Lorenze/feat hooks (#3902)

* feat: implement LLM call hooks and enhance agent execution context

- Introduced LLM call hooks to allow modification of messages and responses during LLM interactions.
- Added support for before and after hooks in the CrewAgentExecutor, enabling dynamic adjustments to the execution flow.
- Created LLMCallHookContext for comprehensive access to the executor state, facilitating in-place modifications.
- Added validation for hook callables to ensure proper functionality.
- Enhanced tests for LLM hooks and tool hooks to verify their behavior and error handling capabilities.
- Updated LiteAgent and CrewAgentExecutor to accommodate the new crew context in their execution processes.

* feat: implement LLM call hooks and enhance agent execution context

- Introduced LLM call hooks to allow modification of messages and responses during LLM interactions.
- Added support for before and after hooks in the CrewAgentExecutor, enabling dynamic adjustments to the execution flow.
- Created LLMCallHookContext for comprehensive access to the executor state, facilitating in-place modifications.
- Added validation for hook callables to ensure proper functionality.
- Enhanced tests for LLM hooks and tool hooks to verify their behavior and error handling capabilities.
- Updated LiteAgent and CrewAgentExecutor to accommodate the new crew context in their execution processes.

* fix verbose

* feat: introduce crew-scoped hook decorators and refactor hook registration

- Added decorators for before and after LLM and tool calls to enhance flexibility in modifying execution behavior.
- Implemented a centralized hook registration mechanism within CrewBase to automatically register crew-scoped hooks.
- Removed the obsolete base.py file as its functionality has been integrated into the new decorators and registration system.
- Enhanced tests for the new hook decorators to ensure proper registration and execution flow.
- Updated existing hook handling to accommodate the new decorator-based approach, improving code organization and maintainability.

* feat: enhance hook management with clear and unregister functions

- Introduced functions to unregister specific before and after hooks for both LLM and tool calls, improving flexibility in hook management.
- Added clear functions to remove all registered hooks of each type, facilitating easier state management and cleanup.
- Implemented a convenience function to clear all global hooks in one call, streamlining the process for testing and execution context resets.
- Enhanced tests to verify the functionality of unregistering and clearing hooks, ensuring robust behavior in various scenarios.

* refactor: enhance hook type management for LLM and tool hooks

- Updated hook type definitions to use generic protocols for better type safety and flexibility.
- Replaced Callable type annotations with specific BeforeLLMCallHookType and AfterLLMCallHookType for clarity.
- Improved the registration and retrieval functions for before and after hooks to align with the new type definitions.
- Enhanced the setup functions to handle hook execution results, allowing for blocking of LLM calls based on hook logic.
- Updated related tests to ensure proper functionality and type adherence across the hook management system.

* feat: add execution and tool hooks documentation

- Introduced new documentation for execution hooks, LLM call hooks, and tool call hooks to provide comprehensive guidance on their usage and implementation in CrewAI.
- Updated existing documentation to include references to the new hooks, enhancing the learning resources available for users.
- Ensured consistency across multiple languages (English, Portuguese, Korean) for the new documentation, improving accessibility for a wider audience.
- Added examples and troubleshooting sections to assist users in effectively utilizing hooks for agent operations.

---------

Co-authored-by: Greyson LaLonde <greyson.r.lalonde@gmail.com>
This commit is contained in:
Lorenze Jay
2025-11-13 10:11:50 -08:00
committed by GitHub
parent ffd717c51a
commit 528d812263
36 changed files with 7804 additions and 1498 deletions

View File

@@ -1,126 +0,0 @@
interactions:
- request:
body: '{"messages":[{"role":"system","content":"You are Test Agent. Test backstory\nYour
personal goal is: Test goal\nTo give my best complete final answer to the task
respond using the exact following format:\n\nThought: I now can give a great
answer\nFinal Answer: Your final answer must be the great and the most complete
as possible, it must be outcome described.\n\nI MUST use these formats, my job
depends on it!"},{"role":"user","content":"\nCurrent Task: Count to 2\n\nThis
is the expected criteria for your final answer: A count\nyou MUST return the
actual complete content as the final answer, not a summary.\n\nBegin! This is
VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"},{"role":"user","content":"Additional context:
This is a test modification."}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '849'
content-type:
- application/json
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
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: !!binary |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=
headers:
CF-RAY:
- 99d044543db94e48-SJC
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 11 Nov 2025 19:41:25 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=KLlCOQ_zxXquDvj96O28ObVFEoAbFE8R7zlmuiuXH1M-1762890085-1.0.1.1-UChItG1GnLDHrErY60dUpkbD3lEkSvfkTQpOmEtzd0fjjm_y1pJQiB.VDXVi2pPIMSelir0ZgiVXSh5.hGPb3RjQqbH3pv0Rr_2dQ59OIQ8;
path=/; expires=Tue, 11-Nov-25 20:11:25 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=u.Z6xV9tQd3ucK35BinKtlCkewcI6q_uQicyeEeeR18-1762890085355-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
openai-processing-ms:
- '559'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '735'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999817'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149999817'
x-ratelimit-reset-project-tokens:
- 0s
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 0s
x-request-id:
- req_bcaa0f8500714ed09f967488b238ce2e
status:
code: 200
message: OK
version: 1

View File

@@ -1,222 +0,0 @@
interactions:
- request:
body: '{"trace_id": "aeb82647-004a-4a30-9481-d55f476d5659", "execution_type":
"crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
"crew_name": "Unknown Crew", "flow_name": null, "crewai_version": "1.4.1", "privacy_level":
"standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-11-11T19:45:17.648657+00:00"}}'
headers:
Accept:
- '*/*'
Accept-Encoding:
- gzip, deflate, zstd
Connection:
- keep-alive
Content-Length:
- '434'
Content-Type:
- application/json
User-Agent:
- CrewAI-CLI/1.4.1
X-Crewai-Version:
- 1.4.1
method: POST
uri: https://app.crewai.com/crewai_plus/api/v1/tracing/batches
response:
body:
string: '{"error":"bad_credentials","message":"Bad credentials"}'
headers:
Connection:
- keep-alive
Content-Length:
- '55'
Content-Type:
- application/json; charset=utf-8
Date:
- Tue, 11 Nov 2025 19:45:17 GMT
cache-control:
- no-store
content-security-policy:
- 'default-src ''self'' *.app.crewai.com app.crewai.com; script-src ''self''
''unsafe-inline'' *.app.crewai.com app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts
https://www.gstatic.com https://run.pstmn.io https://apis.google.com https://apis.google.com/js/api.js
https://accounts.google.com https://accounts.google.com/gsi/client https://cdnjs.cloudflare.com/ajax/libs/normalize/8.0.1/normalize.min.css.map
https://*.google.com https://docs.google.com https://slides.google.com https://js.hs-scripts.com
https://js.sentry-cdn.com https://browser.sentry-cdn.com https://www.googletagmanager.com
https://js-na1.hs-scripts.com https://js.hubspot.com http://js-na1.hs-scripts.com
https://bat.bing.com https://cdn.amplitude.com https://cdn.segment.com https://d1d3n03t5zntha.cloudfront.net/
https://descriptusercontent.com https://edge.fullstory.com https://googleads.g.doubleclick.net
https://js.hs-analytics.net https://js.hs-banner.com https://js.hsadspixel.net
https://js.hscollectedforms.net https://js.usemessages.com https://snap.licdn.com
https://static.cloudflareinsights.com https://static.reo.dev https://www.google-analytics.com
https://share.descript.com/; style-src ''self'' ''unsafe-inline'' *.app.crewai.com
app.crewai.com https://cdn.jsdelivr.net/npm/apexcharts; img-src ''self'' data:
*.app.crewai.com app.crewai.com https://zeus.tools.crewai.com https://dashboard.tools.crewai.com
https://cdn.jsdelivr.net https://forms.hsforms.com https://track.hubspot.com
https://px.ads.linkedin.com https://px4.ads.linkedin.com https://www.google.com
https://www.google.com.br; font-src ''self'' data: *.app.crewai.com app.crewai.com;
connect-src ''self'' *.app.crewai.com app.crewai.com https://zeus.tools.crewai.com
https://connect.useparagon.com/ https://zeus.useparagon.com/* https://*.useparagon.com/*
https://run.pstmn.io https://connect.tools.crewai.com/ https://*.sentry.io
https://www.google-analytics.com https://edge.fullstory.com https://rs.fullstory.com
https://api.hubspot.com https://forms.hscollectedforms.net https://api.hubapi.com
https://px.ads.linkedin.com https://px4.ads.linkedin.com https://google.com/pagead/form-data/16713662509
https://google.com/ccm/form-data/16713662509 https://www.google.com/ccm/collect
https://worker-actionkit.tools.crewai.com https://api.reo.dev; frame-src ''self''
*.app.crewai.com app.crewai.com https://connect.useparagon.com/ https://zeus.tools.crewai.com
https://zeus.useparagon.com/* https://connect.tools.crewai.com/ https://docs.google.com
https://drive.google.com https://slides.google.com https://accounts.google.com
https://*.google.com https://app.hubspot.com/ https://td.doubleclick.net https://www.googletagmanager.com/
https://www.youtube.com https://share.descript.com'
expires:
- '0'
permissions-policy:
- camera=(), microphone=(self), geolocation=()
pragma:
- no-cache
referrer-policy:
- strict-origin-when-cross-origin
strict-transport-security:
- max-age=63072000; includeSubDomains
vary:
- Accept
x-content-type-options:
- nosniff
x-frame-options:
- SAMEORIGIN
x-permitted-cross-domain-policies:
- none
x-request-id:
- 48a89b0d-206b-4c1b-aa0d-ecc3b4ab525c
x-runtime:
- '0.088251'
x-xss-protection:
- 1; mode=block
status:
code: 401
message: Unauthorized
- request:
body: '{"messages":[{"role":"system","content":"You are Test Agent. Test backstory\nYour
personal goal is: Test goal\nTo give my best complete final answer to the task
respond using the exact following format:\n\nThought: I now can give a great
answer\nFinal Answer: Your final answer must be the great and the most complete
as possible, it must be outcome described.\n\nI MUST use these formats, my job
depends on it!"},{"role":"user","content":"\nCurrent Task: Count to 3, taking
your time\n\nThis is the expected criteria for your final answer: A count\nyou
MUST return the actual complete content as the final answer, not a summary.\n\nBegin!
This is VERY important to you, use the tools available and give your best Final
Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '790'
content-type:
- application/json
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
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: !!binary |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headers:
CF-RAY:
- 99d04a06dc4d1949-SJC
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 11 Nov 2025 19:45:18 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=KnsnYxgmlpoHf.5TWnNgU30xb2tc0gK7SC2BbUkud2M-1762890318-1.0.1.1-3KeaQY59x5mY6n8DINELLaH9_b68w7W4ZZ0KeOknBHmQyDwx5qbtDonfYxOjsO_KykjtJLHpB0bsINSNEa9TrjNQHqUWTlRhldfTLenUG44;
path=/; expires=Tue, 11-Nov-25 20:15:18 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=ekC35NRP79GCMP.eTi_odl5.6DIsAeFEXKlanWUZOH4-1762890318589-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
openai-processing-ms:
- '598'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '632'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999827'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149999827'
x-ratelimit-reset-project-tokens:
- 0s
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 0s
x-request-id:
- req_cb36cbe6c33b42a28675e8c6d9a36fe9
status:
code: 200
message: OK
version: 1

View File

@@ -1,127 +0,0 @@
interactions:
- request:
body: '{"messages":[{"role":"system","content":"You are Test Agent. Test backstory\nYour
personal goal is: Test goal\nTo give my best complete final answer to the task
respond using the exact following format:\n\nThought: I now can give a great
answer\nFinal Answer: Your final answer must be the great and the most complete
as possible, it must be outcome described.\n\nI MUST use these formats, my job
depends on it!"},{"role":"user","content":"\nCurrent Task: Say hello\n\nThis
is the expected criteria for your final answer: A greeting\nyou MUST return
the actual complete content as the final answer, not a summary.\n\nBegin! This
is VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"},{"role":"user","content":"Additional context:
This is a test modification."}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '851'
content-type:
- application/json
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
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: !!binary |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headers:
CF-RAY:
- 99d044428f103c35-SJC
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 11 Nov 2025 19:41:22 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=jp.mByP87tLw_KZOIh7lXZ9UMACecreCMNwHwtJmUvQ-1762890082-1.0.1.1-D76UWkvWlN8e0zlQpgSlSHjrhx3Rkh_r8bz4XKx8kljJt8s9Okre9bo7M62ewJNFK9O9iuHkADMKeAEwlsc4Hg0MsF2vt2Hu1J0xikSInv0;
path=/; expires=Tue, 11-Nov-25 20:11:22 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=pzTqogdMFPJY2.Yrj49LODdUKbD8UBctCWNyIZVsvK4-1762890082258-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
openai-processing-ms:
- '460'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '478'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999817'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149999820'
x-ratelimit-reset-project-tokens:
- 0s
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 0s
x-request-id:
- req_3bda51e6d3e34f8cadcc12551dc29ab0
status:
code: 200
message: OK
version: 1

View File

@@ -1,262 +0,0 @@
interactions:
- request:
body: '{"messages":[{"role":"system","content":"You are Test Agent. Test backstory\nYour
personal goal is: Test goal\nYou ONLY have access to the following tools, and
should NEVER make up tools that are not listed here:\n\nTool Name: test_tool\nTool
Arguments: {}\nTool Description: A test tool.\n\nIMPORTANT: Use the following
format in your response:\n\n```\nThought: you should always think about what
to do\nAction: the action to take, only one name of [test_tool], just the name,
exactly as it''s written.\nAction Input: the input to the action, just a simple
JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation:
the result of the action\n```\n\nOnce all necessary information is gathered,
return the following format:\n\n```\nThought: I now know the final answer\nFinal
Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent
Task: Use the test tool\n\nThis is the expected criteria for your final answer:
Tool result\nyou MUST return the actual complete content as the final answer,
not a summary.\n\nBegin! This is VERY important to you, use the tools available
and give your best Final Answer, your job depends on it!\n\nThought:"},{"role":"user","content":"Additional
context: This is a test modification."}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '1311'
content-type:
- application/json
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
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: !!binary |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headers:
CF-RAY:
- 99d044470bdeb976-SJC
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 11 Nov 2025 19:41:23 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=p01_b1BsQgwR2woMBWf1E0gJMDDl7pvqkEVHpHAsMJA-1762890083-1.0.1.1-u8iYLTTx0lmfSR1.CzuuYiHgt03yVVUMsBD8WgExXWm7ts.grUwM1ifj9p6xIz.HElrnQdfDSBD5Lv045aNr61YcB8WW3Vz33W9N0Gn0P3w;
path=/; expires=Tue, 11-Nov-25 20:11:23 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=2gUmBgxb3VydVYt8.t_P6bY8U_pS.a4KeYpZWDDYM9Q-1762890083295-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
openai-processing-ms:
- '729'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '759'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999707'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149999707'
x-ratelimit-reset-project-tokens:
- 0s
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 0s
x-request-id:
- req_70c7033dbc5e4ced80d3fdcbcda2c675
status:
code: 200
message: OK
- request:
body: '{"messages":[{"role":"system","content":"You are Test Agent. Test backstory\nYour
personal goal is: Test goal\nYou ONLY have access to the following tools, and
should NEVER make up tools that are not listed here:\n\nTool Name: test_tool\nTool
Arguments: {}\nTool Description: A test tool.\n\nIMPORTANT: Use the following
format in your response:\n\n```\nThought: you should always think about what
to do\nAction: the action to take, only one name of [test_tool], just the name,
exactly as it''s written.\nAction Input: the input to the action, just a simple
JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation:
the result of the action\n```\n\nOnce all necessary information is gathered,
return the following format:\n\n```\nThought: I now know the final answer\nFinal
Answer: the final answer to the original input question\n```"},{"role":"user","content":"\nCurrent
Task: Use the test tool\n\nThis is the expected criteria for your final answer:
Tool result\nyou MUST return the actual complete content as the final answer,
not a summary.\n\nBegin! This is VERY important to you, use the tools available
and give your best Final Answer, your job depends on it!\n\nThought:"},{"role":"user","content":"Additional
context: This is a test modification."},{"role":"assistant","content":"```\nThought:
I should use the test_tool to get the required information for the final answer.\nAction:
test_tool\nAction Input: {}\n```\nObservation: test result"},{"role":"user","content":"Additional
context: This is a test modification."}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '1584'
content-type:
- application/json
cookie:
- __cf_bm=p01_b1BsQgwR2woMBWf1E0gJMDDl7pvqkEVHpHAsMJA-1762890083-1.0.1.1-u8iYLTTx0lmfSR1.CzuuYiHgt03yVVUMsBD8WgExXWm7ts.grUwM1ifj9p6xIz.HElrnQdfDSBD5Lv045aNr61YcB8WW3Vz33W9N0Gn0P3w;
_cfuvid=2gUmBgxb3VydVYt8.t_P6bY8U_pS.a4KeYpZWDDYM9Q-1762890083295-0.0.1.1-604800000
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
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: !!binary |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headers:
CF-RAY:
- 99d0444cbd6db976-SJC
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 11 Nov 2025 19:41:23 GMT
Server:
- cloudflare
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
openai-processing-ms:
- '527'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '578'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999655'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149999655'
x-ratelimit-reset-project-tokens:
- 0s
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 0s
x-request-id:
- req_6b1d84dcdde643cea5160e155ee624db
status:
code: 200
message: OK
version: 1

View File

@@ -1,159 +0,0 @@
interactions:
- request:
body: '{"name":"llama3.2:3b"}'
headers:
accept:
- '*/*'
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '22'
content-type:
- application/json
host:
- localhost:11434
user-agent:
- litellm/1.78.5
method: POST
uri: http://localhost:11434/api/show
response:
body:
string: '{"error":"model ''llama3.2:3b'' not found"}'
headers:
Content-Length:
- '41'
Content-Type:
- application/json; charset=utf-8
Date:
- Tue, 11 Nov 2025 19:41:28 GMT
status:
code: 404
message: Not Found
- request:
body: '{"messages":[{"role":"system","content":"You are Test Agent. Test backstory\nYour
personal goal is: Test goal\nTo give my best complete final answer to the task
respond using the exact following format:\n\nThought: I now can give a great
answer\nFinal Answer: Your final answer must be the great and the most complete
as possible, it must be outcome described.\n\nI MUST use these formats, my job
depends on it!"},{"role":"user","content":"\nCurrent Task: Say hello\n\nThis
is the expected criteria for your final answer: A greeting\nyou MUST return
the actual complete content as the final answer, not a summary.\n\nBegin! This
is VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"},{"role":"user","content":"Additional context:
This is a test modification."}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '851'
content-type:
- application/json
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
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: !!binary |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headers:
CF-RAY:
- 99d0446e698367ab-SJC
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 11 Nov 2025 19:41:30 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=b52crfzdOm5rh4aOc2LfM8aQKFI.ZL9WCZXaPBDdG5k-1762890090-1.0.1.1-T2xhtwX0vuEnMIb8NRgP4w3RRn1N1ZwSjuhKBob1vDLDmN7XhCKkoIg3IrlC9KEyhA65IGa5DWsHfmlRKKxqw6sIPA98BSO6E3wsTRspHw4;
path=/; expires=Tue, 11-Nov-25 20:11:30 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=0TH0Kjp_5t6yhwXKA1wlKBHaczp.TeWhM2A5t6by1sI-1762890090153-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
openai-processing-ms:
- '1049'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '1387'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999817'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149999817'
x-ratelimit-reset-project-tokens:
- 0s
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 0s
x-request-id:
- req_4b132b998ed941b5b6a85ddbb36e2b65
status:
code: 200
message: OK
version: 1

View File

@@ -1,182 +0,0 @@
interactions:
- request:
body: '{"messages":[{"role":"system","content":"You are Researcher. You are a
researcher\nYour personal goal is: Research topics\nTo give my best complete
final answer to the task respond using the exact following format:\n\nThought:
I now can give a great answer\nFinal Answer: Your final answer must be the great
and the most complete as possible, it must be outcome described.\n\nI MUST use
these formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task:
Research AI frameworks\n\nThis is the expected criteria for your final answer:
A research summary\nyou MUST return the actual complete content as the final
answer, not a summary.\n\nYou MUST follow these instructions: \n - Include specific
examples and real-world case studies to enhance the credibility and depth of
the article ideas.\n - Incorporate mentions of notable companies, projects,
or tools relevant to each topic to provide concrete context.\n - Add diverse
viewpoints such as interviews with experts, users, or thought leaders to enrich
the narrative and lend authority.\n - Address ethical, social, and emotional
considerations explicitly to reflect a balanced and comprehensive analysis.\n
- Enhance the descriptions by including implications for future developments
and the potential impact on society.\n - Use more engaging and vivid language
that draws the reader into each topic''s nuances and importance.\n - Include
notes or summaries that contextualize each set of ideas in terms of relevance
and potential reader engagement.\n - In future tasks, focus on elaborating initial
outlines into more detailed and nuanced article proposals with richer content
and insights.\n\nBegin! This is VERY important to you, use the tools available
and give your best Final Answer, your job depends on it!\n\nThought:"},{"role":"user","content":"Additional
context: This is a test modification."}],"model":"gpt-4.1-mini"}'
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '1894'
content-type:
- application/json
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
x-stainless-package-version:
- 1.109.1
x-stainless-read-timeout:
- '600'
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: !!binary |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headers:
CF-RAY:
- 99d0447958ce36e8-SJC
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Tue, 11 Nov 2025 19:41:45 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=dSe1gQEFfPpE4AOsFi3S3RQkzPCQnV1.Ywe__K7cSSU-1762890105-1.0.1.1-I1CSTO8ri4tjbaHdIHQ9YP9c2pa.y9WwMQFRaUztT95T_OAe5V0ndTFN4pO1RiCXh15TUpWmBxRdxIWjcYDMqrDIvKWInLO5aavGFWZ1rys;
path=/; expires=Tue, 11-Nov-25 20:11:45 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=LMf_4EPFZGfTiqcjmjEk7WxOTuX2ukd3Cs_R8170wJ4-1762890105804-0.0.1.1-604800000;
path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
access-control-expose-headers:
- X-Request-ID
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
openai-processing-ms:
- '15065'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '15254'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999560'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149999560'
x-ratelimit-reset-project-tokens:
- 0s
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 0s
x-request-id:
- req_c49c9fba20ff4f05903eff3c78797ce1
status:
code: 200
message: OK
version: 1