Gl/feat/a2a refactor (#3793)

* feat: agent metaclass, refactor a2a to wrappers

* feat: a2a schemas and utils

* chore: move agent class, update imports

* refactor: organize imports to avoid circularity, add a2a to console

* feat: pass response_model through call chain

* feat: add standard openapi spec serialization to tools and structured output

* feat: a2a events

* chore: add a2a to pyproject

* docs: minimal base for learn docs

* fix: adjust a2a conversation flow, allow llm to decide exit until max_retries

* fix: inject agent skills into initial prompt

* fix: format agent card as json in prompt

* refactor: simplify A2A agent prompt formatting and improve skill display

* chore: wide cleanup

* chore: cleanup logic, add auth cache, use json for messages in prompt

* chore: update docs

* fix: doc snippets formatting

* feat: optimize A2A agent card fetching and improve error reporting

* chore: move imports to top of file

* chore: refactor hasattr check

* chore: add httpx-auth, update lockfile

* feat: create base public api

* chore: cleanup modules, add docstrings, types

* fix: exclude extra fields in prompt

* chore: update docs

* tests: update to correct import

* chore: lint for ruff, add missing import

* fix: tweak openai streaming logic for response model

* tests: add reimport for test

* tests: add reimport for test

* fix: don't set a2a attr if not set

* fix: don't set a2a attr if not set

* chore: update cassettes

* tests: fix tests

* fix: use instructor and dont pass response_format for litellm

* chore: consolidate event listeners, add typing

* fix: address race condition in test, update cassettes

* tests: add correct mocks, rerun cassette for json

* tests: update cassette

* chore: regenerate cassette after new run

* fix: make token manager access-safe

* fix: make token manager access-safe

* merge

* chore: update test and cassete for output pydantic

* fix: tweak to disallow deadlock

* chore: linter

* fix: adjust event ordering for threading

* fix: use conditional for batch check

* tests: tweak for emission

* tests: simplify api + event check

* fix: ensure non-function calling llms see json formatted string

* tests: tweak message comparison

* fix: use internal instructor for litellm structure responses

---------

Co-authored-by: Mike Plachta <mike@crewai.com>
This commit is contained in:
Greyson LaLonde
2025-11-01 02:42:03 +01:00
committed by GitHub
parent e229ef4e19
commit e134e5305b
71 changed files with 9790 additions and 4592 deletions

View File

@@ -1896,4 +1896,787 @@ interactions:
status:
code: 200
message: OK
- request:
body: '{"trace_id": "3f34b857-57cb-4019-85f5-24ea07008c41", "execution_type":
"crew", "user_identifier": null, "execution_context": {"crew_fingerprint": null,
"crew_name": "crew", "flow_name": null, "crewai_version": "1.2.1", "privacy_level":
"standard"}, "execution_metadata": {"expected_duration_estimate": 300, "agent_count":
0, "task_count": 0, "flow_method_count": 0, "execution_started_at": "2025-10-31T01:21:47.051114+00:00"},
"ephemeral_trace_id": "3f34b857-57cb-4019-85f5-24ea07008c41"}'
headers:
Accept:
- '*/*'
Accept-Encoding:
- gzip, deflate, zstd
Connection:
- keep-alive
Content-Length:
- '488'
Content-Type:
- application/json
User-Agent:
- CrewAI-CLI/1.2.1
X-Crewai-Organization-Id:
- 73c2b193-f579-422c-84c7-76a39a1da77f
X-Crewai-Version:
- 1.2.1
method: POST
uri: https://app.crewai.com/crewai_plus/api/v1/tracing/ephemeral/batches
response:
body:
string: '{"id":"55d9a1b4-f578-4046-9ec2-5e0ae5b5c4ac","ephemeral_trace_id":"3f34b857-57cb-4019-85f5-24ea07008c41","execution_type":"crew","crew_name":"crew","flow_name":null,"status":"running","duration_ms":null,"crewai_version":"1.2.1","total_events":0,"execution_context":{"crew_fingerprint":null,"crew_name":"crew","flow_name":null,"crewai_version":"1.2.1","privacy_level":"standard"},"created_at":"2025-10-31T01:21:47.937Z","updated_at":"2025-10-31T01:21:47.937Z","access_code":"TRACE-c44455c874","user_identifier":null}'
headers:
Connection:
- keep-alive
Content-Length:
- '515'
Content-Type:
- application/json; charset=utf-8
Date:
- Fri, 31 Oct 2025 01:21:47 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'
etag:
- W/"85f3e6adb7d3fa5a12f02b27ada57896"
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:
- 6ec96f4d-08c8-4db0-b7b5-91974fbbd05c
x-runtime:
- '0.243555'
x-xss-protection:
- 1; mode=block
status:
code: 201
message: Created
- request:
body: "{\"messages\":[{\"role\":\"system\",\"content\":\"I'm gonna convert this
raw text into valid JSON.\"},{\"role\":\"user\",\"content\":\"Assess the quality
of the training data based on the llm output, human feedback , and llm output
improved result.\\n\\nIteration: 0\\nInitial Output:\\n- **The Evolution of
AI Agents in Customer Service**\\n The landscape of customer service has radically
transformed with the advent of AI agents. This article could delve into how
businesses are employing AI to enhance customer experiences, reduce wait times,
and streamline operations. Highlighting real-world case studies from leading
companies, it would explore the measures taken to train these AI agents, the
challenges of human emotional intelligence versus AI, and the future implications
of AI agents in understanding and predicting customer needs. This combination
would provide a comprehensive look at the efficiencies gained, while also addressing
ethical considerations in AI communication.\\n\\n- **AI Agents as Companions:
The Future of Personal Relationships**\\n As technology blurs the lines between
human and machine interaction, the concept of AI agents as companions is becoming
increasingly popular. This article could explore the psychological and social
implications of forming bonds with AI, looking at current AI companion projects
such as virtual pets and virtual therapists. It would question if these AI relationships
can indeed fulfill emotional needs, and what it means for human connection in
an increasingly digital world. This exploration would not only gather diverse
viewpoints but also touch upon ethical considerations surrounding companionship
and loneliness.\\n\\n- **AI Agents in Creative Arts: Redefining Creativity**\\n
\ The infusion of AI into creative arts poses unique questions about authorship
and originality. This topic could lead to a compelling article that examines
how AI agents are being used to create paintings, compose music, and write literature.
By analyzing specific tools such as OpenAI\u2019s Muse and Google\u2019s DeepDream,
the article would aim to untangle the perceived boundaries of creativity, discussing
whether AI can ever genuinely create or merely mimic human artists. This perspective
would bring readers into the fascinating intersection of technology and art,
raising questions about the future of creative expression.\\n\\n- **Ethical
Considerations of AI Agents in Decision Making**\\n With AI increasingly taking
on decision-making roles in various sectors\u2014from finance to healthcare
and even law\u2014it\u2019s critical to scrutinize the ethical ramifications
of these technologies. An article focused on this topic could explore how AI
agents analyze vast datasets to inform decisions, the potential biases encoded
in their algorithms, and the accountability measures necessary to monitor their
outputs. It would invite a discussion on what role human oversight should play,
making the case for a balanced integration of AI agents that respects both efficiency
and ethical standards.\\n\\n- **The Financial Impacts of AI Agents on Startups**\\n
\ Startups are typically characterized by limited resources and the need for
agile approaches to market challenges. This article could investigate how AI
agents are reshaping financial strategies in startups, from automating mundane
tasks to offering insights through data analysis. By highlighting successful
startup case studies and quantifying improvements brought about by integrating
AI agents, readers would grasp the potential cost savings and increased efficiency
that AI can offer. It would further explore how these startups leverage their
AI capabilities for competitive advantages, marking a crucial study for entrepreneurs
and investors alike.\\n\\nEach idea presents an opportunity to deeply analyze
the impacts of AI agents across various facets of modern life, emphasizing not
only their technological advancements but also the accompanying ethical and
social implications.\\n\\nHuman Feedback:\\nGreat work!\\n\\nImproved Output:\\n-
**The Evolution of AI Agents in Customer Service**\\n The landscape of customer
service has radically transformed with the advent of AI agents. This article
could delve into how businesses are employing AI to enhance customer experiences,
reduce wait times, and streamline operations. By featuring in-depth case studies
from leading companies such as Amazon and Zappos, it would explore the measures
taken to train these AI agents while addressing the challenges of human emotional
intelligence versus AI. The article would further investigate the future implications
of AI agents in understanding and predicting customer needs, ensuring a comprehensive
look at the efficiencies gained, and addressing the ethical considerations surrounding
AI communication.\\n\\n- **AI Agents as Companions: The Future of Personal Relationships**\\n
\ As technology blurs the lines between human and machine interaction, the concept
of AI agents as companions is becoming increasingly popular. This article could
explore the psychological and social implications of forming bonds with AI,
spotlighting current AI companion projects like Replika and virtual pets such
as Aibo. It would examine whether these AI relationships can genuinely fulfill
emotional needs and consider what this trend means for human connection in an
increasingly digital world. Through interviews with users and specialists, the
article would offer diverse viewpoints and address the ethical considerations
of companionship and loneliness, ultimately provoking thought on our future
interactions with technology.\\n\\n- **AI Agents in Creative Arts: Redefining
Creativity**\\n The infusion of AI into creative arts poses unique questions
about authorship and originality. This compelling article could investigate
how AI agents are actively creating paintings, composing music, and even writing
prose, utilizing tools such as OpenAI\u2019s Muse and Google\u2019s DeepDream.
It would challenge readers to consider whether AI can genuinely create or merely
mimic human artistry, delving into the fascinating intersection of technology
and art. The article would include perspectives from artists collaborating with
AI, offering insights on the evolving landscape of creativity and raising important
questions about the future of artistic expression in an AI-enhanced world.\\n\\n-
**Ethical Considerations of AI Agents in Decision Making**\\n With AI increasingly
taking on decision-making roles in various sectors\u2014from finance and healthcare
to law\u2014scrutinizing the ethical ramifications of these technologies is
imperative. This investigative article could explore how AI agents analyze vast
datasets to inform crucial decisions while uncovering potential biases embedded
in their algorithms. It would articulate necessary accountability measures for
monitoring AI outputs and invite thoughtful discussion on the importance of
human oversight. By spotlighting thought leaders in ethics and technology, the
article would ensure a balanced perspective on integrating AI agents that respects
both efficiency and ethical standards.\\n\\n- **The Financial Impacts of AI
Agents on Startups**\\n Startups, characterized by limited resources and the
need for agile strategies, are leveraging AI agents to reshape financial decision-making.
This article could investigate the ways in which startups are harnessing AI
to automate administrative tasks, gain insights through predictive analytics,
and improve customer engagement. By presenting in-depth case studies, the article
would quantify the improvements brought about by integrating AI agents, demonstrating
the potential cost savings and increased efficiency they offer. Furthermore,
the article could explore how startups leverage their AI capabilities for competitive
advantages, ultimately serving as a crucial resource for entrepreneurs and investors
looking to navigate the evolving business landscape.\\n\\nThese ideas not only
highlight the transformative impact of AI agents across various domains but
also address the underlying ethical, social, and financial dynamics that are
essential for a thorough understanding of their role in society today.\\n\\n------------------------------------------------\\n\\nIteration:
1\\nInitial Output:\\n- **The Rise of AI Agents in Remote Work Environments**
\ \\nIn the wake of the pandemic, remote work has become a part of our daily
lives. AI agents are stepping into this new workspace, facilitating communication,
task management, and team collaboration like never before. By exploring the
impact of AI agents in virtual settings, the article could delve into how these
intelligent systems optimize productivity, reduce operational costs, and enhance
employee satisfaction. The journey of these agents\u2014from simple chatbots
to sophisticated virtual assistants\u2014presents a fascinating evolution that
reshapes not just how we work but also how we connect.\\n\\n- **Ethical Implications
of AI Decision-Making** \\nAs AI systems gain prominence in decision-making
processes across various sectors\u2014from healthcare to finance\u2014the ethical
implications become more pressing. An insightful article could dissect the moral
dilemmas posed by AI, such as biases embedded in algorithms, data privacy concerns,
and the accountability of AI's actions. By interrogating the complexities of
trust in AI systems, the piece could highlight the critical need for transparent
frameworks and governance, ensuring that AI serves humanity fairly and justly
in an increasingly automated world.\\n\\n- **AI Agents as Creative Collaborators**
\ \\nAI's foray into creative domains is revolutionizing fields such as art,
music, and writing. An engaging article could showcase how AI agents function
alongside human creators, pushing the boundaries of creativity and innovation.
This exploration could highlight notable collaborations between humans and AI,
celebrating the intriguing ways in which technology enhances artistic expression.
By illustrating the symbiotic relationship between human intuition and AI's
analytical prowess, the article could underscore that creativity is no longer
solely a human domain but a collective endeavor involving intelligent machines.\\n\\n-
**Personalized Learning Experiences through AI Agents** \\nEducation is undergoing
a transformation with the integration of AI agents into personalized learning
environments. An article could examine how these agents tailor educational content
to individual student's needs, moving away from one-size-fits-all approaches
toward truly customized learning experiences. By interviewing educators and
students, the piece can illustrate the profound impact of AI on student engagement,
academic performance, and emotional support, making a strong case for the necessity
of AI-driven methods in modern education.\\n\\n- **The Future of AI in Mental
Health Support** \\nAs mental health becomes an increasingly crucial area of
focus, AI agents are emerging as supplementary tools for psychological support.
An article could explore the role of AI in providing real-time assistance, stigma
reduction, and accessibility to mental health resources. By sharing success
stories and evidence from trials, the piece can encapsulate the potential for
AI agents to act as companions that offer kindness and empathy, alongside professional
support. This discussion may ultimately lead to a greater appreciation of AI's
capacity to enhance mental well-being in an era where mental health challenges
are more prevalent than ever.\\n\\nNotes: Each of these ideas addresses a timely
and relevant intersection between technology and human experience, making them
compelling subjects for in-depth articles. The potential for engaging readers
with real-world applications, ethical considerations, and innovative collaborations
ensures that these topics will resonate widely and inspire thoughtful discussion.\\n\\nHuman
Feedback:\\nGreat work!\\n\\nImproved Output:\\n- **The Rise of AI Agents in
Remote Work Environments** \\nIn the wake of the pandemic, remote work has
become a staple in our daily routines, reshaping how businesses operate globally.
AI agents are uniquely positioned to enhance this dynamic, stepping into virtual
offices to facilitate seamless communication, task management, and collaborative
projects. An article exploring the impact of AI agents in remote settings could
investigate how these intelligent assistants optimize productivity, reduce operational
costs, and improve employee morale by mitigating the isolation often felt in
remote work. The journey of AI\u2014from basic scheduling tools to multifunctional
virtual colleagues\u2014offers a captivating narrative on technology's role
in redefining our professional landscape and fostering human connections in
digital spaces.\\n\\n- **Ethical Implications of AI Decision-Making** \\nAs
AI systems increasingly influence critical decision-making in various sectors
such as healthcare, finance, and criminal justice, the ethical implications
become a hotbed for discussion. A thorough investigation into the moral dilemmas
surrounding AI could scrutinize issues such as system biases, data privacy,
and the ambiguity of accountability for AI-driven outcomes. This article could
engage with thought leaders and ethicists to illuminate the pressing need for
ethical frameworks and governance models that ensure AI technologies promote
equity and are designed to serve human interests, fostering a society where
trust in AI can flourish.\\n\\n- **AI Agents as Creative Collaborators** \\nThe
canvas of creativity is expanding with the emergence of AI agents as collaborators
in artistic domains like visual arts, music production, and literary composition.
An engaging article could celebrate the symbiotic relationship between human
creators and AI, illustrating how these intelligent systems are not mere tools
but creative partners that inspire innovation. By profiling groundbreaking collaborations
where AI and human artists co-create, this piece would delve into the possibilities
that arise when technology enhances human expression, evolving the narrative
around creativity as a shared endeavor rather than a solitary pursuit.\\n\\n-
**Personalized Learning Experiences through AI Agents** \\nEducation is at
a transformational crossroads, with AI agents revolutionizing how students learn
through personalized educational experiences. A compelling article could explore
how these intelligent systems adapt learning materials to meet each student's
unique needs, thereby moving away from traditional, uniform teaching methods.
Interviews with educators and students could reveal powerful testimonials that
attest to the positive effects of AI-driven personalized learning, including
improved engagement and academic success, establishing a strong argument for
the integration of intelligent technologies in classrooms everywhere.\\n\\n-
**The Future of AI in Mental Health Support** \\nAs society increasingly acknowledges
mental health issues, AI agents are emerging as vital tools in providing mental
health support and resources. An insightful article could examine the potential
of AI as a supplemental resource for individuals seeking emotional assistance,
highlighting innovations in real-time supportive interactions and stigma reduction.
By showcasing case studies of successful AI applications in therapy, the piece
would underscore the transformative role these technologies can play in making
mental health care accessible and efficient, positioning AI not only as a technological
advancement but as a crucial ally in promoting overall well-being in modern
life.\\n\\nNotes: Each idea serves as a portal into crucial conversations about
technology's role in human experiences, categorized within a contemporary context.
The integration of personal stories, expert interviews, and ethical considerations
enriches these topics, ensuring they resonate widely, inspire curiosity, and
engage readers in meaningful dialogue. This comprehensive approach will enhance
the overall quality and relevance of the articles while appealing to a diverse
audience.\\n\\n------------------------------------------------\\n\\nPlease
provide:\\n- Provide a list of clear, actionable instructions derived from the
Human Feedbacks to enhance the Agent's performance. Analyze the differences
between Initial Outputs and Improved Outputs to generate specific action items
for future tasks. Ensure all key and specificpoints from the human feedback
are incorporated into these instructions.\\n- A score from 0 to 10 evaluating
on completion, quality, and overall performance from the improved output to
the initial output based on the human feedback\\n\"}],\"model\":\"gpt-4.1-mini\"}"
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '16697'
content-type:
- application/json
cookie:
- _cfuvid=m.ZI0jUJJ4xpeJ9MnVSjtXyq990VBTzugjakItyO6Cs-1761055572454-0.0.1.1-604800000
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:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/chat/completions
response:
body:
string: !!binary |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headers:
CF-RAY:
- 996f566c0d47eda4-MXP
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Fri, 31 Oct 2025 01:21:50 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=hk.dUrCne4r20h6mq0lNOA1fyN8qNNN2wDRfIxVmRrg-1761873710-1.0.1.1-DYHNFwh3pzCCnEiUAjr8eQb_Le1gJp6eIBCaTHjkXuGf6lL2exJ6dig0Rv.r1XAEkni.IO8K2OiJiY9S1Pd29Hf1NsRPKkYXAYc8brdr5Zs;
path=/; expires=Fri, 31-Oct-25 01:51:50 GMT; domain=.api.openai.com; HttpOnly;
Secure; SameSite=None
- _cfuvid=_ywFekSfflLNT4n4CAra7U6FQ81CokpzhqfwrjWPQmA-1761873710747-0.0.1.1-604800000;
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:
- '3361'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '3376'
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:
- '149995870'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149995870'
x-ratelimit-reset-project-tokens:
- 1ms
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 1ms
x-request-id:
- req_3c80ffd7d4584d2abbfecd157a8d97bf
status:
code: 200
message: OK
- request:
body: "{\"messages\":[{\"role\":\"system\",\"content\":\"I'm gonna convert this
raw text into valid JSON.\"},{\"role\":\"user\",\"content\":\"Assess the quality
of the training data based on the llm output, human feedback , and llm output
improved result.\\n\\nIteration: 0\\nInitial Output:\\n- **The Evolution of
AI Agents in Customer Service**\\n The landscape of customer service has radically
transformed with the advent of AI agents. This article could delve into how
businesses are employing AI to enhance customer experiences, reduce wait times,
and streamline operations. Highlighting real-world case studies from leading
companies, it would explore the measures taken to train these AI agents, the
challenges of human emotional intelligence versus AI, and the future implications
of AI agents in understanding and predicting customer needs. This combination
would provide a comprehensive look at the efficiencies gained, while also addressing
ethical considerations in AI communication.\\n\\n- **AI Agents as Companions:
The Future of Personal Relationships**\\n As technology blurs the lines between
human and machine interaction, the concept of AI agents as companions is becoming
increasingly popular. This article could explore the psychological and social
implications of forming bonds with AI, looking at current AI companion projects
such as virtual pets and virtual therapists. It would question if these AI relationships
can indeed fulfill emotional needs, and what it means for human connection in
an increasingly digital world. This exploration would not only gather diverse
viewpoints but also touch upon ethical considerations surrounding companionship
and loneliness.\\n\\n- **AI Agents in Creative Arts: Redefining Creativity**\\n
\ The infusion of AI into creative arts poses unique questions about authorship
and originality. This topic could lead to a compelling article that examines
how AI agents are being used to create paintings, compose music, and write literature.
By analyzing specific tools such as OpenAI\u2019s Muse and Google\u2019s DeepDream,
the article would aim to untangle the perceived boundaries of creativity, discussing
whether AI can ever genuinely create or merely mimic human artists. This perspective
would bring readers into the fascinating intersection of technology and art,
raising questions about the future of creative expression.\\n\\n- **Ethical
Considerations of AI Agents in Decision Making**\\n With AI increasingly taking
on decision-making roles in various sectors\u2014from finance to healthcare
and even law\u2014it\u2019s critical to scrutinize the ethical ramifications
of these technologies. An article focused on this topic could explore how AI
agents analyze vast datasets to inform decisions, the potential biases encoded
in their algorithms, and the accountability measures necessary to monitor their
outputs. It would invite a discussion on what role human oversight should play,
making the case for a balanced integration of AI agents that respects both efficiency
and ethical standards.\\n\\n- **The Financial Impacts of AI Agents on Startups**\\n
\ Startups are typically characterized by limited resources and the need for
agile approaches to market challenges. This article could investigate how AI
agents are reshaping financial strategies in startups, from automating mundane
tasks to offering insights through data analysis. By highlighting successful
startup case studies and quantifying improvements brought about by integrating
AI agents, readers would grasp the potential cost savings and increased efficiency
that AI can offer. It would further explore how these startups leverage their
AI capabilities for competitive advantages, marking a crucial study for entrepreneurs
and investors alike.\\n\\nEach idea presents an opportunity to deeply analyze
the impacts of AI agents across various facets of modern life, emphasizing not
only their technological advancements but also the accompanying ethical and
social implications.\\n\\nHuman Feedback:\\nGreat work!\\n\\nImproved Output:\\n-
**The Evolution of AI Agents in Customer Service**\\n The landscape of customer
service has radically transformed with the advent of AI agents. This article
could delve into how businesses are employing AI to enhance customer experiences,
reduce wait times, and streamline operations. By featuring in-depth case studies
from leading companies such as Amazon and Zappos, it would explore the measures
taken to train these AI agents while addressing the challenges of human emotional
intelligence versus AI. The article would further investigate the future implications
of AI agents in understanding and predicting customer needs, ensuring a comprehensive
look at the efficiencies gained, and addressing the ethical considerations surrounding
AI communication.\\n\\n- **AI Agents as Companions: The Future of Personal Relationships**\\n
\ As technology blurs the lines between human and machine interaction, the concept
of AI agents as companions is becoming increasingly popular. This article could
explore the psychological and social implications of forming bonds with AI,
spotlighting current AI companion projects like Replika and virtual pets such
as Aibo. It would examine whether these AI relationships can genuinely fulfill
emotional needs and consider what this trend means for human connection in an
increasingly digital world. Through interviews with users and specialists, the
article would offer diverse viewpoints and address the ethical considerations
of companionship and loneliness, ultimately provoking thought on our future
interactions with technology.\\n\\n- **AI Agents in Creative Arts: Redefining
Creativity**\\n The infusion of AI into creative arts poses unique questions
about authorship and originality. This compelling article could investigate
how AI agents are actively creating paintings, composing music, and even writing
prose, utilizing tools such as OpenAI\u2019s Muse and Google\u2019s DeepDream.
It would challenge readers to consider whether AI can genuinely create or merely
mimic human artistry, delving into the fascinating intersection of technology
and art. The article would include perspectives from artists collaborating with
AI, offering insights on the evolving landscape of creativity and raising important
questions about the future of artistic expression in an AI-enhanced world.\\n\\n-
**Ethical Considerations of AI Agents in Decision Making**\\n With AI increasingly
taking on decision-making roles in various sectors\u2014from finance and healthcare
to law\u2014scrutinizing the ethical ramifications of these technologies is
imperative. This investigative article could explore how AI agents analyze vast
datasets to inform crucial decisions while uncovering potential biases embedded
in their algorithms. It would articulate necessary accountability measures for
monitoring AI outputs and invite thoughtful discussion on the importance of
human oversight. By spotlighting thought leaders in ethics and technology, the
article would ensure a balanced perspective on integrating AI agents that respects
both efficiency and ethical standards.\\n\\n- **The Financial Impacts of AI
Agents on Startups**\\n Startups, characterized by limited resources and the
need for agile strategies, are leveraging AI agents to reshape financial decision-making.
This article could investigate the ways in which startups are harnessing AI
to automate administrative tasks, gain insights through predictive analytics,
and improve customer engagement. By presenting in-depth case studies, the article
would quantify the improvements brought about by integrating AI agents, demonstrating
the potential cost savings and increased efficiency they offer. Furthermore,
the article could explore how startups leverage their AI capabilities for competitive
advantages, ultimately serving as a crucial resource for entrepreneurs and investors
looking to navigate the evolving business landscape.\\n\\nThese ideas not only
highlight the transformative impact of AI agents across various domains but
also address the underlying ethical, social, and financial dynamics that are
essential for a thorough understanding of their role in society today.\\n\\n------------------------------------------------\\n\\nIteration:
1\\nInitial Output:\\n- **The Rise of AI Agents in Remote Work Environments**
\ \\nIn the wake of the pandemic, remote work has become a part of our daily
lives. AI agents are stepping into this new workspace, facilitating communication,
task management, and team collaboration like never before. By exploring the
impact of AI agents in virtual settings, the article could delve into how these
intelligent systems optimize productivity, reduce operational costs, and enhance
employee satisfaction. The journey of these agents\u2014from simple chatbots
to sophisticated virtual assistants\u2014presents a fascinating evolution that
reshapes not just how we work but also how we connect.\\n\\n- **Ethical Implications
of AI Decision-Making** \\nAs AI systems gain prominence in decision-making
processes across various sectors\u2014from healthcare to finance\u2014the ethical
implications become more pressing. An insightful article could dissect the moral
dilemmas posed by AI, such as biases embedded in algorithms, data privacy concerns,
and the accountability of AI's actions. By interrogating the complexities of
trust in AI systems, the piece could highlight the critical need for transparent
frameworks and governance, ensuring that AI serves humanity fairly and justly
in an increasingly automated world.\\n\\n- **AI Agents as Creative Collaborators**
\ \\nAI's foray into creative domains is revolutionizing fields such as art,
music, and writing. An engaging article could showcase how AI agents function
alongside human creators, pushing the boundaries of creativity and innovation.
This exploration could highlight notable collaborations between humans and AI,
celebrating the intriguing ways in which technology enhances artistic expression.
By illustrating the symbiotic relationship between human intuition and AI's
analytical prowess, the article could underscore that creativity is no longer
solely a human domain but a collective endeavor involving intelligent machines.\\n\\n-
**Personalized Learning Experiences through AI Agents** \\nEducation is undergoing
a transformation with the integration of AI agents into personalized learning
environments. An article could examine how these agents tailor educational content
to individual student's needs, moving away from one-size-fits-all approaches
toward truly customized learning experiences. By interviewing educators and
students, the piece can illustrate the profound impact of AI on student engagement,
academic performance, and emotional support, making a strong case for the necessity
of AI-driven methods in modern education.\\n\\n- **The Future of AI in Mental
Health Support** \\nAs mental health becomes an increasingly crucial area of
focus, AI agents are emerging as supplementary tools for psychological support.
An article could explore the role of AI in providing real-time assistance, stigma
reduction, and accessibility to mental health resources. By sharing success
stories and evidence from trials, the piece can encapsulate the potential for
AI agents to act as companions that offer kindness and empathy, alongside professional
support. This discussion may ultimately lead to a greater appreciation of AI's
capacity to enhance mental well-being in an era where mental health challenges
are more prevalent than ever.\\n\\nNotes: Each of these ideas addresses a timely
and relevant intersection between technology and human experience, making them
compelling subjects for in-depth articles. The potential for engaging readers
with real-world applications, ethical considerations, and innovative collaborations
ensures that these topics will resonate widely and inspire thoughtful discussion.\\n\\nHuman
Feedback:\\nGreat work!\\n\\nImproved Output:\\n- **The Rise of AI Agents in
Remote Work Environments** \\nIn the wake of the pandemic, remote work has
become a staple in our daily routines, reshaping how businesses operate globally.
AI agents are uniquely positioned to enhance this dynamic, stepping into virtual
offices to facilitate seamless communication, task management, and collaborative
projects. An article exploring the impact of AI agents in remote settings could
investigate how these intelligent assistants optimize productivity, reduce operational
costs, and improve employee morale by mitigating the isolation often felt in
remote work. The journey of AI\u2014from basic scheduling tools to multifunctional
virtual colleagues\u2014offers a captivating narrative on technology's role
in redefining our professional landscape and fostering human connections in
digital spaces.\\n\\n- **Ethical Implications of AI Decision-Making** \\nAs
AI systems increasingly influence critical decision-making in various sectors
such as healthcare, finance, and criminal justice, the ethical implications
become a hotbed for discussion. A thorough investigation into the moral dilemmas
surrounding AI could scrutinize issues such as system biases, data privacy,
and the ambiguity of accountability for AI-driven outcomes. This article could
engage with thought leaders and ethicists to illuminate the pressing need for
ethical frameworks and governance models that ensure AI technologies promote
equity and are designed to serve human interests, fostering a society where
trust in AI can flourish.\\n\\n- **AI Agents as Creative Collaborators** \\nThe
canvas of creativity is expanding with the emergence of AI agents as collaborators
in artistic domains like visual arts, music production, and literary composition.
An engaging article could celebrate the symbiotic relationship between human
creators and AI, illustrating how these intelligent systems are not mere tools
but creative partners that inspire innovation. By profiling groundbreaking collaborations
where AI and human artists co-create, this piece would delve into the possibilities
that arise when technology enhances human expression, evolving the narrative
around creativity as a shared endeavor rather than a solitary pursuit.\\n\\n-
**Personalized Learning Experiences through AI Agents** \\nEducation is at
a transformational crossroads, with AI agents revolutionizing how students learn
through personalized educational experiences. A compelling article could explore
how these intelligent systems adapt learning materials to meet each student's
unique needs, thereby moving away from traditional, uniform teaching methods.
Interviews with educators and students could reveal powerful testimonials that
attest to the positive effects of AI-driven personalized learning, including
improved engagement and academic success, establishing a strong argument for
the integration of intelligent technologies in classrooms everywhere.\\n\\n-
**The Future of AI in Mental Health Support** \\nAs society increasingly acknowledges
mental health issues, AI agents are emerging as vital tools in providing mental
health support and resources. An insightful article could examine the potential
of AI as a supplemental resource for individuals seeking emotional assistance,
highlighting innovations in real-time supportive interactions and stigma reduction.
By showcasing case studies of successful AI applications in therapy, the piece
would underscore the transformative role these technologies can play in making
mental health care accessible and efficient, positioning AI not only as a technological
advancement but as a crucial ally in promoting overall well-being in modern
life.\\n\\nNotes: Each idea serves as a portal into crucial conversations about
technology's role in human experiences, categorized within a contemporary context.
The integration of personal stories, expert interviews, and ethical considerations
enriches these topics, ensuring they resonate widely, inspire curiosity, and
engage readers in meaningful dialogue. This comprehensive approach will enhance
the overall quality and relevance of the articles while appealing to a diverse
audience.\\n\\n------------------------------------------------\\n\\nPlease
provide:\\n- Provide a list of clear, actionable instructions derived from the
Human Feedbacks to enhance the Agent's performance. Analyze the differences
between Initial Outputs and Improved Outputs to generate specific action items
for future tasks. Ensure all key and specificpoints from the human feedback
are incorporated into these instructions.\\n- A score from 0 to 10 evaluating
on completion, quality, and overall performance from the improved output to
the initial output based on the human feedback\\n\"}],\"model\":\"gpt-4.1-mini\",\"response_format\":{\"type\":\"json_schema\",\"json_schema\":{\"schema\":{\"properties\":{\"suggestions\":{\"description\":\"List
of clear, actionable instructions derived from the Human Feedbacks to enhance
the Agent's performance. Analyze the differences between Initial Outputs and
Improved Outputs to generate specific action items for future tasks. Ensure
all key and specific points from the human feedback are incorporated into these
instructions.\",\"items\":{\"type\":\"string\"},\"title\":\"Suggestions\",\"type\":\"array\"},\"quality\":{\"description\":\"A
score from 0 to 10 evaluating on completion, quality, and overall performance
from the improved output to the initial output based on the human feedback.\",\"title\":\"Quality\",\"type\":\"number\"},\"final_summary\":{\"description\":\"A
step by step action items to improve the next Agent based on the human-feedback
and improved output.\",\"title\":\"Final Summary\",\"type\":\"string\"}},\"required\":[\"suggestions\",\"quality\",\"final_summary\"],\"title\":\"TrainingTaskEvaluation\",\"type\":\"object\",\"additionalProperties\":false},\"name\":\"TrainingTaskEvaluation\",\"strict\":true}},\"stream\":false}"
headers:
accept:
- application/json
accept-encoding:
- gzip, deflate, zstd
connection:
- keep-alive
content-length:
- '17792'
content-type:
- application/json
cookie:
- _cfuvid=_ywFekSfflLNT4n4CAra7U6FQ81CokpzhqfwrjWPQmA-1761873710747-0.0.1.1-604800000;
__cf_bm=hk.dUrCne4r20h6mq0lNOA1fyN8qNNN2wDRfIxVmRrg-1761873710-1.0.1.1-DYHNFwh3pzCCnEiUAjr8eQb_Le1gJp6eIBCaTHjkXuGf6lL2exJ6dig0Rv.r1XAEkni.IO8K2OiJiY9S1Pd29Hf1NsRPKkYXAYc8brdr5Zs
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
x-stainless-arch:
- arm64
x-stainless-async:
- 'false'
x-stainless-helper-method:
- chat.completions.parse
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:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/chat/completions
response:
body:
string: !!binary |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headers:
CF-RAY:
- 996f56845b23eda4-MXP
Connection:
- keep-alive
Content-Encoding:
- gzip
Content-Type:
- application/json
Date:
- Fri, 31 Oct 2025 01:21:54 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:
- '3815'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '3846'
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:
- '149995870'
x-ratelimit-remaining-requests:
- '29999'
x-ratelimit-remaining-tokens:
- '149995867'
x-ratelimit-reset-project-tokens:
- 1ms
x-ratelimit-reset-requests:
- 2ms
x-ratelimit-reset-tokens:
- 1ms
x-request-id:
- req_9a753d9290c642af94be4e13bec9b6d8
status:
code: 200
message: OK
version: 1