-compaction.ipynb CMA_coordinate_specialist_team.ipynb pdf_upload_summarization.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb ...	1881:1886 (<1%) 1161:1166 (<1%) 448:453 (1%) 626:631 (<1%) 393:398 (1%) 1234:1239 (<1%) 634:639 (<1%) 245:250 (2%) 473:478 (1%) 731:736 (<1%) ...	view
6	x 31	tool_use coding misc misc misc tool_use managed_agents misc misc tool_use ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb automatic-context-compaction.ipynb CMA_coordinate_specialist_team.ipynb pdf_upload_summarization.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb ...	1879:1884 (<1%) 1159:1164 (<1%) 446:451 (1%) 624:629 (<1%) 391:396 (1%) 1232:1237 (<1%) 632:637 (<1%) 243:248 (2%) 471:476 (1%) 729:734 (<1%) ...	view
6	x 30	tool_use coding misc misc managed_agents misc tool_use misc tool_use claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb CMA_coordinate_specialist_team.ipynb building_evals.ipynb automatic-context-compaction.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb 07_Hosting_the_agent.ipynb ...	1884:1889 (<1%) 1164:1169 (<1%) 451:456 (1%) 629:634 (<1%) 637:642 (<1%) 396:401 (1%) 1237:1242 (<1%) 476:481 (1%) 734:739 (<1%) 2149:2154 (<1%) ...	view
6	x 30	tool_use coding misc misc misc tool_use managed_agents misc tool_use claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb automatic-context-compaction.ipynb CMA_coordinate_specialist_team.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb 07_Hosting_the_agent.ipynb ...	1882:1887 (<1%) 1162:1167 (<1%) 449:454 (1%) 627:632 (<1%) 394:399 (1%) 1235:1240 (<1%) 635:640 (<1%) 474:479 (1%) 732:737 (<1%) 2147:2152 (<1%) ...	view
6	x 30	tool_use coding misc misc managed_agents misc tool_use misc tool_use claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb CMA_coordinate_specialist_team.ipynb building_evals.ipynb automatic-context-compaction.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb 07_Hosting_the_agent.ipynb ...	1883:1888 (<1%) 1163:1168 (<1%) 450:455 (1%) 628:633 (<1%) 636:641 (<1%) 395:400 (1%) 1236:1241 (<1%) 475:480 (1%) 733:738 (<1%) 2148:2153 (<1%) ...	view
6	x 29	tool_use coding misc misc misc tool_use managed_agents misc tool_use claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb automatic-context-compaction.ipynb CMA_coordinate_specialist_team.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb 07_Hosting_the_agent.ipynb ...	1877:1882 (<1%) 1157:1162 (<1%) 444:449 (1%) 622:627 (<1%) 389:394 (1%) 1230:1235 (<1%) 630:635 (<1%) 469:474 (1%) 727:732 (<1%) 2142:2147 (<1%) ...	view
6	x 29	tool_use coding misc misc misc tool_use managed_agents misc tool_use claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb automatic-context-compaction.ipynb CMA_coordinate_specialist_team.ipynb speculative_prompt_caching.ipynb tool_choice.ipynb 07_Hosting_the_agent.ipynb ...	1878:1883 (<1%) 1158:1163 (<1%) 445:450 (1%) 623:628 (<1%) 390:395 (1%) 1231:1236 (<1%) 631:636 (<1%) 470:475 (1%) 728:733 (<1%) 2143:2148 (<1%) ...	view
6	x 24	tool_use tool_use patterns/agents misc misc claude_agent_sdk patterns/agents misc misc patterns/agents ...	threat_intel_enrichment_agent.ipynb tool_search_with_embeddings.ipynb orchestrator_workers.ipynb generate_test_cases.ipynb prompt_caching.ipynb 04_migrating_from_openai_agents_sdk.i... basic_workflows.ipynb using_citations.ipynb how_to_enable_json_mode.ipynb evaluator_optimizer.ipynb ...	698:703 (<1%) 543:548 (<1%) 254:259 (1%) 332:337 (<1%) 340:345 (<1%) 629:634 (<1%) 100:105 (<1%) 90:95 (<1%) 206:211 (1%) 96:101 (1%) ...	view
6	x 20	misc misc misc coding extended_thinking tool_use tool_use patterns/agents fable_5_fallback_billing misc ...	batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb prompting_for_frontend_aesthetics.ipynb extended_thinking_with_tool_use.ipynb tool_search_alternate_approaches.ipynb tool_choice.ipynb basic_workflows.ipynb guide.ipynb read_web_pages_with_haiku.ipynb ...	1:6 (1%) 1:6 (<1%) 1:6 (1%) 1:6 (<1%) 1:6 (<1%) 1:6 (1%) 1:6 (<1%) 1:6 (<1%) 1:6 (1%) 1:6 (4%) ...	view
6	x 19	tool_use coding claude_agent_sdk capabilities/contextual-embeddings tool_use tool_use tool_use tool_use tool_use claude_agent_sdk ...	threat_intel_enrichment_agent.ipynb prompting_for_frontend_aesthetics.ipynb 07_Hosting_the_agent.ipynb guide.ipynb threat_intel_enrichment_agent.ipynb threat_intel_enrichment_agent.ipynb threat_intel_enrichment_agent.ipynb threat_intel_enrichment_agent.ipynb threat_intel_enrichment_agent.ipynb 07_Hosting_the_agent.ipynb ...	745:750 (<1%) 1015:1020 (<1%) 648:653 (<1%) 527:532 (<1%) 964:969 (<1%) 1156:1161 (<1%) 1425:1430 (<1%) 1529:1534 (<1%) 1640:1645 (<1%) 673:678 (<1%) ...	view
6	x 16	fable_5_fallback_billing multimodal extended_thinking misc misc fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing ...	guide.ipynb reading_charts_graphs_powerpoints.ipynb extended_thinking_with_tool_use.ipynb pdf_upload_summarization.ipynb pdf_upload_summarization.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb ...	29:34 (1%) 33:38 (1%) 31:36 (<1%) 28:33 (2%) 76:81 (2%) 46:51 (1%) 159:164 (1%) 201:206 (1%) 253:258 (1%) 351:356 (1%) ...	view
6	x 16	misc misc misc misc misc misc misc misc misc misc ...	session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb ...	23:28 (<1%) 231:236 (<1%) 240:245 (<1%) 375:380 (<1%) 601:606 (<1%) 610:615 (<1%) 667:672 (<1%) 765:770 (<1%) 778:783 (<1%) 806:811 (<1%) ...	view
6	x 11	tool_use patterns/agents capabilities/contextual-embeddings finetuning coding tool_use capabilities/contextual-embeddings capabilities/contextual-embeddings capabilities/contextual-embeddings capabilities/contextual-embeddings ...	tool_search_with_embeddings.ipynb orchestrator_workers.ipynb guide.ipynb finetuning_on_bedrock.ipynb prompting_for_frontend_aesthetics.ipynb tool_choice.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb ...	1028:1033 (<1%) 507:512 (1%) 156:161 (<1%) 165:170 (2%) 1141:1146 (<1%) 378:383 (<1%) 584:589 (<1%) 1074:1079 (<1%) 1530:1535 (<1%) 1783:1788 (<1%) ...	view
6	x 9	tool_use patterns/agents misc misc misc misc misc misc tool_use	tool_search_with_embeddings.ipynb orchestrator_workers.ipynb using_citations.ipynb using_citations.ipynb using_citations.ipynb using_citations.ipynb using_citations.ipynb using_citations.ipynb tool_search_with_embeddings.ipynb	934:939 (<1%) 255:260 (1%) 91:96 (<1%) 227:232 (<1%) 332:337 (<1%) 518:523 (<1%) 613:618 (<1%) 737:742 (<1%) 987:992 (<1%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	5:10 (3%) 24:29 (3%) 43:48 (3%) 62:67 (3%) 81:86 (3%) 100:105 (3%) 119:124 (3%) 138:143 (3%) 157:162 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	9:14 (3%) 28:33 (3%) 47:52 (3%) 66:71 (3%) 85:90 (3%) 104:109 (3%) 123:128 (3%) 142:147 (3%) 161:166 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	4:9 (3%) 23:28 (3%) 42:47 (3%) 61:66 (3%) 80:85 (3%) 99:104 (3%) 118:123 (3%) 137:142 (3%) 156:161 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	12:17 (3%) 31:36 (3%) 50:55 (3%) 69:74 (3%) 88:93 (3%) 107:112 (3%) 126:131 (3%) 145:150 (3%) 164:169 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	10:15 (3%) 29:34 (3%) 48:53 (3%) 67:72 (3%) 86:91 (3%) 105:110 (3%) 124:129 (3%) 143:148 (3%) 162:167 (3%)	view
6	x 9	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py	703:708 (<1%) 1650:1655 (<1%) 1723:1728 (<1%) 1777:1782 (<1%) 1847:1852 (<1%) 2041:2046 (<1%) 2132:2137 (<1%) 2198:2203 (<1%) 2414:2419 (<1%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	6:11 (3%) 25:30 (3%) 44:49 (3%) 63:68 (3%) 82:87 (3%) 101:106 (3%) 120:125 (3%) 139:144 (3%) 158:163 (3%)	view
6	x 9	tool_use managed_agents claude_agent_sdk tool_use misc patterns/agents finetuning multimodal misc	threat_intel_enrichment_agent.ipynb CMA_remember_user_preferences.ipynb 07_Hosting_the_agent.ipynb tool_search_with_embeddings.ipynb building_evals.ipynb async_multi_agent_orchestration.ipynb finetuning_on_bedrock.ipynb reading_charts_graphs_powerpoints.ipynb how_to_make_sql_queries.ipynb	1875:1880 (<1%) 635:640 (<1%) 2140:2145 (<1%) 1070:1075 (<1%) 387:392 (1%) 552:557 (1%) 238:243 (2%) 488:493 (1%) 235:240 (2%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	8:13 (3%) 27:32 (3%) 46:51 (3%) 65:70 (3%) 84:89 (3%) 103:108 (3%) 122:127 (3%) 141:146 (3%) 160:165 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	7:12 (3%) 26:31 (3%) 45:50 (3%) 64:69 (3%) 83:88 (3%) 102:107 (3%) 121:126 (3%) 140:145 (3%) 159:164 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	13:18 (3%) 32:37 (3%) 51:56 (3%) 70:75 (3%) 89:94 (3%) 108:113 (3%) 127:132 (3%) 146:151 (3%) 165:170 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	11:16 (3%) 30:35 (3%) 49:54 (3%) 68:73 (3%) 87:92 (3%) 106:111 (3%) 125:130 (3%) 144:149 (3%) 163:168 (3%)	view
6	x 8	misc misc misc misc misc misc misc misc	session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb	85:90 (<1%) 268:273 (<1%) 427:432 (<1%) 623:628 (<1%) 682:687 (<1%) 823:828 (<1%) 1064:1069 (<1%) 1234:1239 (<1%)	view
6	x 8	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py	702:707 (<1%) 1649:1654 (<1%) 1722:1727 (<1%) 1776:1781 (<1%) 1846:1851 (<1%) 2040:2045 (<1%) 2131:2136 (<1%) 2197:2202 (<1%)	view
6	x 8	tool_use managed_agents claude_agent_sdk tool_use misc patterns/agents finetuning misc	threat_intel_enrichment_agent.ipynb CMA_remember_user_preferences.ipynb 07_Hosting_the_agent.ipynb tool_search_with_embeddings.ipynb building_evals.ipynb async_multi_agent_orchestration.ipynb finetuning_on_bedrock.ipynb how_to_make_sql_queries.ipynb	1873:1878 (<1%) 633:638 (<1%) 2138:2143 (<1%) 1068:1073 (<1%) 385:390 (1%) 550:555 (1%) 236:241 (2%) 233:238 (2%)	view
6	x 8	fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing	guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb	30:35 (1%) 47:52 (1%) 160:165 (1%) 202:207 (1%) 254:259 (1%) 352:357 (1%) 416:421 (1%) 470:475 (1%)	view
6	x 8	tool_use managed_agents claude_agent_sdk tool_use misc patterns/agents finetuning misc	threat_intel_enrichment_agent.ipynb CMA_remember_user_preferences.ipynb 07_Hosting_the_agent.ipynb tool_search_with_embeddings.ipynb building_evals.ipynb async_multi_agent_orchestration.ipynb finetuning_on_bedrock.ipynb how_to_make_sql_queries.ipynb	1874:1879 (<1%) 634:639 (<1%) 2139:2144 (<1%) 1069:1074 (<1%) 386:391 (1%) 551:556 (1%) 237:242 (2%) 234:239 (2%)	view
6	x 8	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	14:20 (3%) 33:39 (3%) 52:58 (3%) 71:77 (3%) 90:96 (3%) 109:115 (3%) 128:134 (3%) 147:153 (3%)	view
6	x 8	tool_use managed_agents claude_agent_sdk tool_use misc patterns/agents finetuning misc	threat_intel_enrichment_agent.ipynb CMA_remember_user_preferences.ipynb 07_Hosting_the_agent.ipynb tool_search_with_embeddings.ipynb building_evals.ipynb async_multi_agent_orchestration.ipynb finetuning_on_bedrock.ipynb how_to_make_sql_queries.ipynb	1872:1877 (<1%) 632:637 (<1%) 2137:2142 (<1%) 1067:1072 (<1%) 384:389 (1%) 549:554 (1%) 235:240 (2%) 232:237 (2%)	view
6	x 8	misc misc misc misc misc misc misc misc	session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb	84:89 (<1%) 267:272 (<1%) 426:431 (<1%) 622:627 (<1%) 681:686 (<1%) 822:827 (<1%) 1063:1068 (<1%) 1233:1238 (<1%)	view
6	x 8	tool_use managed_agents claude_agent_sdk tool_use misc patterns/agents finetuning misc	threat_intel_enrichment_agent.ipynb CMA_remember_user_preferences.ipynb 07_Hosting_the_agent.ipynb tool_search_with_embeddings.ipynb building_evals.ipynb async_multi_agent_orchestration.ipynb finetuning_on_bedrock.ipynb how_to_make_sql_queries.ipynb	1871:1876 (<1%) 631:636 (<1%) 2136:2141 (<1%) 1066:1071 (<1%) 383:388 (1%) 548:553 (1%) 234:239 (2%) 231:236 (2%)	view
6	x 7	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py	1640:1645 (<1%) 1713:1718 (<1%) 1767:1772 (<1%) 1837:1842 (<1%) 2031:2036 (<1%) 2122:2127 (<1%) 2188:2193 (<1%)	view
6	x 7	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py	1647:1652 (<1%) 1720:1725 (<1%) 1774:1779 (<1%) 1844:1849 (<1%) 2038:2043 (<1%) 2129:2134 (<1%) 2195:2200 (<1%)	view
6	x 7	misc extended_thinking misc misc misc misc extended_thinking	pdf_upload_summarization.ipynb extended_thinking_with_tool_use.ipynb pdf_upload_summarization.ipynb pdf_upload_summarization.ipynb pdf_upload_summarization.ipynb pdf_upload_summarization.ipynb extended_thinking_with_tool_use.ipynb	39:44 (2%) 37:42 (<1%) 53:58 (2%) 83:88 (2%) 114:119 (2%) 142:147 (2%) 50:55 (<1%)	view
6	x 7	tool_use tool_use finetuning misc multimodal misc claude_agent_sdk	threat_intel_enrichment_agent.ipynb tool_search_with_embeddings.ipynb finetuning_on_bedrock.ipynb building_evals.ipynb reading_charts_graphs_powerpoints.ipynb how_to_make_sql_queries.ipynb 07_Hosting_the_agent.ipynb	1876:1881 (<1%) 1071:1076 (<1%) 239:244 (2%) 388:393 (1%) 489:494 (1%) 236:241 (2%) 2141:2146 (<1%)	view
6	x 7	misc misc misc coding tool_use misc tool_use	batch_processing.ipynb prompt_caching.ipynb building_evals.ipynb prompting_for_frontend_aesthetics.ipynb parallel_tools.ipynb building_moderation_filter.ipynb customer_service_agent.ipynb	39:44 (1%) 123:128 (<1%) 82:87 (1%) 34:39 (<1%) 103:108 (1%) 156:161 (1%) 163:168 (1%)	view