Skip to content

[Community] Update model: anthropic/claude-fable-5#1689

Closed
models-bot[bot] wants to merge 1 commit into
mainfrom
update-anthropic-claude-fable-5-1783082800678
Closed

[Community] Update model: anthropic/claude-fable-5#1689
models-bot[bot] wants to merge 1 commit into
mainfrom
update-anthropic-claude-fable-5-1783082800678

Conversation

@models-bot

@models-bot models-bot Bot commented Jul 3, 2026

Copy link
Copy Markdown
Contributor

This PR updates the model anthropic/claude-fable-5 in the catalog.

Submitted via the TrueFoundry Model Catalog UI.


Note

Low Risk
Single-file catalog metadata only; the missing hourly cache cost field and placeholder source may affect pricing display and provenance but not runtime inference.

Overview
Community catalog edit for anthropic/claude-fable-5 trims a few YAML fields and changes documentation references.

Costs: Removes cache_creation_input_token_cost_per_hour, leaving the other cache and per-token batch rates unchanged.

Limits: Drops limits.max_tokens while max_output_tokens (128000) and the max_tokens request param (default/min/max in params) stay as before.

Sources: Replaces the Anthropic model docs URL with the placeholder entry test, which looks like an accidental UI value rather than an intentional citation update.

Reviewed by Cursor Bugbot for commit 0bbbd57. Bugbot is set up for automated code reviews on this repo. Configure here.

@github-actions

github-actions Bot commented Jul 3, 2026

Copy link
Copy Markdown
Contributor

/test-models

@harshiv-26 harshiv-26 closed this Jul 3, 2026

@cursor cursor Bot left a comment

Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Cursor Bugbot has reviewed your changes using default effort and found 2 potential issues.

Fix All in Cursor

❌ Bugbot Autofix is OFF. To automatically fix reported issues with cloud agents, enable autofix in the Cursor dashboard.

Reviewed by Cursor Bugbot for commit 0bbbd57. Configure here.

- max_tokens
sources:
- https://platform.claude.com/docs/en/about-claude/models/introducing-claude-fable-5-and-claude-mythos-5
- test

Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Placeholder documentation source committed

Medium Severity

The sources list now contains the literal string test instead of a documentation or pricing URL. That replaces the prior Claude platform link, so published catalog metadata no longer points consumers at authoritative model documentation.

Fix in Cursor Fix in Web

Reviewed by Cursor Bugbot for commit 0bbbd57. Configure here.

@@ -1,6 +1,5 @@
costs:
- cache_creation_input_token_cost: 0.0000125
cache_creation_input_token_cost_per_hour: 0.00002

Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Missing hourly cache creation cost

Medium Severity

cache_creation_input_token_cost_per_hour was removed from costs while prompt_caching remains enabled. Anthropic Fable pricing still includes 1-hour cache write rates, so unified pricing output can omit that component and understate cache-related cost.

Fix in Cursor Fix in Web

Reviewed by Cursor Bugbot for commit 0bbbd57. Configure here.

@harshiv-26

Copy link
Copy Markdown
Collaborator

Gateway test results

  • Total: 16
  • Passed: 0
  • Failed: 16
  • Validation failed: 0
  • Errored: 0
  • Skipped: 0
  • Success rate: 0.0%
Provider Model Scenarios
anthropic claude-fable-5 failure: parallel-tool-call, tool-call:anthropic, parallel-tool-call:anthropic, reasoning, tool-call:stream, reasoning:anthropic, params, tool-call, reasoning:stream, params:anthropic, parallel-tool-call:stream:anthropic, parallel-tool-call:stream, params:stream, tool-call:stream:anthropic, params:stream:anthropic, reasoning:stream:anthropic
Failures (16)

anthropic/claude-fable-5 — parallel-tool-call (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmp2nu4sxo6/snippet.py", line 27, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

tools = [
    {
        "type": "function",
        "function": {
            "name": "get_weather",
            "description": "Get the current weather for a location.",
            "parameters": {
                "type": "object",
                "properties": {
                    "location": {
                        "type": "string",
                        "description": "The city name, e.g. London",
                    },
                },
                "required": ["location"],
                "additionalProperties": False,
            },
            "strict": True,
        },
    },
]

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant with access to tools. You MUST strictly call multiple tools in parallel whenever possible. Never call them sequentially."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "Use the get_weather tool to check the weather in London and Paris. You MUST make both tool calls strictly in parallel, not sequentially."},
    ],
    tools=tools,
    tool_choice="auto",
    parallel_tool_calls=True,
    stream=False,
)
_message = response.choices[0].message
if _message.tool_calls:
    print(f"Number of parallel tool calls: {len(_message.tool_calls)}")
    for _tc in _message.tool_calls:
        print(f"Function: {_tc.function.name}")
        print(f"Arguments: {_tc.function.arguments}")
else:
    print(_message.content)

if not _message.tool_calls or len(_message.tool_calls) < 1:
    raise Exception(
        f"VALIDATION FAILED: parallel-tool-call - expected at least 1 tool call, "
        f"got {len(_message.tool_calls) if _message.tool_calls else 0}"
    )
print("VALIDATION: parallel-tool-call SUCCESS")

anthropic/claude-fable-5 — tool-call:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpz5_wk5z8/snippet.py", line 34, in <module>
    response = client.messages.create(
               ^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_utils/_utils.py", line 294, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/resources/messages/messages.py", line 1050, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

tools = [
    {
        "name": "get_weather",
        "description": "Get the current weather for a location.",
        "input_schema": {
            "type": "object",
            "properties": {
                "location": {
                    "type": "string",
                    "description": "The city name, e.g. London",
                },
            },
            "required": ["location"],
        },
    },
]

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "Use the get_weather tool to check the weather in London. You must call the tool, do not respond with plain text."},
]

response = client.messages.create(
    model=_model,
    system="You are a helpful assistant with access to tools. You MUST strictly use the provided tools to answer. Never respond with plain text when a tool is available.",
    messages=messages,
    tools=tools,
    tool_choice={"type": "auto"},
    max_tokens=1024,
)

for block in response.content:
    if block.type == "tool_use":
        print(f"Tool: {block.name}")
        print(f"Input: {block.input}")
    elif block.type == "text":
        print(block.text)
_tool_uses = [block for block in response.content if block.type == "tool_use"]

if not _tool_uses:
    raise Exception("VALIDATION FAILED: tool-call - no tool uses in Anthropic response")
print("VALIDATION: tool-call SUCCESS")

anthropic/claude-fable-5 — parallel-tool-call:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpdrvtqivd/snippet.py", line 34, in <module>
    response = client.messages.create(
               ^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_utils/_utils.py", line 294, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/resources/messages/messages.py", line 1050, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

tools = [
    {
        "name": "get_weather",
        "description": "Get the current weather for a location.",
        "input_schema": {
            "type": "object",
            "properties": {
                "location": {
                    "type": "string",
                    "description": "The city name, e.g. London",
                },
            },
            "required": ["location"],
        },
    },
]

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "Use the get_weather tool to check the weather in London and Paris. You MUST make both tool calls strictly in parallel, not sequentially."},
]

response = client.messages.create(
    model=_model,
    system="You are a helpful assistant with access to tools. You MUST strictly call multiple tools in parallel whenever possible. Never call them sequentially.",
    messages=messages,
    tools=tools,
    tool_choice={"type": "auto"},
    max_tokens=1024,
)

for block in response.content:
    if block.type == "tool_use":
        print(f"Tool: {block.name}")
        print(f"Input: {block.input}")
    elif block.type == "text":
        print(block.text)
_tool_uses = [block for block in response.content if block.type == "tool_use"]

if _tool_uses:
    print(f"Number of parallel tool calls: {len(_tool_uses)}")

if not _tool_uses or len(_tool_uses) < 1:
    raise Exception(
        f"VALIDATION FAILED: parallel-tool-call - expected at least 1 tool call, "
        f"got {len(_tool_uses) if _tool_uses else 0}"
    )
print("VALIDATION: parallel-tool-call SUCCESS")

anthropic/claude-fable-5 — reasoning (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmp59fjjmwx/snippet.py", line 5, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant. You MUST think step by step and show your reasoning. Never skip reasoning steps."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "How to calculate 3^3^3^3? Think step by step and show all reasoning."},
    ],
    reasoning_effort="medium",
    stream=False,
)
_usage = getattr(response, "usage", None)
_reasoning_detected = False

_choices = getattr(response, "choices", None)
if _choices and len(_choices) > 0:
    _message = getattr(_choices[0], "message", None)
else:
    _message = None

if _message and getattr(_message, "content", None) is not None:
    print(_message.content)

if _usage is not None:
    _output_token_details = getattr(_usage, "completion_tokens_details", None)
    if _output_token_details and getattr(_output_token_details, "reasoning_tokens", 0) > 0:
        _reasoning_detected = True
    elif getattr(_usage, "reasoning", None) is not None:
        _reasoning_detected = True

if getattr(_message, "reasoning_content", None) is not None:
    _reasoning_detected = True
elif getattr(_message, "reasoning", None) is not None:
    _reasoning_detected = True

if not _reasoning_detected:
    print("Response: ", response)
    raise Exception("VALIDATION FAILED: reasoning - no reasoning information in response")
print("VALIDATION: reasoning SUCCESS")

anthropic/claude-fable-5 — tool-call:stream (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpmyj4bm7l/snippet.py", line 27, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

tools = [
    {
        "type": "function",
        "function": {
            "name": "get_weather",
            "description": "Get the current weather for a location.",
            "parameters": {
                "type": "object",
                "properties": {
                    "location": {
                        "type": "string",
                        "description": "The city name, e.g. London",
                    },
                },
                "required": ["location"],
                "additionalProperties": False,
            },
            "strict": True,
        },
    },
]

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant with access to tools. You MUST strictly use the provided tools to answer. Never respond with plain text when a tool is available."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "Use the get_weather tool to check the weather in London. You must call the tool, do not respond with plain text."},
    ],
    tools=tools,
    tool_choice="auto",
    stream=True,
)
_tool_calls_made = False
for chunk in response:
    if chunk.choices and len(chunk.choices) > 0:
        delta = chunk.choices[0].delta
        if delta.content is not None:
            print(delta.content, end="", flush=True)
        if delta.tool_calls:
            _tool_calls_made = True
            for _tc in delta.tool_calls:
                if _tc.function:
                    print(_tc.function.arguments or "", end="", flush=True)

if not _tool_calls_made:
    raise Exception("VALIDATION FAILED: tool-call stream - no tool calls received")
print("\nVALIDATION: tool-call stream SUCCESS")

anthropic/claude-fable-5 — reasoning:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpq2fq9_ee/snippet.py", line 17, in <module>
    response = client.messages.create(
               ^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_utils/_utils.py", line 294, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/resources/messages/messages.py", line 1050, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "How to calculate 3^3^3^3? Think step by step and show all reasoning."},
]

response = client.messages.create(
    model=_model,
    system="You are a helpful assistant. You MUST think step by step and show your reasoning. Never skip reasoning steps.",
    messages=messages,
    max_tokens=16000,
    thinking={"type":"adaptive"},
)

for block in response.content:
    if block.type == "thinking":
        print(f"Thinking: {block.thinking[:200]}...")
    elif block.type == "text":
        print(block.text)
_reasoning_detected = False

for block in response.content:
    if block.type == "thinking":
        _reasoning_detected = True

if hasattr(response, "usage") and response.usage:
    if getattr(response.usage, "cache_creation_input_tokens", 0) or getattr(response.usage, "cache_read_input_tokens", 0):
        pass

if not _reasoning_detected:
    print("Response content types: ", [block.type for block in response.content])
    raise Exception("VALIDATION FAILED: reasoning - no thinking blocks in Anthropic response")
print("VALIDATION: reasoning SUCCESS")

anthropic/claude-fable-5 — params (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpx1e8go05/snippet.py", line 5, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "What is the capital of France?"},
    ],
    max_tokens=1000,
    stream=False,
)

print(response.choices[0].message.content)

anthropic/claude-fable-5 — tool-call (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmp1gq1m8vy/snippet.py", line 27, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

tools = [
    {
        "type": "function",
        "function": {
            "name": "get_weather",
            "description": "Get the current weather for a location.",
            "parameters": {
                "type": "object",
                "properties": {
                    "location": {
                        "type": "string",
                        "description": "The city name, e.g. London",
                    },
                },
                "required": ["location"],
                "additionalProperties": False,
            },
            "strict": True,
        },
    },
]

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant with access to tools. You MUST strictly use the provided tools to answer. Never respond with plain text when a tool is available."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "Use the get_weather tool to check the weather in London. You must call the tool, do not respond with plain text."},
    ],
    tools=tools,
    tool_choice="auto",
    stream=False,
)
_message = response.choices[0].message
if _message.tool_calls:
    for _tc in _message.tool_calls:
        print(f"Function: {_tc.function.name}")
        print(f"Arguments: {_tc.function.arguments}")
else:
    print(_message.content)

if not _message.tool_calls or len(_message.tool_calls) == 0:
    raise Exception("VALIDATION FAILED: tool-call - no tool calls in response")
print("VALIDATION: tool-call SUCCESS")

anthropic/claude-fable-5 — reasoning:stream (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpko2393vx/snippet.py", line 5, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant. You MUST think step by step and show your reasoning. Never skip reasoning steps."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "How to calculate 3^3^3^3? Think step by step and show all reasoning."},
    ],
    reasoning_effort="medium",
    stream=True,
)
_reasoning_detected = False
for chunk in response:
    if chunk.choices and len(chunk.choices) > 0:
        delta = chunk.choices[0].delta
        if delta.content is not None:
            print(delta.content, end="", flush=True)
        if getattr(delta, "reasoning_content", None) is not None:
            _reasoning_detected = True
        if getattr(delta, "reasoning", None) is not None:
            _reasoning_detected = True

    _usage = getattr(chunk, "usage", None)
    if _usage is not None:
        _details = getattr(_usage, "completion_tokens_details", None)
        if _details and getattr(_details, "reasoning_tokens", 0) > 0:
            _reasoning_detected = True

if not _reasoning_detected:
    raise Exception("VALIDATION FAILED: reasoning stream - no reasoning information in stream")
print("\nVALIDATION: reasoning stream SUCCESS")

anthropic/claude-fable-5 — params:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmp11ejs92z/snippet.py", line 17, in <module>
    response = client.messages.create(
               ^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_utils/_utils.py", line 294, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/resources/messages/messages.py", line 1050, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "What is the capital of France?"},
]

response = client.messages.create(
    model=_model,
    system="You are a helpful assistant.",
    messages=messages,
    max_tokens=1000,
)

for block in response.content:
    if block.type == "text":
        print(block.text)

anthropic/claude-fable-5 — parallel-tool-call:stream:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpn1stemos/snippet.py", line 34, in <module>
    with client.messages.stream(
  File "/usr/local/lib/python3.11/site-packages/anthropic/lib/streaming/_messages.py", line 167, in __enter__
    raw_stream = self.__api_request()
                 ^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

tools = [
    {
        "name": "get_weather",
        "description": "Get the current weather for a location.",
        "input_schema": {
            "type": "object",
            "properties": {
                "location": {
                    "type": "string",
                    "description": "The city name, e.g. London",
                },
            },
            "required": ["location"],
        },
    },
]

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "Use the get_weather tool to check the weather in London and Paris. You MUST make both tool calls strictly in parallel, not sequentially."},
]

with client.messages.stream(
    model=_model,
    system="You are a helpful assistant with access to tools. You MUST strictly call multiple tools in parallel whenever possible. Never call them sequentially.",
    messages=messages,
    tools=tools,
    tool_choice={"type": "auto"},
    max_tokens=1024,
) as stream:
    response = stream.get_final_message()

for block in response.content:
    if block.type == "tool_use":
        print(f"Tool: {block.name}")
        print(f"Input: {block.input}")
    elif block.type == "text":
        print(block.text)
_tool_uses = [block for block in response.content if block.type == "tool_use"]

if _tool_uses:
    print(f"Number of parallel tool calls: {len(_tool_uses)}")

if not _tool_uses or len(_tool_uses) < 1:
    raise Exception(
        f"VALIDATION FAILED: parallel-tool-call stream - expected at least 1 tool call, "
        f"got {len(_tool_uses) if _tool_uses else 0}"
    )
print(f"\nVALIDATION: parallel-tool-call stream SUCCESS")

anthropic/claude-fable-5 — parallel-tool-call:stream (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpqfmlmg03/snippet.py", line 27, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

tools = [
    {
        "type": "function",
        "function": {
            "name": "get_weather",
            "description": "Get the current weather for a location.",
            "parameters": {
                "type": "object",
                "properties": {
                    "location": {
                        "type": "string",
                        "description": "The city name, e.g. London",
                    },
                },
                "required": ["location"],
                "additionalProperties": False,
            },
            "strict": True,
        },
    },
]

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant with access to tools. You MUST strictly call multiple tools in parallel whenever possible. Never call them sequentially."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "Use the get_weather tool to check the weather in London and Paris. You MUST make both tool calls strictly in parallel, not sequentially."},
    ],
    tools=tools,
    tool_choice="auto",
    parallel_tool_calls=True,
    stream=True,
)
_tool_call_indices = set()
for chunk in response:
    if chunk.choices and len(chunk.choices) > 0:
        delta = chunk.choices[0].delta
        if delta.content is not None:
            print(delta.content, end="", flush=True)
        if delta.tool_calls:
            for _tc in delta.tool_calls:
                _tool_call_indices.add(_tc.index)
                if _tc.function:
                    print(_tc.function.arguments or "", end="", flush=True)

if len(_tool_call_indices) < 1:
    raise Exception(
        f"VALIDATION FAILED: parallel-tool-call stream - expected at least 1 tool call, "
        f"got {len(_tool_call_indices)}"
    )
print(f"\nNumber of parallel tool calls: {len(_tool_call_indices)}")
print("VALIDATION: parallel-tool-call stream SUCCESS")

anthropic/claude-fable-5 — params:stream (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpk3ny2ntp/snippet.py", line 5, in <module>
    response = client.chat.completions.create(
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_utils/_utils.py", line 286, in wrapper
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py", line 1147, in create
    return self._post(
           ^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1259, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/openai/_base_client.py", line 1047, in request
    raise self._make_status_error_from_response(err.response) from None
openai.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'AuthorizationError', 'code': '403'}, 'error_origin_level': 'authorization'}
Code snippet
from openai import OpenAI

client = OpenAI(api_key="***", base_url="https://internal.devtest.truefoundry.tech/api/llm")

response = client.chat.completions.create(
    model="test-v2-anthropic/claude-fable-5",
    messages=[
        {"role": "system", "content": "You are a helpful assistant."},
        {"role": "user", "content": "Hi"},
        {"role": "assistant", "content": "Hi, how can I help you"},
        {"role": "user", "content": "What is the capital of France?"},
    ],
    max_tokens=1000,
    stream=True,
)

for chunk in response:
    if chunk.choices and len(chunk.choices) > 0:
        delta = chunk.choices[0].delta
        if delta.content is not None:
            print(delta.content, end="", flush=True)

anthropic/claude-fable-5 — tool-call:stream:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmp20vp_xe0/snippet.py", line 34, in <module>
    with client.messages.stream(
  File "/usr/local/lib/python3.11/site-packages/anthropic/lib/streaming/_messages.py", line 167, in __enter__
    raw_stream = self.__api_request()
                 ^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

tools = [
    {
        "name": "get_weather",
        "description": "Get the current weather for a location.",
        "input_schema": {
            "type": "object",
            "properties": {
                "location": {
                    "type": "string",
                    "description": "The city name, e.g. London",
                },
            },
            "required": ["location"],
        },
    },
]

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "Use the get_weather tool to check the weather in London. You must call the tool, do not respond with plain text."},
]

with client.messages.stream(
    model=_model,
    system="You are a helpful assistant with access to tools. You MUST strictly use the provided tools to answer. Never respond with plain text when a tool is available.",
    messages=messages,
    tools=tools,
    tool_choice={"type": "auto"},
    max_tokens=1024,
) as stream:
    response = stream.get_final_message()

for block in response.content:
    if block.type == "tool_use":
        print(f"Tool: {block.name}")
        print(f"Input: {block.input}")
    elif block.type == "text":
        print(block.text)
_tool_uses = [block for block in response.content if block.type == "tool_use"]

if not _tool_uses:
    raise Exception("VALIDATION FAILED: tool-call stream - no tool uses in Anthropic stream response")
print("\nVALIDATION: tool-call stream SUCCESS")

anthropic/claude-fable-5 — params:stream:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpnluogx_h/snippet.py", line 17, in <module>
    with client.messages.stream(
  File "/usr/local/lib/python3.11/site-packages/anthropic/lib/streaming/_messages.py", line 167, in __enter__
    raw_stream = self.__api_request()
                 ^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "What is the capital of France?"},
]

with client.messages.stream(
    model=_model,
    system="You are a helpful assistant.",
    messages=messages,
    max_tokens=1000,
) as stream:
    for text in stream.text_stream:
        print(text, end="", flush=True)

anthropic/claude-fable-5 — reasoning:stream:anthropic (failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpki_d8vl_/snippet.py", line 17, in <module>
    with client.messages.stream(
  File "/usr/local/lib/python3.11/site-packages/anthropic/lib/streaming/_messages.py", line 167, in __enter__
    raw_stream = self.__api_request()
                 ^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1536, in post
    return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.11/site-packages/anthropic/_base_client.py", line 1195, in request
    raise self._make_status_error_from_response(response) from None
anthropic.PermissionDeniedError: Error code: 403 - {'status': 'failure', 'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'error': {'message': 'User gateway-tester-v2-4d810a30-3 is not authorized to access model test-v2-anthropic/claude-fable-5 or model does not exist', 'type': 'APIError', 'code': '403'}, 'error_origin_level': 'api_error'}
Code snippet
import anthropic

_api_key = "***"
_model = "test-v2-anthropic/claude-fable-5"

client = anthropic.Anthropic(
    api_key=_api_key,
    base_url="https://internal.devtest.truefoundry.tech/api/llm",
)

messages = [
    {"role": "user", "content": "Hi"},
    {"role": "assistant", "content": "Hi, how can I help you"},
    {"role": "user", "content": "How to calculate 3^3^3^3? Think step by step and show all reasoning."},
]

with client.messages.stream(
    model=_model,
    system="You are a helpful assistant. You MUST think step by step and show your reasoning. Never skip reasoning steps.",
    messages=messages,
    max_tokens=16000,
    thinking={"type":"adaptive"},
) as stream:
    response = stream.get_final_message()

for block in response.content:
    if block.type == "thinking":
        print(f"Thinking: {block.thinking[:200]}...")
    elif block.type == "text":
        print(block.text)
_reasoning_detected = False

for block in response.content:
    if block.type == "thinking":
        _reasoning_detected = True

if not _reasoning_detected:
    print("Response content types: ", [block.type for block in response.content])
    raise Exception("VALIDATION FAILED: reasoning stream - no thinking blocks in Anthropic stream response")
print("\nVALIDATION: reasoning stream SUCCESS")

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant