regen cassettes

lib/crewai/tests/cassettes/agents/TestAnthropicNativeToolCalling.test_anthropic_agent_with_native_tool_calling.yaml

@@ -6,7 +6,9 @@ interactions:
       the final answer, not a summary.\n\nThis is VERY important to you, your job
       depends on it!"}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You
       are Math Assistant. You are a helpful math assistant.\nYour personal goal is:
-      Help users with mathematical calculations"}'
+      Help users with mathematical calculations","tools":[{"name":"calculator","description":"Perform
+      mathematical calculations. Use this for any math operations.","input_schema":{"properties":{"expression":{"description":"Mathematical
+      expression to evaluate","title":"Expression","type":"string"}},"required":["expression"],"type":"object"}}]}'
     headers:
       User-Agent:
       - X-USER-AGENT-XXX
@@ -19,7 +21,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '548'
+      - '843'
       content-type:
       - application/json
       host:
@@ -48,7 +50,9 @@ interactions:
     uri: https://api.anthropic.com/v1/messages
   response:
     body:
-      string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01RVZdv4eF4cFt5DEYngV3fG","type":"message","role":"assistant","content":[{"type":"text","text":"120"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":93,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard"}}'
+      string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01LSVvqetDPhsHTrx63GXNEF","type":"message","role":"assistant","content":[{"type":"text","text":"I''ll
+        help you calculate 15 * 8 using the calculator tool."},{"type":"tool_use","id":"toolu_012QnA8xTpf27BLo6rkdvpoe","name":"calculator","input":{"expression":"15
+        * 8"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":430,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":73,"service_tier":"standard"}}'
     headers:
       CF-RAY:
       - CF-RAY-XXX
@@ -57,7 +61,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Wed, 21 Jan 2026 22:14:30 GMT
+      - Thu, 22 Jan 2026 20:40:57 GMT
       Server:
       - cloudflare
       Transfer-Encoding:
@@ -83,7 +87,7 @@ interactions:
       anthropic-ratelimit-requests-remaining:
       - '3999'
       anthropic-ratelimit-requests-reset:
-      - '2026-01-21T22:14:29Z'
+      - '2026-01-22T20:40:56Z'
       anthropic-ratelimit-tokens-limit:
       - ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX
       anthropic-ratelimit-tokens-remaining:
@@ -97,7 +101,115 @@ interactions:
       strict-transport-security:
       - STS-XXX
       x-envoy-upstream-service-time:
-      - '547'
+      - '1600'
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"\nCurrent Task:
+      Calculate what is 15 * 8\n\nThis is the expected criteria for your final answer:
+      The result of the calculation\nyou MUST return the actual complete content as
+      the final answer, not a summary.\n\nThis is VERY important to you, your job
+      depends on it!"},{"role":"assistant","content":[{"type":"tool_use","id":"toolu_012QnA8xTpf27BLo6rkdvpoe","name":"calculator","input":{"expression":"15
+      * 8"}}]},{"role":"user","content":[{"type":"tool_result","tool_use_id":"toolu_012QnA8xTpf27BLo6rkdvpoe","content":"The
+      result of 15 * 8 is 120"}]},{"role":"user","content":"Analyze the tool result.
+      If requirements are met, provide the Final Answer. Otherwise, call the next
+      tool. Deliver only the answer without meta-commentary."}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:"],"stream":false,"system":"You
+      are Math Assistant. You are a helpful math assistant.\nYour personal goal is:
+      Help users with mathematical calculations","tools":[{"name":"calculator","description":"Perform
+      mathematical calculations. Use this for any math operations.","input_schema":{"properties":{"expression":{"description":"Mathematical
+      expression to evaluate","title":"Expression","type":"string"}},"required":["expression"],"type":"object"}}]}'
+    headers:
+      User-Agent:
+      - X-USER-AGENT-XXX
+      accept:
+      - application/json
+      accept-encoding:
+      - ACCEPT-ENCODING-XXX
+      anthropic-version:
+      - '2023-06-01'
+      connection:
+      - keep-alive
+      content-length:
+      - '1308'
+      content-type:
+      - application/json
+      host:
+      - api.anthropic.com
+      x-api-key:
+      - X-API-KEY-XXX
+      x-stainless-arch:
+      - X-STAINLESS-ARCH-XXX
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - X-STAINLESS-OS-XXX
+      x-stainless-package-version:
+      - 0.71.1
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.13.3
+      x-stainless-timeout:
+      - NOT_GIVEN
+    method: POST
+    uri: https://api.anthropic.com/v1/messages
+  response:
+    body:
+      string: '{"model":"claude-3-5-haiku-20241022","id":"msg_013hgHovrkRNhPGHTzJXdT3c","type":"message","role":"assistant","content":[{"type":"text","text":"120"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":549,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard"}}'
+    headers:
+      CF-RAY:
+      - CF-RAY-XXX
+      Connection:
+      - keep-alive
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 22 Jan 2026 20:40:58 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Robots-Tag:
+      - none
+      anthropic-organization-id:
+      - ANTHROPIC-ORGANIZATION-ID-XXX
+      anthropic-ratelimit-input-tokens-limit:
+      - ANTHROPIC-RATELIMIT-INPUT-TOKENS-LIMIT-XXX
+      anthropic-ratelimit-input-tokens-remaining:
+      - ANTHROPIC-RATELIMIT-INPUT-TOKENS-REMAINING-XXX
+      anthropic-ratelimit-input-tokens-reset:
+      - ANTHROPIC-RATELIMIT-INPUT-TOKENS-RESET-XXX
+      anthropic-ratelimit-output-tokens-limit:
+      - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-LIMIT-XXX
+      anthropic-ratelimit-output-tokens-remaining:
+      - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-REMAINING-XXX
+      anthropic-ratelimit-output-tokens-reset:
+      - ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-RESET-XXX
+      anthropic-ratelimit-requests-limit:
+      - '4000'
+      anthropic-ratelimit-requests-remaining:
+      - '3999'
+      anthropic-ratelimit-requests-reset:
+      - '2026-01-22T20:40:57Z'
+      anthropic-ratelimit-tokens-limit:
+      - ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX
+      anthropic-ratelimit-tokens-remaining:
+      - ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX
+      anthropic-ratelimit-tokens-reset:
+      - ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX
+      cf-cache-status:
+      - DYNAMIC
+      request-id:
+      - REQUEST-ID-XXX
+      strict-transport-security:
+      - STS-XXX
+      x-envoy-upstream-service-time:
+      - '643'
     status:
       code: 200
       message: OK

lib/crewai/tests/cassettes/agents/TestAzureNativeToolCalling.test_azure_agent_with_native_tool_calling.yaml

@@ -36,7 +36,7 @@ interactions:
   response:
     body:
       string: '{"choices":[{"content_filter_results":{},"finish_reason":"tool_calls","index":0,"logprobs":null,"message":{"annotations":[],"content":null,"refusal":null,"role":"assistant","tool_calls":[{"function":{"arguments":"{\"expression\":\"15
-        * 8\"}","name":"calculator"},"id":"call_Yi1jLnBybYT0S0bUK5TpHCGu","type":"function"}]}}],"created":1769101647,"id":"chatcmpl-D0sRTcJ5t52ASXArRpWVmuO7Klc3p","model":"gpt-4o-mini-2024-07-18","object":"chat.completion","prompt_filter_results":[{"prompt_index":0,"content_filter_results":{"hate":{"filtered":false,"severity":"safe"},"jailbreak":{"filtered":false,"detected":false},"self_harm":{"filtered":false,"severity":"safe"},"sexual":{"filtered":false,"severity":"safe"},"violence":{"filtered":false,"severity":"safe"}}}],"system_fingerprint":"fp_f97eff32c5","usage":{"completion_tokens":18,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens":137,"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0},"total_tokens":155}}
+        * 8\"}","name":"calculator"},"id":"call_2aHLt8GoA1JBXMNQ70FHRTU1","type":"function"}]}}],"created":1769114233,"id":"chatcmpl-D0viTWl5nID0B4l2I1XruKwmMxxPu","model":"gpt-4o-mini-2024-07-18","object":"chat.completion","prompt_filter_results":[{"prompt_index":0,"content_filter_results":{"hate":{"filtered":false,"severity":"safe"},"jailbreak":{"filtered":false,"detected":false},"self_harm":{"filtered":false,"severity":"safe"},"sexual":{"filtered":false,"severity":"safe"},"violence":{"filtered":false,"severity":"safe"}}}],"system_fingerprint":"fp_f97eff32c5","usage":{"completion_tokens":18,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens":137,"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0},"total_tokens":155}}
 
         '
     headers:
@@ -45,7 +45,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 22 Jan 2026 17:07:26 GMT
+      - Thu, 22 Jan 2026 20:37:12 GMT
       Strict-Transport-Security:
       - STS-XXX
       apim-request-id:
@@ -84,9 +84,9 @@ interactions:
       is 15 * 8\n\nThis is the expected criteria for your final answer: The result
       of the calculation\nyou MUST return the actual complete content as the final
       answer, not a summary.\n\nThis is VERY important to you, your job depends on
-      it!"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_Yi1jLnBybYT0S0bUK5TpHCGu",
+      it!"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_2aHLt8GoA1JBXMNQ70FHRTU1",
       "type": "function", "function": {"name": "calculator", "arguments": "{\"expression\":\"15
-      * 8\"}"}}]}, {"role": "tool", "tool_call_id": "call_Yi1jLnBybYT0S0bUK5TpHCGu",
+      * 8\"}"}}]}, {"role": "tool", "tool_call_id": "call_2aHLt8GoA1JBXMNQ70FHRTU1",
       "content": "The result of 15 * 8 is 120"}, {"role": "user", "content": "Analyze
       the tool result. If requirements are met, provide the Final Answer. Otherwise,
       call the next tool. Deliver only the answer without meta-commentary."}], "stream":
@@ -119,17 +119,16 @@ interactions:
     uri: https://crewai-azure-openai.openai.azure.com/openai/deployments/gpt-4o-mini/chat/completions?api-version=2024-12-01-preview
   response:
     body:
-      string: '{"choices":[{"content_filter_results":{"hate":{"filtered":false,"severity":"safe"},"protected_material_code":{"filtered":false,"detected":false},"protected_material_text":{"filtered":false,"detected":false},"self_harm":{"filtered":false,"severity":"safe"},"sexual":{"filtered":false,"severity":"safe"},"violence":{"filtered":false,"severity":"safe"}},"finish_reason":"stop","index":0,"logprobs":null,"message":{"annotations":[],"content":"The
-        result of 15 * 8 is 120.","refusal":null,"role":"assistant"}}],"created":1769101647,"id":"chatcmpl-D0sRTwYVsivJkThFDSWFwXLFXFnDJ","model":"gpt-4o-mini-2024-07-18","object":"chat.completion","prompt_filter_results":[{"prompt_index":0,"content_filter_results":{"hate":{"filtered":false,"severity":"safe"},"jailbreak":{"filtered":false,"detected":false},"self_harm":{"filtered":false,"severity":"safe"},"sexual":{"filtered":false,"severity":"safe"},"violence":{"filtered":false,"severity":"safe"}}}],"system_fingerprint":"fp_f97eff32c5","usage":{"completion_tokens":14,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens":207,"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0},"total_tokens":221}}
+      string: '{"choices":[{"content_filter_results":{"hate":{"filtered":false,"severity":"safe"},"protected_material_code":{"filtered":false,"detected":false},"protected_material_text":{"filtered":false,"detected":false},"self_harm":{"filtered":false,"severity":"safe"},"sexual":{"filtered":false,"severity":"safe"},"violence":{"filtered":false,"severity":"safe"}},"finish_reason":"stop","index":0,"logprobs":null,"message":{"annotations":[],"content":"120","refusal":null,"role":"assistant"}}],"created":1769114233,"id":"chatcmpl-D0viTOAhgO32vcRdmp4Z3YBhaO05I","model":"gpt-4o-mini-2024-07-18","object":"chat.completion","prompt_filter_results":[{"prompt_index":0,"content_filter_results":{"hate":{"filtered":false,"severity":"safe"},"jailbreak":{"filtered":false,"detected":false},"self_harm":{"filtered":false,"severity":"safe"},"sexual":{"filtered":false,"severity":"safe"},"violence":{"filtered":false,"severity":"safe"}}}],"system_fingerprint":"fp_f97eff32c5","usage":{"completion_tokens":3,"completion_tokens_details":{"accepted_prediction_tokens":0,"audio_tokens":0,"reasoning_tokens":0,"rejected_prediction_tokens":0},"prompt_tokens":207,"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0},"total_tokens":210}}
 
         '
     headers:
       Content-Length:
-      - '1241'
+      - '1215'
       Content-Type:
       - application/json
       Date:
-      - Thu, 22 Jan 2026 17:07:27 GMT
+      - Thu, 22 Jan 2026 20:37:13 GMT
       Strict-Transport-Security:
       - STS-XXX
       apim-request-id:

lib/crewai/tests/cassettes/agents/TestNativeToolCallingTokenUsage.test_openai_native_tool_calling_token_usage.yaml

@@ -4,7 +4,9 @@ interactions:
       things.\nYour personal goal is: Perform calculations efficiently"},{"role":"user","content":"\nCurrent
       Task: What is 100 / 4?\n\nThis is the expected criteria for your final answer:
       The result\nyou MUST return the actual complete content as the final answer,
-      not a summary.\n\nThis is VERY important to you, your job depends on it!"}],"model":"gpt-4o-mini"}'
+      not a summary.\n\nThis is VERY important to you, your job depends on it!"}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"calculator","description":"Perform
+      mathematical calculations. Use this for any math operations.","parameters":{"properties":{"expression":{"description":"Mathematical
+      expression to evaluate","title":"Expression","type":"string"}},"required":["expression"],"type":"object"}}}]}'
     headers:
       User-Agent:
       - X-USER-AGENT-XXX
@@ -17,7 +19,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '432'
+      - '777'
       content-type:
       - application/json
       host:
@@ -44,14 +46,18 @@ interactions:
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: "{\n  \"id\": \"chatcmpl-D0alG1p0E0pPIPKoxeoRrMsS82mHf\",\n  \"object\":
-        \"chat.completion\",\n  \"created\": 1769033682,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      string: "{\n  \"id\": \"chatcmpl-D0vm0KDdT8cWRCVIeG67pB46jQQih\",\n  \"object\":
+        \"chat.completion\",\n  \"created\": 1769114452,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
         \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-        \"assistant\",\n        \"content\": \"100 / 4 = 25\",\n        \"refusal\":
-        null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n
-        \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-        81,\n    \"completion_tokens\": 7,\n    \"total_tokens\": 88,\n    \"prompt_tokens_details\":
-        {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+        \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
+        \           \"id\": \"call_rZQU4F2cauxK3VUKfLtXoNVC\",\n            \"type\":
+        \"function\",\n            \"function\": {\n              \"name\": \"calculator\",\n
+        \             \"arguments\": \"{\\\"expression\\\":\\\"100 / 4\\\"}\"\n            }\n
+        \         }\n        ],\n        \"refusal\": null,\n        \"annotations\":
+        []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"tool_calls\"\n
+        \   }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 127,\n    \"completion_tokens\":
+        17,\n    \"total_tokens\": 144,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+        0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
         {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
         0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
         \"default\",\n  \"system_fingerprint\": \"fp_29330a9688\"\n}\n"
@@ -63,7 +69,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Wed, 21 Jan 2026 22:14:43 GMT
+      - Thu, 22 Jan 2026 20:40:53 GMT
       Server:
       - cloudflare
       Set-Cookie:
@@ -83,13 +89,129 @@ interactions:
       openai-organization:
       - OPENAI-ORG-XXX
       openai-processing-ms:
-      - '341'
+      - '560'
       openai-project:
       - OPENAI-PROJECT-XXX
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '356'
+      - '583'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - X-RATELIMIT-LIMIT-REQUESTS-XXX
+      x-ratelimit-limit-tokens:
+      - X-RATELIMIT-LIMIT-TOKENS-XXX
+      x-ratelimit-remaining-requests:
+      - X-RATELIMIT-REMAINING-REQUESTS-XXX
+      x-ratelimit-remaining-tokens:
+      - X-RATELIMIT-REMAINING-TOKENS-XXX
+      x-ratelimit-reset-requests:
+      - X-RATELIMIT-RESET-REQUESTS-XXX
+      x-ratelimit-reset-tokens:
+      - X-RATELIMIT-RESET-TOKENS-XXX
+      x-request-id:
+      - X-REQUEST-ID-XXX
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"You are Calculator. You calculate
+      things.\nYour personal goal is: Perform calculations efficiently"},{"role":"user","content":"\nCurrent
+      Task: What is 100 / 4?\n\nThis is the expected criteria for your final answer:
+      The result\nyou MUST return the actual complete content as the final answer,
+      not a summary.\n\nThis is VERY important to you, your job depends on it!"},{"role":"assistant","content":null,"tool_calls":[{"id":"call_rZQU4F2cauxK3VUKfLtXoNVC","type":"function","function":{"name":"calculator","arguments":"{\"expression\":\"100
+      / 4\"}"}}]},{"role":"tool","tool_call_id":"call_rZQU4F2cauxK3VUKfLtXoNVC","content":"The
+      result of 100 / 4 is 25.0"},{"role":"user","content":"Analyze the tool result.
+      If requirements are met, provide the Final Answer. Otherwise, call the next
+      tool. Deliver only the answer without meta-commentary."}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"calculator","description":"Perform
+      mathematical calculations. Use this for any math operations.","parameters":{"properties":{"expression":{"description":"Mathematical
+      expression to evaluate","title":"Expression","type":"string"}},"required":["expression"],"type":"object"}}}]}'
+    headers:
+      User-Agent:
+      - X-USER-AGENT-XXX
+      accept:
+      - application/json
+      accept-encoding:
+      - ACCEPT-ENCODING-XXX
+      authorization:
+      - AUTHORIZATION-XXX
+      connection:
+      - keep-alive
+      content-length:
+      - '1250'
+      content-type:
+      - application/json
+      cookie:
+      - COOKIE-XXX
+      host:
+      - api.openai.com
+      x-stainless-arch:
+      - X-STAINLESS-ARCH-XXX
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - X-STAINLESS-OS-XXX
+      x-stainless-package-version:
+      - 1.83.0
+      x-stainless-read-timeout:
+      - X-STAINLESS-READ-TIMEOUT-XXX
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.13.3
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: "{\n  \"id\": \"chatcmpl-D0vm1oziYXwxCjING3pqGErY6q4fV\",\n  \"object\":
+        \"chat.completion\",\n  \"created\": 1769114453,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+        \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+        \"assistant\",\n        \"content\": \"25.0\",\n        \"refusal\": null,\n
+        \       \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\":
+        \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 199,\n    \"completion_tokens\":
+        4,\n    \"total_tokens\": 203,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+        0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+        {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+        0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
+        \"default\",\n  \"system_fingerprint\": \"fp_29330a9688\"\n}\n"
+    headers:
+      CF-RAY:
+      - CF-RAY-XXX
+      Connection:
+      - keep-alive
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 22 Jan 2026 20:40:53 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - STS-XXX
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - X-CONTENT-TYPE-XXX
+      access-control-expose-headers:
+      - ACCESS-CONTROL-XXX
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - OPENAI-ORG-XXX
+      openai-processing-ms:
+      - '540'
+      openai-project:
+      - OPENAI-PROJECT-XXX
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '561'
       x-openai-proxy-wasm:
       - v0.1
       x-ratelimit-limit-requests:

lib/crewai/tests/cassettes/agents/TestOpenAINativeToolCalling.test_openai_agent_with_native_tool_calling.yaml

@@ -5,7 +5,9 @@ interactions:
       calculations"},{"role":"user","content":"\nCurrent Task: Calculate what is 15
       * 8\n\nThis is the expected criteria for your final answer: The result of the
       calculation\nyou MUST return the actual complete content as the final answer,
-      not a summary.\n\nThis is VERY important to you, your job depends on it!"}],"model":"gpt-4o-mini"}'
+      not a summary.\n\nThis is VERY important to you, your job depends on it!"}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"calculator","description":"Perform
+      mathematical calculations. Use this for any math operations.","parameters":{"properties":{"expression":{"description":"Mathematical
+      expression to evaluate","title":"Expression","type":"string"}},"required":["expression"],"type":"object"}}}]}'
     headers:
       User-Agent:
       - X-USER-AGENT-XXX
@@ -18,7 +20,7 @@ interactions:
       connection:
       - keep-alive
       content-length:
-      - '484'
+      - '829'
       content-type:
       - application/json
       host:
@@ -45,17 +47,21 @@ interactions:
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: "{\n  \"id\": \"chatcmpl-D0alFPT31hH4rYzeeQIJVSalV7wn3\",\n  \"object\":
-        \"chat.completion\",\n  \"created\": 1769033681,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      string: "{\n  \"id\": \"chatcmpl-D0vm7joOuDBPcMpfmOnftOoTCPtc8\",\n  \"object\":
+        \"chat.completion\",\n  \"created\": 1769114459,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
         \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-        \"assistant\",\n        \"content\": \"15 * 8 = 120\",\n        \"refusal\":
-        null,\n        \"annotations\": []\n      },\n      \"logprobs\": null,\n
-        \     \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
-        91,\n    \"completion_tokens\": 7,\n    \"total_tokens\": 98,\n    \"prompt_tokens_details\":
-        {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+        \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
+        \           \"id\": \"call_G73UZDvL4wC9EEdvm1UcRIRM\",\n            \"type\":
+        \"function\",\n            \"function\": {\n              \"name\": \"calculator\",\n
+        \             \"arguments\": \"{\\\"expression\\\":\\\"15 * 8\\\"}\"\n            }\n
+        \         }\n        ],\n        \"refusal\": null,\n        \"annotations\":
+        []\n      },\n      \"logprobs\": null,\n      \"finish_reason\": \"tool_calls\"\n
+        \   }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 137,\n    \"completion_tokens\":
+        17,\n    \"total_tokens\": 154,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+        0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
         {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
         0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
-        \"default\",\n  \"system_fingerprint\": \"fp_8bbc38b4db\"\n}\n"
+        \"default\",\n  \"system_fingerprint\": \"fp_c4585b5b9c\"\n}\n"
     headers:
       CF-RAY:
       - CF-RAY-XXX
@@ -64,7 +70,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Wed, 21 Jan 2026 22:14:42 GMT
+      - Thu, 22 Jan 2026 20:40:59 GMT
       Server:
       - cloudflare
       Set-Cookie:
@@ -84,13 +90,130 @@ interactions:
       openai-organization:
       - OPENAI-ORG-XXX
       openai-processing-ms:
-      - '388'
+      - '761'
       openai-project:
       - OPENAI-PROJECT-XXX
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '410'
+      - '1080'
+      x-openai-proxy-wasm:
+      - v0.1
+      x-ratelimit-limit-requests:
+      - X-RATELIMIT-LIMIT-REQUESTS-XXX
+      x-ratelimit-limit-tokens:
+      - X-RATELIMIT-LIMIT-TOKENS-XXX
+      x-ratelimit-remaining-requests:
+      - X-RATELIMIT-REMAINING-REQUESTS-XXX
+      x-ratelimit-remaining-tokens:
+      - X-RATELIMIT-REMAINING-TOKENS-XXX
+      x-ratelimit-reset-requests:
+      - X-RATELIMIT-RESET-REQUESTS-XXX
+      x-ratelimit-reset-tokens:
+      - X-RATELIMIT-RESET-TOKENS-XXX
+      x-request-id:
+      - X-REQUEST-ID-XXX
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"You are Math Assistant. You are
+      a helpful math assistant.\nYour personal goal is: Help users with mathematical
+      calculations"},{"role":"user","content":"\nCurrent Task: Calculate what is 15
+      * 8\n\nThis is the expected criteria for your final answer: The result of the
+      calculation\nyou MUST return the actual complete content as the final answer,
+      not a summary.\n\nThis is VERY important to you, your job depends on it!"},{"role":"assistant","content":null,"tool_calls":[{"id":"call_G73UZDvL4wC9EEdvm1UcRIRM","type":"function","function":{"name":"calculator","arguments":"{\"expression\":\"15
+      * 8\"}"}}]},{"role":"tool","tool_call_id":"call_G73UZDvL4wC9EEdvm1UcRIRM","content":"The
+      result of 15 * 8 is 120"},{"role":"user","content":"Analyze the tool result.
+      If requirements are met, provide the Final Answer. Otherwise, call the next
+      tool. Deliver only the answer without meta-commentary."}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"calculator","description":"Perform
+      mathematical calculations. Use this for any math operations.","parameters":{"properties":{"expression":{"description":"Mathematical
+      expression to evaluate","title":"Expression","type":"string"}},"required":["expression"],"type":"object"}}}]}'
+    headers:
+      User-Agent:
+      - X-USER-AGENT-XXX
+      accept:
+      - application/json
+      accept-encoding:
+      - ACCEPT-ENCODING-XXX
+      authorization:
+      - AUTHORIZATION-XXX
+      connection:
+      - keep-alive
+      content-length:
+      - '1299'
+      content-type:
+      - application/json
+      cookie:
+      - COOKIE-XXX
+      host:
+      - api.openai.com
+      x-stainless-arch:
+      - X-STAINLESS-ARCH-XXX
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - X-STAINLESS-OS-XXX
+      x-stainless-package-version:
+      - 1.83.0
+      x-stainless-read-timeout:
+      - X-STAINLESS-READ-TIMEOUT-XXX
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.13.3
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: "{\n  \"id\": \"chatcmpl-D0vm8mUnzLxu9pf1rc7MODkrMsCmf\",\n  \"object\":
+        \"chat.completion\",\n  \"created\": 1769114460,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+        \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
+        \"assistant\",\n        \"content\": \"120\",\n        \"refusal\": null,\n
+        \       \"annotations\": []\n      },\n      \"logprobs\": null,\n      \"finish_reason\":
+        \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\": 207,\n    \"completion_tokens\":
+        2,\n    \"total_tokens\": 209,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
+        0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+        {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
+        0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
+        \"default\",\n  \"system_fingerprint\": \"fp_c4585b5b9c\"\n}\n"
+    headers:
+      CF-RAY:
+      - CF-RAY-XXX
+      Connection:
+      - keep-alive
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 22 Jan 2026 20:41:00 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - STS-XXX
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - X-CONTENT-TYPE-XXX
+      access-control-expose-headers:
+      - ACCESS-CONTROL-XXX
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - OPENAI-ORG-XXX
+      openai-processing-ms:
+      - '262'
+      openai-project:
+      - OPENAI-PROJECT-XXX
+      openai-version:
+      - '2020-10-01'
+      x-envoy-upstream-service-time:
+      - '496'
       x-openai-proxy-wasm:
       - v0.1
       x-ratelimit-limit-requests:

lib/crewai/tests/cassettes/agents/test_native_tool_calling_error_handling.yaml

@@ -44,11 +44,11 @@ interactions:
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: "{\n  \"id\": \"chatcmpl-D0tnmEq7BoxjqvKeE3yIMDJ7olxJZ\",\n  \"object\":
-        \"chat.completion\",\n  \"created\": 1769106874,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      string: "{\n  \"id\": \"chatcmpl-D0vm2JDsOmy0czXPAr4vnw3wvuqYZ\",\n  \"object\":
+        \"chat.completion\",\n  \"created\": 1769114454,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
         \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
         \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
-        \           \"id\": \"call_9Lcu5CsxaVYtrX1ygC5Ggs6e\",\n            \"type\":
+        \           \"id\": \"call_8xr8rPUDWzLfQ3LOWPHtBUjK\",\n            \"type\":
         \"function\",\n            \"function\": {\n              \"name\": \"failing_tool\",\n
         \             \"arguments\": \"{}\"\n            }\n          }\n        ],\n
         \       \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\":
@@ -67,7 +67,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 22 Jan 2026 18:34:35 GMT
+      - Thu, 22 Jan 2026 20:40:54 GMT
       Server:
       - cloudflare
       Set-Cookie:
@@ -87,13 +87,13 @@ interactions:
       openai-organization:
       - OPENAI-ORG-XXX
       openai-processing-ms:
-      - '1162'
+      - '593'
       openai-project:
       - OPENAI-PROJECT-XXX
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '1183'
+      - '621'
       x-openai-proxy-wasm:
       - v0.1
       x-ratelimit-limit-requests:
@@ -117,7 +117,7 @@ interactions:
     body: '{"messages":[{"role":"system","content":"You are Calculator. You calculate
       things.\nYour personal goal is: Perform calculations efficiently"},{"role":"user","content":"\nCurrent
       Task: Use the failing_tool to do something.\n\nThis is VERY important to you,
-      your job depends on it!"},{"role":"assistant","content":null,"tool_calls":[{"id":"call_9Lcu5CsxaVYtrX1ygC5Ggs6e","type":"function","function":{"name":"failing_tool","arguments":"{}"}}]},{"role":"tool","tool_call_id":"call_9Lcu5CsxaVYtrX1ygC5Ggs6e","content":"Error
+      your job depends on it!"},{"role":"assistant","content":null,"tool_calls":[{"id":"call_8xr8rPUDWzLfQ3LOWPHtBUjK","type":"function","function":{"name":"failing_tool","arguments":"{}"}}]},{"role":"tool","tool_call_id":"call_8xr8rPUDWzLfQ3LOWPHtBUjK","content":"Error
       executing tool: This tool always fails"},{"role":"user","content":"Analyze the
       tool result. If requirements are met, provide the Final Answer. Otherwise, call
       the next tool. Deliver only the answer without meta-commentary."}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"failing_tool","description":"This
@@ -163,135 +163,14 @@ interactions:
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: "{\n  \"id\": \"chatcmpl-D0tnnW301woCHXO3KobDB9I1Buubo\",\n  \"object\":
-        \"chat.completion\",\n  \"created\": 1769106875,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
+      string: "{\n  \"id\": \"chatcmpl-D0vm3xcywoKBW75bhBXfkGJNim6Th\",\n  \"object\":
+        \"chat.completion\",\n  \"created\": 1769114455,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
         \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-        \"assistant\",\n        \"content\": null,\n        \"tool_calls\": [\n          {\n
-        \           \"id\": \"call_gzrYUdfVOx2tojk4HT4lwdps\",\n            \"type\":
-        \"function\",\n            \"function\": {\n              \"name\": \"failing_tool\",\n
-        \             \"arguments\": \"{}\"\n            }\n          }\n        ],\n
+        \"assistant\",\n        \"content\": \"Error: This tool always fails.\",\n
         \       \"refusal\": null,\n        \"annotations\": []\n      },\n      \"logprobs\":
-        null,\n      \"finish_reason\": \"tool_calls\"\n    }\n  ],\n  \"usage\":
-        {\n    \"prompt_tokens\": 141,\n    \"completion_tokens\": 11,\n    \"total_tokens\":
-        152,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0,\n      \"audio_tokens\":
-        0\n    },\n    \"completion_tokens_details\": {\n      \"reasoning_tokens\":
-        0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\": 0,\n
-        \     \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
-        \"default\",\n  \"system_fingerprint\": \"fp_c4585b5b9c\"\n}\n"
-    headers:
-      CF-RAY:
-      - CF-RAY-XXX
-      Connection:
-      - keep-alive
-      Content-Type:
-      - application/json
-      Date:
-      - Thu, 22 Jan 2026 18:34:35 GMT
-      Server:
-      - cloudflare
-      Strict-Transport-Security:
-      - STS-XXX
-      Transfer-Encoding:
-      - chunked
-      X-Content-Type-Options:
-      - X-CONTENT-TYPE-XXX
-      access-control-expose-headers:
-      - ACCESS-CONTROL-XXX
-      alt-svc:
-      - h3=":443"; ma=86400
-      cf-cache-status:
-      - DYNAMIC
-      openai-organization:
-      - OPENAI-ORG-XXX
-      openai-processing-ms:
-      - '490'
-      openai-project:
-      - OPENAI-PROJECT-XXX
-      openai-version:
-      - '2020-10-01'
-      x-envoy-upstream-service-time:
-      - '505'
-      x-openai-proxy-wasm:
-      - v0.1
-      x-ratelimit-limit-requests:
-      - X-RATELIMIT-LIMIT-REQUESTS-XXX
-      x-ratelimit-limit-tokens:
-      - X-RATELIMIT-LIMIT-TOKENS-XXX
-      x-ratelimit-remaining-requests:
-      - X-RATELIMIT-REMAINING-REQUESTS-XXX
-      x-ratelimit-remaining-tokens:
-      - X-RATELIMIT-REMAINING-TOKENS-XXX
-      x-ratelimit-reset-requests:
-      - X-RATELIMIT-RESET-REQUESTS-XXX
-      x-ratelimit-reset-tokens:
-      - X-RATELIMIT-RESET-TOKENS-XXX
-      x-request-id:
-      - X-REQUEST-ID-XXX
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"messages":[{"role":"system","content":"You are Calculator. You calculate
-      things.\nYour personal goal is: Perform calculations efficiently"},{"role":"user","content":"\nCurrent
-      Task: Use the failing_tool to do something.\n\nThis is VERY important to you,
-      your job depends on it!"},{"role":"assistant","content":null,"tool_calls":[{"id":"call_9Lcu5CsxaVYtrX1ygC5Ggs6e","type":"function","function":{"name":"failing_tool","arguments":"{}"}}]},{"role":"tool","tool_call_id":"call_9Lcu5CsxaVYtrX1ygC5Ggs6e","content":"Error
-      executing tool: This tool always fails"},{"role":"user","content":"Analyze the
-      tool result. If requirements are met, provide the Final Answer. Otherwise, call
-      the next tool. Deliver only the answer without meta-commentary."},{"role":"assistant","content":null,"tool_calls":[{"id":"call_gzrYUdfVOx2tojk4HT4lwdps","type":"function","function":{"name":"failing_tool","arguments":"{}"}}]},{"role":"tool","tool_call_id":"call_gzrYUdfVOx2tojk4HT4lwdps","content":"Error
-      executing tool: This tool always fails"},{"role":"user","content":"Analyze the
-      tool result. If requirements are met, provide the Final Answer. Otherwise, call
-      the next tool. Deliver only the answer without meta-commentary."}],"model":"gpt-4o-mini","tool_choice":"auto","tools":[{"type":"function","function":{"name":"failing_tool","description":"This
-      tool always fails","parameters":{"properties":{},"type":"object"}}}]}'
-    headers:
-      User-Agent:
-      - X-USER-AGENT-XXX
-      accept:
-      - application/json
-      accept-encoding:
-      - ACCEPT-ENCODING-XXX
-      authorization:
-      - AUTHORIZATION-XXX
-      connection:
-      - keep-alive
-      content-length:
-      - '1405'
-      content-type:
-      - application/json
-      cookie:
-      - COOKIE-XXX
-      host:
-      - api.openai.com
-      x-stainless-arch:
-      - X-STAINLESS-ARCH-XXX
-      x-stainless-async:
-      - 'false'
-      x-stainless-lang:
-      - python
-      x-stainless-os:
-      - X-STAINLESS-OS-XXX
-      x-stainless-package-version:
-      - 1.83.0
-      x-stainless-read-timeout:
-      - X-STAINLESS-READ-TIMEOUT-XXX
-      x-stainless-retry-count:
-      - '0'
-      x-stainless-runtime:
-      - CPython
-      x-stainless-runtime-version:
-      - 3.13.3
-    method: POST
-    uri: https://api.openai.com/v1/chat/completions
-  response:
-    body:
-      string: "{\n  \"id\": \"chatcmpl-D0tnnezTDmx1TIuWsrycZMqx89CW3\",\n  \"object\":
-        \"chat.completion\",\n  \"created\": 1769106875,\n  \"model\": \"gpt-4o-mini-2024-07-18\",\n
-        \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-        \"assistant\",\n        \"content\": \"Error executing tool: This tool always
-        fails\",\n        \"refusal\": null,\n        \"annotations\": []\n      },\n
-        \     \"logprobs\": null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n
-        \ \"usage\": {\n    \"prompt_tokens\": 204,\n    \"completion_tokens\": 9,\n
-        \   \"total_tokens\": 213,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\":
-        0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
+        null,\n      \"finish_reason\": \"stop\"\n    }\n  ],\n  \"usage\": {\n    \"prompt_tokens\":
+        141,\n    \"completion_tokens\": 8,\n    \"total_tokens\": 149,\n    \"prompt_tokens_details\":
+        {\n      \"cached_tokens\": 0,\n      \"audio_tokens\": 0\n    },\n    \"completion_tokens_details\":
         {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
         0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
         \"default\",\n  \"system_fingerprint\": \"fp_c4585b5b9c\"\n}\n"
@@ -303,7 +182,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 22 Jan 2026 18:34:36 GMT
+      - Thu, 22 Jan 2026 20:40:55 GMT
       Server:
       - cloudflare
       Strict-Transport-Security:
@@ -321,13 +200,13 @@ interactions:
       openai-organization:
       - OPENAI-ORG-XXX
       openai-processing-ms:
-      - '485'
+      - '420'
       openai-project:
       - OPENAI-PROJECT-XXX
       openai-version:
       - '2020-10-01'
       x-envoy-upstream-service-time:
-      - '498'
+      - '436'
       x-openai-proxy-wasm:
       - v0.1
       x-ratelimit-limit-requests: