fix: ensure token usage recording, validate response model on stream

2026-01-08 23:58:34 +00:00 · 2025-12-10 20:32:10 -05:00
parent 8e99d490b0
commit bdafe0fac7
312 changed files with 7846 additions and 33124 deletions
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_basic_call.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_basic_call.yaml
@@ -42,20 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAA3SQTUsDMRCG/0qci5dUdmsLNhdP0uqpCIJFJIRk2C7NzqzJpLaU/nfZYvELT8O8
-        zzPDMAfoOGAEAz66EnCUmQhlNBmNq/G0mtYT0NAGMNDlxlb19bLfuFVDT/P54zatHmbPd7slgwbZ
-        9zhYmLNrEDQkjkPgcm6zOBLQ4JkEScC8HM6+4G4gp2JggTHyhbqXy6yo9aiEVYcoas/lSi34XbmE
-        Q6MCt9Qo4eD2t3B81ZCFe5vQZSYwgBSslETwCTK+FSSPYKjEqKGcjjQHaKkvYoU3SBnMTIN3fo3W
-        J3TSMtmfvDrzhC78x86zw3rs19hhctFOu7/+F63Xv+lRAxf5HtU3GjKmbevRSosJDAyPDS4FOB4/
-        AAAA//8DAOKqeZbJAQAA
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_013PpkaYgnUGGRvrYJ9XExPo","type":"message","role":"assistant","content":[{"type":"text","text":"Hello! It''s nice to meet you. How are you doing today?"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":9,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":18,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -142,20 +134,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAA3TQTUsDMRAG4L8S55zC7tKi5lL01IInEYuIhJBMu8HsZE0mtkvZ/y5bLH7haWCe
-        d4ZhjtBFhwEU2GCKw1mORMiz+aypmkW1qOcgwTtQ0OWdruqrwpu7x277VC4fOn9obra39f0GJPDQ
-        45TCnM0OQUKKYWqYnH1mQwwSbCRGYlDPx3Oe8TDJqShYYQjxQqziXpiEYohFuOhpJzg6MyzFOgtu
-        MaEwNHA7wVpYQ6LF0J/Se8/tEsYXCZljrxOaHAkUIDnNJRF8Qsa3gmQRFJUQJJTT0eoInvrCmuMr
-        UgZ1LcEa26K2CQ37SPqnV2dPaNx/dp6d1mPfYofJBL3o/ua/tG5/6yghFv7eaioJGdO7t6jZYwIF
-        06OdSQ7G8QMAAP//AwATs5vC2QEAAA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_018utWLVmfYu7Tmix2AfB1RW","type":"message","role":"assistant","content":[{"type":"text","text":"Hello! How are you doing today? Is there anything I can help you with?"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":9,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_conversation.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_conversation.yaml
@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"My name is Alice."},{"role":"assistant","content":"Hello
-      Alice! Nice to meet you."},{"role":"user","content":"What is my name?"}],"model":"claude-sonnet-4-0","stream":false}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"My name is Alice."},{"role":"assistant","content":"Hello Alice! Nice to meet you."},{"role":"user","content":"What is my name?"}],"model":"claude-sonnet-4-0","stream":false}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -43,19 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBbSwMxEIX/SjnPqez2Apq3vqv4oIKKhJAM3WB2siaTYi3732WLxRs+
-        DZzvm2E4B/TJU4SGi7Z6mpfETDJfzRfNYt2s2xUUgodGX7amaW+X7dXd+83qMd9vNmlfLy/y7rqD
-        guwHmiwqxW4JCjnFKbClhCKWBQousRAL9NPh5Au9TeQ4NB5SzTO2Pc1CmW1icHSG8VmhSBpMJlsS
-        Q4PYG6mZ8QkKvVZiR9BcY1Soxw/0AYGHKkbSC3GBXrYKzrqOjMtkJSQ2P4XmxDNZ/x877U73aeio
-        p2yjWfd//S/adr/pqJCqfI/OFQrlXXBkJFCGxtSat9ljHD8AAAD//wMAr8g7PaYBAAA=
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01T31MUzP4ZrVAAoyuL9rvNh","type":"message","role":"assistant","content":[{"type":"text","text":"Your name is Alice."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":31,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -100,8 +92,7 @@ interactions:
      code: 200
      message: OK
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"My name is Alice."},{"role":"assistant","content":"Hello
-      Alice! Nice to meet you."},{"role":"user","content":"What is my name?"}],"model":"claude-sonnet-4-0","stream":false}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"My name is Alice."},{"role":"assistant","content":"Hello Alice! Nice to meet you."},{"role":"user","content":"What is my name?"}],"model":"claude-sonnet-4-0","stream":false}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -143,20 +134,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBLa8MwDID/itHZHUnXsM63nrfjVjbGMMYWjZkjZ5ZcVkr++0hp2Yud
-        hPR9eqAjDDlgAgM+uRpwwZkIZbFaLJtl13TtCjTEAAYG3tmmXT3ddfdr3qJ7GLebtS/5Nh4eQYMc
-        RpwtZHY7BA0lp7ngmCOLIwENPpMgCZiX48UX/JjJKRh4zrUocgOqyGqToketHKtDrkpyCmoGNKdF
-        jQX3MVdW541XML1qYMmjLeg4ExhAClZqITgDxveK5BEM1ZQ01NOp5giRxipW8hsSg7luNXjne7S+
-        oJOYyf4Umgsv6MJ/7NI7z8exxwGLS7Yb/vpftO1/00lDrvK91N5oYCz76NFKxAIG5v8GVwJM0ycA
-        AAD//wMAqvdgpNABAAA=
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_014XK5L8sVeaTpVA8cro9iyU","type":"message","role":"assistant","content":[{"type":"text","text":"Your name is Alice, as you told me in your previous message."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":31,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":17,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_multiple_calls.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_multiple_calls.yaml
@@ -42,19 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAA3SQTUvDQBCG/0p4r24hqa2HBQ8iiiBCBfUisiy7QxtMZuPOrLSU/HdJsUgVTwPz
-        PPPBu0efInWwCJ0vkWaSmElni9m8ni/rZbOAQRth0cva1c3V/eolXq/87epRLoaHm7B9ftrdwUB3
-        A00Wifg1wSCnbmp4kVbUs8IgJFZihX3dH32l7UQOxaKpzqqmuqzmGN8MRNPgMnlJDAvi6LRkxjcQ
-        +ijEgWC5dJ1BOdy1e7Q8FHWa3okFtlkYBB825EImr21idyrUR57Jx//YcXbaT8OGesq+c8v+r/9D
-        m81vOhqkoiffnRsI5c82kNOWMiymsKLPEeP4BQAA//8DAAkpexydAQAA
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01AKPVdCPaFPQs6pMEcxUTyH","type":"message","role":"assistant","content":[{"type":"text","text":"1 + 1 = 2"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":14,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":13,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -141,19 +134,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAA3SQTUvEMBCG/0p5r2ahre0l4EUPXjyIrCCIhJAM27DtpCYTWVn636WLi6ziaWCe
-        Zz54j5iipxEabrTF0yZHZpJNt2nrtq/7poNC8NCY8s7UTX/b3w2BD/4pvtw/Pm/dw3TYWijI50yr
-        RTnbHUEhxXFt2JxDFssCBRdZiAX69Xj2hQ4rORWNtrqq2uqm6rC8KWSJs0lkc2RoEHsjJTG+Qab3
-        QuwImss4KpTTXX1E4LmIkbgnztBNp+CsG8i4RFZCZHMp1GeeyPr/2Hl23U/zQBMlO5p++uv/0Gb4
-        TReFWOTiu2uFTOkjODISKEFjDcvb5LEsXwAAAP//AwDa2+/dnQEAAA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_015B5ChinxdRoXGPUTcLmxTa","type":"message","role":"assistant","content":[{"type":"text","text":"2 + 2 = 4"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":14,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":13,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -240,19 +226,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBNS8QwEIb/yvJezUKztJeAF8XVi0cPKhJCMrbFdtJNJrK69L9LFxdZ
-        xdPAPM988B4wxkADDPzgSqB1jswk63q9qTZN1egaCn2AwZhbW+nt9un+avf5+lCnm9C2d41cP97u
-        oSAfEy0W5exagkKKw9JwOfdZHAsUfGQhFpjnw8kX2i/kWAz0hV5drjaYXxSyxMkmcjkyDIiDlZIY
-        3yDTrhB7guEyDArleNUc0PNUxEp8I84wulbwzndkfSInfWR7LlQnnsiF/9hpdtlPU0cjJTfYZvzr
-        /1Dd/aazQixy9p1WyJTee09WekowWKIKLgXM8xcAAAD//wMApv4OQJsBAAA=
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01FFZMBqzfU4rEdggH5tCYGx","type":"message","role":"assistant","content":[{"type":"text","text":"1+1 = 2"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":14,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":11,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -339,19 +318,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBNS8QwEIb/SnmvZqGt3VUCHtYPFNSbFxUJIRm2xXZSk4koS/+7dHGR
-        VTwNzPPMB+8WQ/DUQ8P1NntapMBMsmgWdVkvy2XVQKHz0BjSxpRV9Xiyulpf3zyE+8vbVXUXTp/O
-        1xdQkM+RZotSshuCQgz93LApdUksCxRcYCEW6Oft3hf6mMmuaNTFUVEXZ0WD6UUhSRhNJJsCQ4PY
-        G8mR8Q0SvWViR9Cc+14h7+7qLToesxgJr8QJumoUnHUtGRfJShfYHArlnkey/j+2n53309jSQNH2
-        Zjn89X9o1f6mk0LIcvDdsUKi+N45MtJRhMYclrfRY5q+AAAA//8DAIkh+sidAQAA
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_011Y76EAGHToMDK61Lo8ZBAC","type":"message","role":"assistant","content":[{"type":"text","text":"2 + 2 = 4"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":14,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":13,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_stop_sequences.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_stop_sequences.yaml
@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Count from 1 to
-      10"}],"model":"claude-sonnet-4-0","stop_sequences":["END","STOP"],"stream":false}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Count from 1 to 10"}],"model":"claude-sonnet-4-0","stop_sequences":["END","STOP"],"stream":false}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -43,19 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAA3SQy2rDMBBFf0Xc9QRsJ+5DH1BKyaJ000UpQshDI2KPHD1MSvC/F4eGvuhq4J4z
-        w3BPGELHPTRcb0vHqxREOK82q6Zq2qqtNyD4DhpDejNV/fw0iR2OzaM8HO6aaesnu9/eg5DfR14s
-        Tsm+MQgx9EtgU/IpW8kguCCZJUO/nC5+5uNCzkOjJtWQWpPakGpJXZG6JnVD6pZUXWF+JaQcRhPZ
-        piDQYOlMLlHwCRIfCotjaCl9TyjnX/QJXsaSTQ57lgRdtwRn3Y6Ni2yzD2J+CtWFR7bdf+yyu9zn
-        cccDR9ubdvjrf9F695vOhFDy92jdEBLHyTs22XOExlJgZ2OHef4AAAD//wMAnJDpxrEBAAA=
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01WRvnamx2PnJqF2vLivakLH","type":"message","role":"assistant","content":[{"type":"text","text":"1, 2, 3, 4, 5, 6, 7, 8, 9, 10"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":15,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":32,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_max_tokens.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_max_tokens.yaml
@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":10,"messages":[{"role":"user","content":"Write a very long
-      story about a dragon."}],"model":"claude-sonnet-4-0","stream":false}'
+    body: '{"max_tokens":10,"messages":[{"role":"user","content":"Write a very long story about a dragon."}],"model":"claude-sonnet-4-0","stream":false}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -43,19 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBNS8RADIb/SonXKbRLu8ic/TjoTRFBZBin2e3gNFMnqbvL0v8us1hk
-        FU+BPE+SlxxhiB0G0OCCnTosORKhlE25qlZt1dYNKPAdaBh4a6r6chfp+vnmdnfl67f1MDR37aEX
-        UCCHEbOFzHaLoCDFkBuW2bNYyo6LJEgC+uW4+IL703QuGi6Kxx6Le8tSPETaFnFTPFkM0h8Y5lcF
-        LHE0CS1Hyrfs3kh8R2L4RowfE5JD0DSFoGA6ZdFH8DROssi6Xitw1vVoXEIrPpI5F6qFJ7Tdf2yZ
-        zftx7HHAZINph7/+D63733RWECc5S1cpYEyf3qERjwk05Ad2NnUwz18AAAD//wMAo6EHIbEBAAA=
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_018wonEXFGwDi1b6mm4K5yht","type":"message","role":"assistant","content":[{"type":"text","text":"# The Last Song of Vaelthys"}],"stop_reason":"max_tokens","stop_sequence":null,"usage":{"input_tokens":16,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":10,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -100,8 +92,7 @@ interactions:
      code: 200
      message: OK
 - request:
-    body: '{"max_tokens":10,"messages":[{"role":"user","content":"Write a very long
-      story about a dragon."}],"model":"claude-sonnet-4-0","stream":false}'
+    body: '{"max_tokens":10,"messages":[{"role":"user","content":"Write a very long story about a dragon."}],"model":"claude-sonnet-4-0","stream":false}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -143,19 +134,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJDBasMwDIZfJWhXF5LS9uDboLeFXdatgzGMcbTE1JEzSxntSt59uCyM
-        buwk0PdJ+tEZ+thgAA0u2LHBBUcilMVqsSyX63JdrUCBb0BDz60pq9u7z229ve9P6B/r/ap7ftrU
-        ewEFchowW8hsWwQFKYbcsMyexVJ2XCRBEtAv59kXPF6mc9FwU+w6LGrLUjxEaov4Vuw6G/KOSDC9
-        KmCJg0loOVK+Zo9G4gGJ4Rsxvo9IDkHTGIKC8ZJGn8HTMMos62qjwFnXoXEJrfhI5looZ57QNv+x
-        eTbvx6HDHpMNZt3/9X9o1f2mk4I4ylW6UgFj+vAOjXhMoCG/sLGpgWn6AgAA//8DANbGCpGzAQAA
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01AKzDLDNmyeiULW4hXV6LWt","type":"message","role":"assistant","content":[{"type":"text","text":"# The Last Song of Thalassion"}],"stop_reason":"max_tokens","stop_sequence":null,"usage":{"input_tokens":16,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":10,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_response_format_json.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_response_format_json.yaml
@@ -1,8 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Return a JSON
-      object devoid of ```json{x}```, where x is the json object, with a ''greeting''
-      field"}],"model":"claude-sonnet-4-0","stream":false}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Return a JSON object devoid of ```json{x}```, where x is the json object, with a ''greeting'' field"}],"model":"claude-sonnet-4-0","stream":false}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -44,20 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAA3SQW0vEMBCF/0o8z1noXoqQF0FxXcUXQUSwEkI6dIPtpOairqX/Xaou3vBp4Hzf
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-        1BjHNwAAAP//AwCUmUxv0AEAAA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01CVQ7Gc5BLiFJXE35TpzFm3","type":"message","role":"assistant","content":[{"type":"text","text":"{\n  \"greeting\": \"Hello! How can I assist you today?\"\n}"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":35,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":21,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_response_format_none.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_response_format_none.yaml
@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Tell me a short
-      fact"}],"model":"claude-sonnet-4-0","stream":false}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Tell me a short fact"}],"model":"claude-sonnet-4-0","stream":false}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -43,21 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJHBahtBDIZfZapLLuOwXtsE5uZDSa5toQ0pYZFnVO+QWWk70poa43cv
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-        AA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_017RAmi5WVZSps2b2eaQGsnX","type":"message","role":"assistant","content":[{"type":"text","text":"Honey never spoils! Archaeologists have found edible honey in ancient Egyptian tombs that''s over 3,000 years old."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":12,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":33,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_response_model.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_response_model.yaml
@@ -1,8 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say hello in French"}],"model":"claude-sonnet-4-0","stream":false,"tool_choice":{"type":"tool","name":"structured_output"},"tools":[{"name":"structured_output","description":"Returns
-      structured data according to the schema","input_schema":{"description":"Response
-      model for greeting test.","properties":{"greeting":{"title":"Greeting","type":"string"},"language":{"title":"Language","type":"string"}},"required":["greeting","language"],"title":"GreetingResponse","type":"object"}}]}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say hello in French"}],"model":"claude-sonnet-4-0","stream":false,"tool_choice":{"type":"tool","name":"structured_output"},"tools":[{"name":"structured_output","description":"Returns structured data according to the schema","input_schema":{"description":"Response model for greeting test.","properties":{"greeting":{"title":"Greeting","type":"string"},"language":{"title":"Language","type":"string"}},"required":["greeting","language"],"title":"GreetingResponse","type":"object"}}]}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -44,20 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBNT8MwDIb/i8+Z1JZViBxXBAeEhIDDJISiLDFtttQp+dg0Vf3vKJsK
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-        /q/+h5bdbzoxOL/ku1RfMQjo90ahiAb96X+StPQapukLAAD//wMAoHQshQMCAAA=
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01XjvX2nCho1knuucbwwgCpw","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019rfPRSDmBb7CyCTdGMv5rK","name":"structured_output","input":{"greeting":"Bonjour","language":"French"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":432,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":53,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_system_message.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_system_message.yaml
@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What is 2+2?"}],"model":"claude-sonnet-4-0","stream":false,"system":"You
-      are a helpful assistant."}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What is 2+2?"}],"model":"claude-sonnet-4-0","stream":false,"system":"You are a helpful assistant."}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -43,19 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBdS8QwEEX/SrmvZqHttggBXxZkffJBRESREJNhm7VNajIRdel/ly6u
-        X4tPA/ecmYG7wxAs9ZAwvc6WFil4T7xoFnVZt2VbNRBwFhJD2qiyurwYV9vl7dVN+35+d908bten
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-        vWqHY/+bVt1fOgmEzD+jaimQKL44Q4odRUjMZVkdLabpAwAA//8DAJXQ8cKdAQAA
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01NHpBj3XRV5zEZT4bjG7iBG","type":"message","role":"assistant","content":[{"type":"text","text":"2 + 2 = 4"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":20,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":13,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -100,8 +92,7 @@ interactions:
      code: 200
      message: OK
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What is 2+2?"}],"model":"claude-sonnet-4-0","stream":false,"system":"You
-      are a helpful assistant."}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What is 2+2?"}],"model":"claude-sonnet-4-0","stream":false,"system":"You are a helpful assistant."}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -143,19 +134,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJDLasMwEEV/xdxtZbBdeyPoIpu2dNduSxFCGhITe6RIoz4I/vfi0PRJ
-        VwP3nJmBe8QcPE3QcJMtnuocmEnqvu6abmiGtofC6KEx561p2k33ch1vStzEu+Gwf9jc93SbPBTk
-        LdJqUc52S1BIYVoDm/OYxbJAwQUWYoF+PJ59odeVnIZGV11UXXVV9VieFLKEaBLZHBgaxN5ISYwP
-        kOlQiB1Bc5kmhXL6q48YORYxEvbEGbprFJx1OzIukZUxsPkpfPJE1v/HzrvrfYo7minZyQzzX/+L
-        trvfdFEIRb5H7aVCpvQ8OjIyUoLGWpa3yWNZ3gEAAP//AwAKNgjwnQEAAA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01A2wFpGupApJ5qkRAQ4eHrd","type":"message","role":"assistant","content":[{"type":"text","text":"2 + 2 = 4"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":20,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":13,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_temperature.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_temperature.yaml
@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say the word ''test''
-      once"}],"model":"claude-sonnet-4-0","stream":false,"temperature":0.1}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say the word ''test'' once"}],"model":"claude-sonnet-4-0","stream":false,"temperature":0.1}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -43,19 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAA3SQTUsDQQyG/8t7nsJu2bUyR8UeKp4EPYgMw0xol+5mtpOMqGX/u2yx+IWnkPd5
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-        e9QYCOWXLpDTjjIs5jdFnyOm6QMAAP//AwBU2mqKlwEAAA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01FMn6K7EJ4BJgCJSWVkzq87","type":"message","role":"assistant","content":[{"type":"text","text":"test"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":15,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -100,8 +92,7 @@ interactions:
      code: 200
      message: OK
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say the word ''test''
-      once"}],"model":"claude-sonnet-4-0","stream":false,"temperature":0.1}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say the word ''test'' once"}],"model":"claude-sonnet-4-0","stream":false,"temperature":0.1}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -143,19 +134,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBNa8MwDIb/y3t2ISnNxT9g9DB26qUbw7i21pglcmbJ20rJfx8pK/ti
-        J6H3eSSBzhhzpAEWYfA10koyM+lqs1o3667p2g0MUoTFKEfXtPvb8anttndpd3N4Ox267bg/7e5h
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-        yFW/RxsDofKaAjlNVGCxvCn6EjHPHwAAAP//AwC0fV1qlwEAAA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01YLmf15HNiTFbwyb5HmYyTZ","type":"message","role":"assistant","content":[{"type":"text","text":"test"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":15,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_tools.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_async_with_tools.yaml
@@ -1,9 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What''s the weather
-      in San Francisco?"}],"model":"claude-sonnet-4-0","stream":false,"tools":[{"name":"get_weather","description":"Get
-      the current weather for a location","input_schema":{"type":"object","properties":{"location":{"type":"string","description":"The
-      city and state, e.g. San Francisco, CA"}},"required":["location"]}}]}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What''s the weather in San Francisco?"}],"model":"claude-sonnet-4-0","stream":false,"tools":[{"name":"get_weather","description":"Get the current weather for a location","input_schema":{"type":"object","properties":{"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}},"required":["location"]}}]}'
    headers:
      User-Agent:
      - X-USER-AGENT-XXX
@@ -45,21 +42,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJFLSyQxFIX/SjgbN2mp6odidiot2CroqLgYhhBT166iU0mb3PiYpv67
-        VDmNOuIq5H7n5AvJBm2oyEHBOpMrGqXgPfFoOhoX41kxK6eQaCootGmpi/Jo/8Kf/zqaXezP8+Fk
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-        Jc0NRSj0n1qZWKHr3gAAAP//AwBJY3XJRQIAAA==
+      string: '{"model":"claude-sonnet-4-20250514","id":"msg_01B7MnLRB5M7EuA3EJUztvm3","type":"message","role":"assistant","content":[{"type":"text","text":"I''ll check the current weather in San Francisco for you."},{"type":"tool_use","id":"toolu_0133tWTcW1kwL2KtdJQbPahU","name":"get_weather","input":{"location":"San Francisco, CA"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":401,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":69,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_function_calling.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_function_calling.yaml
@@ -1,10 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What is the weather
-      in Tokyo? Use the get_weather tool."}],"model":"claude-sonnet-4-5","stream":false,"tools":[{"name":"get_weather","description":"Get
-      the current weather in a given location","input_schema":{"type":"object","properties":{"location":{"type":"string","description":"The
-      city and state, e.g. San Francisco, CA"},"unit":{"type":"string","enum":["celsius","fahrenheit"],"description":"The
-      unit of temperature"}},"required":["location"]}}]}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What is the weather in Tokyo? Use the get_weather tool."}],"model":"claude-sonnet-4-5","stream":false,"tools":[{"name":"get_weather","description":"Get the current weather in a given location","input_schema":{"type":"object","properties":{"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"},"unit":{"type":"string","enum":["celsius","fahrenheit"],"description":"The unit of temperature"}},"required":["location"]}}]}'
    headers:
      accept:
      - application/json
@@ -44,20 +40,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
-        H4sIAAAAAAAAAwAAAP//dJBBS8NAEIX/isx5A0k0he5NhR60FRG9KLKsmzGJ3eyku7O1JeS/SyLV
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-        j6WiEBDQbxuDihv0IGH8fql9CcPwAQAA//8DAI8uRSjwAQAA
+      string: '{"model":"claude-sonnet-4-5-20250929","id":"msg_01B3fMbiAhcxutivRC1gu1qZ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01AoUFM2koNLsFscK6xjnLPo","name":"get_weather","input":{"location":"Tokyo, Japan"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":620,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":55,"service_tier":"standard"}}'
    headers:
      CF-RAY:
      - CF-RAY-XXX
      Connection:
      - keep-alive
-      Content-Encoding:
-      - gzip
      Content-Type:
      - application/json
      Date:
@@ -108,13 +96,7 @@ interactions:
      code: 200
      message: OK
 - request:
-    body: "{\"max_tokens\":4096,\"messages\":[{\"role\":\"user\",\"content\":\"What
-      is the weather in Tokyo? Use the get_weather tool.\"},{\"role\":\"assistant\",\"content\":[{\"type\":\"tool_use\",\"id\":\"toolu_01AoUFM2koNLsFscK6xjnLPo\",\"name\":\"get_weather\",\"input\":{\"location\":\"Tokyo,
-      Japan\"}}]},{\"role\":\"user\",\"content\":[{\"type\":\"tool_result\",\"tool_use_id\":\"toolu_01AoUFM2koNLsFscK6xjnLPo\",\"content\":\"The
-      weather in Tokyo, Japan is sunny and 72\xB0F\"}]}],\"model\":\"claude-sonnet-4-5\",\"stream\":false,\"tools\":[{\"name\":\"get_weather\",\"description\":\"Get
-      the current weather in a given location\",\"input_schema\":{\"type\":\"object\",\"properties\":{\"location\":{\"type\":\"string\",\"description\":\"The
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-      unit of temperature\"}},\"required\":[\"location\"]}}]}"
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"What is the weather in Tokyo? Use the get_weather tool."},{"role":"assistant","content":[{"type":"tool_use","id":"toolu_01AoUFM2koNLsFscK6xjnLPo","name":"get_weather","input":{"location":"Tokyo, Japan"}}]},{"role":"user","content":[{"type":"tool_result","tool_use_id":"toolu_01AoUFM2koNLsFscK6xjnLPo","content":"The weather in Tokyo, Japan is sunny and 72°F"}]}],"model":"claude-sonnet-4-5","stream":false,"tools":[{"name":"get_weather","description":"Get the current weather in a given location","input_schema":{"type":"object","properties":{"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"},"unit":{"type":"string","enum":["celsius","fahrenheit"],"description":"The unit of temperature"}},"required":["location"]}}]}'
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  response:
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--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_stop_sequences_sent_to_api.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_stop_sequences_sent_to_api.yaml
@@ -1,10 +1,6 @@
 interactions:
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@@ -66,8 +62,7 @@ interactions:
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      message: Unauthorized
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-      word"}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:","\nThought:"],"stream":false}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say hello in one word"}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:","\nThought:"],"stream":false}'
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@@ -107,19 +102,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
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+      string: '{"model":"claude-3-5-haiku-20241022","id":"msg_0168T3wxGsbhK1QU7ukEG76F","type":"message","role":"assistant","content":[{"type":"text","text":"Hello."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":12,"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"}}'
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@@ -170,8 +158,7 @@ interactions:
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      message: OK
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-      word"}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:","\nThought:"],"stream":false}'
+    body: '{"max_tokens":4096,"messages":[{"role":"user","content":"Say hello in one word"}],"model":"claude-3-5-haiku-20241022","stop_sequences":["\nObservation:","\nThought:"],"stream":false}'
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@@ -213,19 +200,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
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+      string: '{"model":"claude-3-5-haiku-20241022","id":"msg_018sZfd6qVYyZfP6nHijZR1k","type":"message","role":"assistant","content":[{"type":"text","text":"Hi!"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":12,"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"}}'
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--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_thinking.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_thinking.yaml
@@ -1,7 +1,6 @@
 interactions:
 - request:
-    body: '{"max_tokens":10000,"messages":[{"role":"user","content":"What is the weather
-      in Tokyo?"}],"model":"claude-sonnet-4-5","stream":false,"thinking":{"type":"enabled","budget_tokens":5000}}'
+    body: '{"max_tokens":10000,"messages":[{"role":"user","content":"What is the weather in Tokyo?"}],"model":"claude-sonnet-4-5","stream":false,"thinking":{"type":"enabled","budget_tokens":5000}}'
    headers:
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@@ -41,39 +40,13 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
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+      string: '{"model":"claude-sonnet-4-5-20250929","id":"msg_01Ged4AFM7p6Az1EJwCupJgN","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The user is asking about the current weather in Tokyo. However, I don''t have access to real-time information, including current weather data. My knowledge was last updated in April 2024, and I cannot browse the internet or access live weather services.\n\nI should let the user know that I cannot provide current weather information and suggest how they could find this information themselves.","signature":"ErAECkYIChgCKkARlc1jMnFpY90f5dF4HEfZoRXOHn40AvF41rtOlyk1YjT2ekk5lwSKy5CoXaRkNa3ZbAnovMN6Qn1zGdp+aL3xEgyN7xr0O1qknyiEY9oaDNbekyF2Hjrg5YPO/CIwfnR0HRKZLDsaoekhW7AQLBTlR/SVHooc2M4THNxfHj2LD3B/6QDFg+2yEms30JyhKpcDcHPgZqwvor8Hsl22v70u1UxYvsKYS84LpMKVnnR3eoYvrP90s2g11eoybDPl/NUisMrYx/pSL5AG57qIvREYMcPz4r3VmGmE6+FUOzqMVWQRYmXQ1zaSzdNpr5ELAXPQGON33DyPbOtm8yqzw1j0X0qEvW/FwGgsN049hZSZdZsPLIvxQz1dW83cVK7ncHAJzUHVvmnwOgZyW9DW4cBZprnUM45wzxOuprfPl4mV2rXN9bm9Wpl+4G/kzhYabOECMP07aj7m+qvSXDIo2elMPMHPKx8VixFwIetJC2vi2Sa1tFO9g3xIInItWBQUZytwOp/HaPO/AqoXWDoAR3HVqgPHkzoEhiIpuwwWYOxh7ShtYUCpiUtj3Dzg0yF1lQrdMiN6EbTS1hrj1wcwysZMI0iUursu/N+lh2ujIrZOGNzre5hojSURYwucdGGoQtB65eHnMstCdOH2ht8m881mJ8l7tDHNfnlUD1wsrkT2s99d1Fb5brj/yxiKD9JheDL/xsICEUko6uw+4Getixj8jdwEsY4caVoYAQ=="},{"type":"text","text":"I
+        don''t have access to real-time weather information. To get the current weather in Tokyo, you could:\n\n1. **Search online**: Google \"Tokyo weather\" for immediate results\n2. **Weather websites/apps**: Check weather.com, AccuWeather, or Weather Underground\n3. **Local sources**: The Japan Meteorological Agency (jma.go.jp) provides official forecasts\n\nIs there anything else about Tokyo I can help you with, such as general climate information or what weather to expect during different seasons?"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":43,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":199,"service_tier":"standard"}}'
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--- a/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_thinking_blocks_preserved_across_turns.yaml
+++ b/lib/crewai/tests/cassettes/llms/anthropic/test_anthropic_thinking_blocks_preserved_across_turns.yaml
@@ -40,25 +40,12 @@ interactions:
    uri: https://api.anthropic.com/v1/messages
  response:
    body:
-      string: !!binary |
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+      string: '{"model":"claude-sonnet-4-5-20250929","id":"msg_015YGo3nWoECsjkecM7cnkWC","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"This is a simple arithmetic question. 2+2 equals 4.","signature":"EtsBCkYIChgCKkANrO4e7QOyBt+X28FZKLvTzNoQDVSTVMHBDOKtdn00Qyust7+mKBLyfu25KPMJ1vxi7EBV2nWiTwBDAqS5ISPSEgw4osCEgxoIKxtF4aEaDNjFV1lDPtM2C3ZHSSIwORbCdva9l0QAc7PYzQBqw8kW/BDbEnwQSCctHhwrUQithEBZ74VLo2m4+RcuFEO5KkNy+rjfKsdyFeJLr89CoBJJOmCyrssMFA+JHnDALdbz9T0LwkTLhOe6H/OxdAEgE2C5BrQOhxxoujWWMpFS0KqB7KoUGAE="},{"type":"text","text":"2 + 2 = 4"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":43,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":36,"service_tier":"standard"}}'
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@@ -109,9 +96,7 @@ interactions:
      code: 200
      message: OK
 - request:
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-      + 2 = 4"}]},{"role":"user","content":"Now what is 3+3?"}],"model":"claude-sonnet-4-5","stream":false,"thinking":{"type":"enabled","budget_tokens":5000}}'
+    body: '{"max_tokens":10000,"messages":[{"role":"user","content":"What is 2+2?"},{"role":"assistant","content":[{"type":"thinking","thinking":"This is a simple arithmetic question. 2+2 equals 4.","signature":"EtsBCkYIChgCKkANrO4e7QOyBt+X28FZKLvTzNoQDVSTVMHBDOKtdn00Qyust7+mKBLyfu25KPMJ1vxi7EBV2nWiTwBDAqS5ISPSEgw4osCEgxoIKxtF4aEaDNjFV1lDPtM2C3ZHSSIwORbCdva9l0QAc7PYzQBqw8kW/BDbEnwQSCctHhwrUQithEBZ74VLo2m4+RcuFEO5KkNy+rjfKsdyFeJLr89CoBJJOmCyrssMFA+JHnDALdbz9T0LwkTLhOe6H/OxdAEgE2C5BrQOhxxoujWWMpFS0KqB7KoUGAE="},{"type":"text","text":"2 + 2 = 4"}]},{"role":"user","content":"Now what is 3+3?"}],"model":"claude-sonnet-4-5","stream":false,"thinking":{"type":"enabled","budget_tokens":5000}}'
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