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feat(aws-bedrock): update model YAMLs [bot]#1610

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harshiv-26 merged 2 commits into
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bot/update-aws-bedrock-20260626-062303
Jun 26, 2026
Merged

feat(aws-bedrock): update model YAMLs [bot]#1610
harshiv-26 merged 2 commits into
mainfrom
bot/update-aws-bedrock-20260626-062303

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@models-bot models-bot Bot commented Jun 26, 2026

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Auto-generated by poc-agent for provider aws-bedrock.


Note

Low Risk
Declarative provider YAML only; incorrect region rates or param defaults could affect cost estimates or client defaults but not runtime code paths.

Overview
Updates Claude Opus 4.8 Bedrock model metadata for regional pricing and US inference parameters.

The global model YAML gains three costs entries (us-east-2, me-south-1, me-central-1) using the same token and cache rates as the existing regional blocks, so billing/routing can cover those Bedrock regions.

The US variant YAML adds a reasoning_effort request param (default high, allowed low through max) alongside the existing thinking JSON param, aligning the US profile with extended reasoning controls used elsewhere in the provider defaults.

Reviewed by Cursor Bugbot for commit e7ea5cf. Bugbot is set up for automated code reviews on this repo. Configure here.

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/test-models

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Gateway test results

  • Total: 32
  • Passed: 30
  • Failed: 0
  • Validation failed: 2
  • Errored: 0
  • Skipped: 0
  • Success rate: 93.75%
Provider Model Scenarios
aws-bedrock global.anthropic.claude-opus-4-8 success: params:boto3, params:stream:boto3, tool-call:boto3, tool-call:stream:boto3, params:stream, params, parallel-tool-call:boto3, tool-call:stream, parallel-tool-call:stream:boto3, tool-call, parallel-tool-call, parallel-tool-call:stream, reasoning:stream:boto3, reasoning:stream, reasoning:boto3

validation_failure: reasoning
aws-bedrock us.anthropic.claude-opus-4-8 success: params:stream:boto3, params:boto3, tool-call:boto3, params:stream, tool-call:stream:boto3, parallel-tool-call:boto3, params, tool-call:stream, parallel-tool-call:stream:boto3, parallel-tool-call:stream, tool-call, parallel-tool-call, reasoning:stream:boto3, reasoning:stream, reasoning:boto3

validation_failure: reasoning
Failures (2)

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning (validation_failure)

Error
Traceback (most recent call last):
  File "/tmp/tmp_gog2qkc/snippet.py", line 42, in <module>
    raise Exception("VALIDATION FAILED: reasoning - no reasoning information in response")
Exception: VALIDATION FAILED: reasoning - no reasoning information in response
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-aws-bedrock/global.anthropic.claude-opus-4-8",
    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")
Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key insight is that **exponentiation is right-associative**. This means a power tower is evaluated **from the top down**, not left to right.

$$3^{3^{3^3}} = 3^{\left(3^{\left(3^3\right)}\right)}$$

This matters enormously. Compare:
- Right-associative (correct): $3^{(3^{(3^3)})}$
- Left-associative (wrong): $((3^3)^3)^3 = 3^{27}$ — a much smaller number

## Step 2: Evaluate the topmost exponent

$$3^3 = 27$$

## Step 3: Evaluate the next level down

$$3^{(3^3)} = 3^{27}$$

Let me compute $3^{27}$:

$$3^{27} = 7{,}625{,}597{,}484{,}987$$

(About 7.6 trillion.)

## Step 4: Evaluate the final level

$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$

This is the answer — but it's an **astronomically large number** that cannot be written out fully.

## Step 5: Estimate the size

To find how many digits it has, I use:

$$\text{digits} = \lfloor 7{,}625{,}597{,}484{,}987 \times \log_{10}(3)\rfloor + 1$$

Since $\log_{10}(3) \approx 0.477121$:

$$7{,}625{,}597{,}484{,}987 \times 0.477121 \approx 3.638 \times 10^{12}$$

## Final Answer

$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$

This number has approximately **3.6 trillion digits** — far too large to write out (it would fill millions of books).

**Key takeaway:** The crucial step is recognizing that power towers evaluate top-down (right-associative). Getting this wrong gives $3^{27}$ (~7.6 trillion), while getting it right gives a number with trillions of digits.
Response:  ChatCompletion(id='1782455098055', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content="# Calculating 3^3^3^3\n\n## Step 1: Understand the order of operations\n\nThe key insight is that **exponentiation is right-associative**. This means a power tower is evaluated **from the top down**, not left to right.\n\n$$3^{3^{3^3}} = 3^{\\left(3^{\\left(3^3\\right)}\\right)}$$\n\nThis matters enormously. Compare:\n- Right-associative (correct): $3^{(3^{(3^3)})}$\n- Left-associative (wrong): $((3^3)^3)^3 = 3^{27}$ — a much smaller number\n\n## Step 2: Evaluate the topmost exponent\n\n$$3^3 = 27$$\n\n## Step 3: Evaluate the next level down\n\n$$3^{(3^3)} = 3^{27}$$\n\nLet me compute $3^{27}$:\n\n$$3^{27} = 7{,}625{,}597{,}484{,}987$$\n\n(About 7.6 trillion.)\n\n## Step 4: Evaluate the final level\n\n$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$\n\nThis is the answer — but it's an **astronomically large number** that cannot be written out fully.\n\n## Step 5: Estimate the size\n\nTo find how many digits it has, I use:\n\n$$\\text{digits} = \\lfloor 7{,}625{,}597{,}484{,}987 \\times \\log_{10}(3)\\rfloor + 1$$\n\nSince $\\log_{10}(3) \\approx 0.477121$:\n\n$$7{,}625{,}597{,}484{,}987 \\times 0.477121 \\approx 3.638 \\times 10^{12}$$\n\n## Final Answer\n\n$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$\n\nThis number has approximately **3.6 trillion digits** — far too large to write out (it would fill millions of books).\n\n**Key takeaway:** The crucial step is recognizing that power towers evaluate top-down (right-associative). Getting this wrong gives $3^{27}$ (~7.6 trillion), while getting it right gives a number with trillions of digits.", refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=None, thinking_blocks=[{'type': 'thinking', 'thinking': '', 'signature': 'EoMUCmMIDxABGAIqQE8LitPHu1EuPM9Vu3oZCMz5KpKfwY1HHVHKh8A7ZriDiS5SmhVvOsu6RZreZ0kuPer3lRmSjTJ6yNzBtKRZggkyDWNsYXVkZS1xdWluY2U4AEIIdGhpbmtpbmcSDPAxxvCsKAnxnI//JxoMXrdO2TNdEMXoj31cIjAgd193aIvMFJ0UH4q6vhpOLI0cNae3kgf7uPLBQEAy84haLt8iNWgycZHziO79G+cqzRJGGaL5hraGdwmZeKSJvwZmv/XkgrxFFwjcV8acx7j9NxwhQuNqQqLLHvpnKu/7qvT+xBvmVnyQjwE5JZZ0tmjo03sV2/hfrgqo5EDN7I3rKojEwhF7w/kH4GrtEilOcJZqtHqdOvPrDBoRfFXMxbbBnrNSel6wyMOSQlsROfb1exYEs6DgoOwbYdKvMXsS7ZD9Mc0BiEbCHxexUww3lKte1MnRzy2iS0mG8Zg+gDK7Y/5JS+P8gSObBGmuIMNHvdUq15qtDCT8ev4QaVJSp4NhiUUi7m/eHM07Cb/Cr9ygPRm8b3gUTmFwK8kfUu8I1OgRYqzgt1FndyWAA/NmioDIPYuTMKpXnNhRP0btOilh637PRecQpKpsNER8necL6mmCgZXTDuBhVq4buVfcWghaOucii4KL6qKcYbMlibGJQsRZi6ACqq24U9cMpUSy+Ybb34tG2MG72to7MwMf6mQ3JkCUDof1E09kYQD4KkMWklCCPLqNngASsdQ8my5YlMa7D9LAvZfE2zPOqfQlGhcEEYzbaVJSHg0sVhBT1ow6SzKfljRbhBrxBfpf6hUOUx3rT/poIdsIeWwk1A/fF7kaK7js5/nBGcrNQjUd+VH01rLN+6ojRpFhyBPPQXwvByP9ptumy6tkdYmGcD1gEW7K4ZOAC8cHmgZKWnJ3i/nWwxRq0l2Zt5oeUe41YPaY0u8CvAu9cqk2ncCmhWarX0la819l989+MORHsOdXml9sC0GoQRTRvu9x644I2KVHpAtgHORjBXbxeKsgIuVxX+VOj8JretT+P374yUBPFMU0+p1vl8M7VNpVg4bRVYSK+/VTvwbpP79TAQqF0YYdf7Aj6fADuDVXCQVx0byVwOFNk4XTyDiFMfQHHPwNoa8+Dn+Uxp5/74iOENSzS/uMh45lbh/i01JZMpaxNBgIIfPZ8G4K583hG3PhRLkL/fc+P24MXF9iBmmsO2ZqO0XxL3wVszU653dd1RON2Hv02Zs6VzQ+MfoKvRCAy5NpFqs5WoCA0IMUAfukitvA+N4WQvRBllVkljW5qPc+0ROlxKjdTHk9aBSuN/XSHggRF4R+cD/Xsv1KrSw7AUyj06gePZwGGCZLX8pSPpTz15vfuvspYrrwWTOVZwHlJbg22bmuyKFtTx7D+mJ3fppfARIaQLzJmBOUzGJ2ckMayDP8/wTDwhxhjdX3jVqUuO2dUXXll0X4Vx7xhmikW3ojJp2iVowuQ0dBuDsKg1Y/XfcYxZ7w3UAVpiijRt4PdHJUMON7AnbpDFhhbnx57tZE3h2Wm2xA1P4r5NOnua/Aw66EaUwpEC3C5YOO9SoxVbJlNesHPyRL1220zHd28UfZLYg4qSXuc/GSVbkdAsi0tVpMB+qyeV3V9Wjvf4ytdvH6vdA4p1ERyCvjTG9DcOm3EqdD4wq96volelSOiGmhgzZScdyFfiuh/3Xy3bnF/9u/7IbVONvRw3nlZ7E2Qm2BvnVdkiGFtzR52F55O25Vsbb4xFAtqolnHk0YobYmSJ0a14nMUwAqWuFAXlrO8wjSSLtxxovFwfeReKhkYVyxY1LVcii6icPJvHwAlUNC+q5mWyJZ4MoTTnQIhSb8JpWERX+EQ4PxhYOJtOSiILA5gcdILw0w3kymz935kgYp87lpYvTiD0Ve0vwIqEbmXarWKTpjL8abcwZkt+TQnzP6wB8m7ht1BL0xbk3S7eRKTmay8wmfqE1jdG5hHJnzSsJEFdx3N5i4XSnnd7EhaqB5eLR6F9HZyBu4V5oxvB4o+tRMmHGjxUKuxo1Csg24Iv6qaCXZrV9eMP1lmcfK7/DZfCILG0ijkk4FTIusH3u/iXUDxlHodBZ1CaZQo9ZvRaCa0O3DRG30dzJ87dniYvxEau0+icu6esb4h2VJ8+lPwA3RZkYBn6vJHzaWnGRwSZ8XPfrt7yR/O2TeJ08+OwiK9vUvG+vrjbassZ022ZVf8yDdM5EmXAA3W5pkWO+fDb8JJqmzh/QfFX746FS17X8J3TO7GOTCH2ZlLcpvvxdlvGUwDh0hXp1eJzH34RJCh1CIKylMNro57LdOcCrn/yPb9w7iZ8LmNvmID9/uPmXTQT3ZS7krJwV3wLv0W0fY5nScqFzEN3ot8Zr3VVjH38Rn1Q/pRuDcmYC1oHcSVPJrBfWmPHEXy4DjCX1NX01GDsnj/xOHgwY0uuZvxwMNmgnO249Zaigpl4tnqEkInR4dW+KrDWYOrol+D4rIADxoiJ6B9BQhuLNuZAvoencUvl+e1Xle5wpgSBXBZ9asFBJ/DVXFKSTEHeFXEj8OMoAB+5T7aWDLnek3vwMcautlFGQ/O8WOUkwbADeYzn3VYVnMo8DJnZ3IPzrYyBSY1ZyWYIH8oiEbPpe7ovCEAOeAuEKuxMaA/FJbSbUQ68QDXHK64lbskxRvqrvNxUtYMYizO+evUrQPqDOUk4ogo0rW647mEgvO4E+KAUp92UhCLAdv33reyevriKaQXkuSc/rnJqqW+0oEky+vLw6L5Nf+0esWya66hDzA5JIZ2GcxGTOj5JXIme0KZioOqQJmj6kkCaHRRHz64CNLQ59B6MY5gVlqJB90DPIhZZhDz4e58Q0ygB15YCFw1gzlACg+tLZNB6W8xQ/+60TsAR1xTga1m5OnUhJoq+8osNW7GMmc1KMfNaZZAZpvjYAvnJgm7X723nvdWCivIglHus9uJC28u4cs9iWOVn1D6UNJ5UZf9dJHI2HwPiEvYfUELV8tcDMaGuKwy2AAZoG85LTrLQsST3eGU0VGhLTesPmxLxwdUbG0/uTxZRforVssNSY/1PDebpXmpehlfdbxsMcBlZUG6Fh/mTbNi75ZTaBqQPffmoDrm88KP31Sgc6XbtzvuojFSEdiAU5GbI62ZPRwcAA4RLwiVg2c5LEEyRLcKfikTdYRO4jtvFTEYmkhAG4HDvDd5QUuC5GVTFdCzUNjBjT1UIo7Ldm3qO5K8RE4DVNWAleawXF+8NIaYOZ1FxWv7+g8pqTtxxGzKYvufLsd3sCAuvIYhUfaQpEkr6aUPGeOpAwb8gVYWxf4WcHTXiyto6UafZjbXTm/Gbg87ea7Zgm33pcMRVYEcbsF7P56ttaSCWj0gNS0Fo8oUc3sM31MyAnUuQHBB6RzmAgNMb+m/u7ZlPEuDHjApBgB'}]))], created=1782455098, model='test-v2-aws-bedrock/global.anthropic.claude-opus-4-8', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=1990, prompt_tokens=87, total_tokens=2077, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetails(audio_tokens=None, cached_tokens=0)), provider='aws-bedrock')

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning (validation_failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpzgqqku3j/snippet.py", line 42, in <module>
    raise Exception("VALIDATION FAILED: reasoning - no reasoning information in response")
Exception: VALIDATION FAILED: reasoning - no reasoning information in response
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-aws-bedrock/us.anthropic.claude-opus-4-8",
    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")
Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The critical rule for power towers (stacked exponents) is that **exponentiation is right-associative**. This means we evaluate **from the top down (right to left)**, NOT left to right.

$$3^{3^{3^3}} = 3^{\left(3^{\left(3^3\right)}\right)}$$

This is very different from left-to-right evaluation, so I must be careful here.

## Step 2: Evaluate the topmost exponent

Start with the innermost/topmost part:

$$3^3 = 27$$

## Step 3: Move down one level

Now substitute that result:

$$3^{3^3} = 3^{27}$$

Let me compute $3^{27}$:

$$3^{27} = 7{,}625{,}597{,}484{,}987$$

(About 7.6 trillion.)

## Step 4: Move down to the final level

Now we need:

$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$

## Step 5: Assess the size of the result

This number is **astronomically large** — far too big to write out in full. Let me estimate how many digits it has.

The number of digits of $3^{N}$ is approximately:

$$\lfloor N \cdot \log_{10}(3) \rfloor + 1$$

Here $N = 7{,}625{,}597{,}484{,}987$ and $\log_{10}(3) \approx 0.4771$:

$$7{,}625{,}597{,}484{,}987 \times 0.4771 \approx 3{,}638{,}334{,}640{,}024$$

## Final Answer

$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$

This is a number with **roughly 3.6 trillion digits**. It cannot be written out in full — even printing it would require thousands of books.

### Key takeaway
The most important step is recognizing the **right-to-left** evaluation order:
- ✅ Correct: $3^{(3^{(3^3)})} = 3^{(3^{27})} = 3^{7{,}625{,}597{,}484{,}987}$
- ❌ Wrong: $((3^3)^3)^3 = 3^{27} = 7{,}625{,}597{,}484{,}987$ (only 13 digits!)
Response:  ChatCompletion(id='1782455082024', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='# Calculating 3^3^3^3\n\n## Step 1: Understand the order of operations\n\nThe critical rule for power towers (stacked exponents) is that **exponentiation is right-associative**. This means we evaluate **from the top down (right to left)**, NOT left to right.\n\n$$3^{3^{3^3}} = 3^{\\left(3^{\\left(3^3\\right)}\\right)}$$\n\nThis is very different from left-to-right evaluation, so I must be careful here.\n\n## Step 2: Evaluate the topmost exponent\n\nStart with the innermost/topmost part:\n\n$$3^3 = 27$$\n\n## Step 3: Move down one level\n\nNow substitute that result:\n\n$$3^{3^3} = 3^{27}$$\n\nLet me compute $3^{27}$:\n\n$$3^{27} = 7{,}625{,}597{,}484{,}987$$\n\n(About 7.6 trillion.)\n\n## Step 4: Move down to the final level\n\nNow we need:\n\n$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$\n\n## Step 5: Assess the size of the result\n\nThis number is **astronomically large** — far too big to write out in full. Let me estimate how many digits it has.\n\nThe number of digits of $3^{N}$ is approximately:\n\n$$\\lfloor N \\cdot \\log_{10}(3) \\rfloor + 1$$\n\nHere $N = 7{,}625{,}597{,}484{,}987$ and $\\log_{10}(3) \\approx 0.4771$:\n\n$$7{,}625{,}597{,}484{,}987 \\times 0.4771 \\approx 3{,}638{,}334{,}640{,}024$$\n\n## Final Answer\n\n$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$\n\nThis is a number with **roughly 3.6 trillion digits**. It cannot be written out in full — even printing it would require thousands of books.\n\n### Key takeaway\nThe most important step is recognizing the **right-to-left** evaluation order:\n- ✅ Correct: $3^{(3^{(3^3)})} = 3^{(3^{27})} = 3^{7{,}625{,}597{,}484{,}987}$\n- ❌ Wrong: $((3^3)^3)^3 = 3^{27} = 7{,}625{,}597{,}484{,}987$ (only 13 digits!)', refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=None, thinking_blocks=[{'type': 'thinking', 'thinking': '', 'signature': 'ErADCmMIDxABGAIqQDvVUPeawLB/wQvlqJaeVGgDY4NnonGv4XpNvH20C6j2hXRkbJQB977bbzHxTwfjso2L5JtLudYg53tW9+KpzFgyDWNsYXVkZS1xdWluY2U4AEIIdGhpbmtpbmcSDBaVc82crSWq7Ksl2BoMEpB3Ds6+YzjF/UrSIjAC+a2yfPzNBFZ7Ko/D86ruFWyfstSd/AbK/I2jFMY67sAT4zh8B7dJ0xtPJpzqcEkq+gEEbIrUFtHbqQMlrKpGnMRzwPxPmwvEXm85ELkTPAfxNeY80IOi2n+fJcpNp8Y4JyjvR/Ws6z2o6x85f0+Z44kyNAAWwi/XGvbAJCsQPtHeHF/VPQhb7UuheZVBEh4XKlWh80InkQ2/uyPv2RTpBkEpyGxQCgiQBfwLthYtypMeYI4nL46XcLQ866FSy1HzYKFjNdmr7WGwme/S3WHsL/Z4MuEig7SA3JxRcmenBbIwceLVXK5IxOO9m6RTPoZdpAKvlAJY3abNfov9phGr2cPwncExBbFsTMLN/l+AoBlp6/6CyvhxdRgXB8rsz2IjVQmO3Yls9VC7y3yiGAE='}]))], created=1782455082, model='test-v2-aws-bedrock/us.anthropic.claude-opus-4-8', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=894, prompt_tokens=87, total_tokens=981, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetails(audio_tokens=None, cached_tokens=0)), provider='aws-bedrock')
Successes (30)

aws-bedrock/global.anthropic.claude-opus-4-8 — params:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/global.anthropic.claude-opus-4-8 — params:stream:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
VALIDATION: tool-call SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call:stream:boto3 (success)

Output
I'll check the weather in London for you.Tool: get_weather
{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — params:stream (success)

Output
The capital of France is **Paris**.

aws-bedrock/global.anthropic.claude-opus-4-8 — params (success)

Output
The capital of France is Paris.

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
Tool: get_weather
Input: {'location': 'Paris'}
Number of parallel tool calls: 2
VALIDATION: parallel-t
... (truncated, 17 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call:stream (success)

Output
I'll check the weather in London for you.{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call:stream:boto3 (success)

Output
I'll check the weather in both cities for you.Tool: get_weather
{"location": "London"}Tool: get_weather
{"location": "Paris"}
Number of parallel tool 
... (truncated, 55 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call (success)

Output
Function: get_weather
Arguments: {"location":"London"}
VALIDATION: tool-call SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call (success)

Output
Number of parallel tool calls: 2
Function: get_weather
Arguments: {"location":"London"}
Function: get_weather
Arguments: {"location":"Paris"}
VALIDATI
... (truncated, 31 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call:stream (success)

Output
I'll check the weather in both cities for you.{"location": "London"}{"location": "Paris"}
Number of parallel tool calls: 2
VALIDATION: parallel-tool-c
... (truncated, 19 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning:stream:boto3 (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key rule here is that **exponentiation is right-associative**. This means we
... (truncated, 1608 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning:stream (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key insight is that **exponentiation is right-associative**. This means we e
... (truncated, 1649 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning:boto3 (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the notation (associativity)

The key insight is that **exponentiation is right-associative**. This mean
... (truncated, 1426 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — params:stream:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — params:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
VALIDATION: tool-call SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — params:stream (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call:stream:boto3 (success)

Output
I'll check the weather in London for you.Tool: get_weather
{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
Tool: get_weather
Input: {'location': 'Paris'}
Number of parallel tool calls: 2
VALIDATION: parallel-t
... (truncated, 17 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — params (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call:stream (success)

Output
I'll check the weather in London for you.{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call:stream:boto3 (success)

Output
I'll check the weather in both cities for you.Tool: get_weather
{"location": "London"}Tool: get_weather
{"location": "Paris"}
Number of parallel tool 
... (truncated, 55 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call:stream (success)

Output
I'll check the weather in both cities for you.{"location": "London"}{"location": "Paris"}
Number of parallel tool calls: 2
VALIDATION: parallel-tool-c
... (truncated, 19 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call (success)

Output
Function: get_weather
Arguments: {"location":"London"}
VALIDATION: tool-call SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call (success)

Output
Number of parallel tool calls: 2
Function: get_weather
Arguments: {"location":"London"}
Function: get_weather
Arguments: {"location":"Paris"}
VALIDATI
... (truncated, 31 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning:stream:boto3 (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key insight is that **exponentiation is right-associative**. This means a to
... (truncated, 1741 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning:stream (success)

Output
## Calculating 3^3^3^3

### Step 1: Understand the order of operations

The crucial rule for power towers is that **exponentiation is right-associativ
... (truncated, 1350 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning:boto3 (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key insight is that **exponentiation is right-associative**. This means we 
... (truncated, 1389 chars omitted)

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/test-models

@harshiv-26 harshiv-26 merged commit 9c08edc into main Jun 26, 2026
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@harshiv-26 harshiv-26 deleted the bot/update-aws-bedrock-20260626-062303 branch June 26, 2026 07:27
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Gateway test results

  • Total: 32
  • Passed: 30
  • Failed: 0
  • Validation failed: 2
  • Errored: 0
  • Skipped: 0
  • Success rate: 93.75%
Provider Model Scenarios
aws-bedrock global.anthropic.claude-opus-4-8 success: params:stream:boto3, tool-call:boto3, params:boto3, tool-call:stream:boto3, params:stream, parallel-tool-call:stream:boto3, parallel-tool-call:boto3, params, tool-call:stream, parallel-tool-call, parallel-tool-call:stream, tool-call, reasoning:boto3, reasoning:stream:boto3, reasoning:stream

validation_failure: reasoning
aws-bedrock us.anthropic.claude-opus-4-8 success: params:boto3, tool-call:stream:boto3, params:stream:boto3, params:stream, params, tool-call:boto3, tool-call:stream, tool-call, parallel-tool-call:boto3, parallel-tool-call:stream:boto3, parallel-tool-call:stream, parallel-tool-call, reasoning:boto3, reasoning:stream, reasoning:stream:boto3

validation_failure: reasoning
Failures (2)

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning (validation_failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpp7nq6ect/snippet.py", line 42, in <module>
    raise Exception("VALIDATION FAILED: reasoning - no reasoning information in response")
Exception: VALIDATION FAILED: reasoning - no reasoning information in response
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-aws-bedrock/global.anthropic.claude-opus-4-8",
    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")
Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key thing to know is that **exponentiation is right-associative**. This means we evaluate from the **top down** (right to left), not left to right.

$$3^{3^{3^3}} = 3^{\left(3^{\left(3^3\right)}\right)}$$

This is **very different** from left-to-right, so I must work from the topmost exponent.

## Step 2: Evaluate the topmost exponent

$$3^3 = 27$$

## Step 3: Evaluate the next level down

$$3^{(3^3)} = 3^{27}$$

Let me compute $3^{27}$:

$$3^{27} = 7{,}625{,}597{,}484{,}987$$

(About 7.6 trillion.)

## Step 4: Evaluate the final level

$$3^{3^{3^3}} = 3^{\left(3^{27}\right)} = 3^{7{,}625{,}597{,}484{,}987}$$

## Step 5: Understand the size of this number

This number is so enormous it cannot be written out. Let me estimate **how many digits** it has using logarithms:

$$\text{digits} = \lfloor 7{,}625{,}597{,}484{,}987 \times \log_{10}(3) \rfloor + 1$$

Since $\log_{10}(3) \approx 0.477121$:

$$7{,}625{,}597{,}484{,}987 \times 0.477121 \approx 3{,}638{,}334{,}640{,}000$$

## Final Answer

$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$

This number has approximately **3.6 trillion digits**. To put that in perspective: if you wrote 5 digits per centimeter, the number would stretch over **7,000 kilometers** — longer than the distance across the continental United States. That's why we leave it in exponential form!
Response:  ChatCompletion(id='1782458944334', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content="# Calculating 3^3^3^3\n\n## Step 1: Understand the order of operations\n\nThe key thing to know is that **exponentiation is right-associative**. This means we evaluate from the **top down** (right to left), not left to right.\n\n$$3^{3^{3^3}} = 3^{\\left(3^{\\left(3^3\\right)}\\right)}$$\n\nThis is **very different** from left-to-right, so I must work from the topmost exponent.\n\n## Step 2: Evaluate the topmost exponent\n\n$$3^3 = 27$$\n\n## Step 3: Evaluate the next level down\n\n$$3^{(3^3)} = 3^{27}$$\n\nLet me compute $3^{27}$:\n\n$$3^{27} = 7{,}625{,}597{,}484{,}987$$\n\n(About 7.6 trillion.)\n\n## Step 4: Evaluate the final level\n\n$$3^{3^{3^3}} = 3^{\\left(3^{27}\\right)} = 3^{7{,}625{,}597{,}484{,}987}$$\n\n## Step 5: Understand the size of this number\n\nThis number is so enormous it cannot be written out. Let me estimate **how many digits** it has using logarithms:\n\n$$\\text{digits} = \\lfloor 7{,}625{,}597{,}484{,}987 \\times \\log_{10}(3) \\rfloor + 1$$\n\nSince $\\log_{10}(3) \\approx 0.477121$:\n\n$$7{,}625{,}597{,}484{,}987 \\times 0.477121 \\approx 3{,}638{,}334{,}640{,}000$$\n\n## Final Answer\n\n$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$\n\nThis number has approximately **3.6 trillion digits**. To put that in perspective: if you wrote 5 digits per centimeter, the number would stretch over **7,000 kilometers** — longer than the distance across the continental United States. That's why we leave it in exponential form!", refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=None, thinking_blocks=[{'type': 'thinking', 'thinking': '', 'signature': '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'}]))], created=1782458944, model='test-v2-aws-bedrock/global.anthropic.claude-opus-4-8', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=1643, prompt_tokens=87, total_tokens=1730, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetails(audio_tokens=None, cached_tokens=0)), provider='aws-bedrock')

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning (validation_failure)

Error
Traceback (most recent call last):
  File "/tmp/tmpsoge0qtu/snippet.py", line 42, in <module>
    raise Exception("VALIDATION FAILED: reasoning - no reasoning information in response")
Exception: VALIDATION FAILED: reasoning - no reasoning information in response
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-aws-bedrock/us.anthropic.claude-opus-4-8",
    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")
Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

Exponentiation is **right-associative**, meaning we evaluate from the **top down** (right to left), not left to right.

So:
$$3^{3^{3^3}} = 3^{\left(3^{\left(3^3\right)}\right)}$$

This is **very different** from left-to-right evaluation, so getting the order right is crucial.

## Step 2: Evaluate the topmost exponent first

Start with the innermost/rightmost part:
$$3^3 = 27$$

## Step 3: Use that result for the next level

Now we have:
$$3^{3^{27}}$$

So next we compute:
$$3^{27} = 7{,}625{,}597{,}484{,}987$$

Let me verify this:
- $3^3 = 27$
- $3^9 = 19{,}683$
- $3^{27} = (3^9)^3 = 19{,}683^3 = 7{,}625{,}597{,}484{,}987$ ✓

## Step 4: Compute the final result

Now the expression becomes:
$$3^{7{,}625{,}597{,}484{,}987}$$

This is the answer in its compact form. To understand its **size**:

The number of digits in $3^n$ is approximately:
$$n \cdot \log_{10}(3) + 1$$

So:
$$7{,}625{,}597{,}484{,}987 \times 0.4771 \approx 3{,}638{,}334{,}640{,}024 \text{ digits}$$

## Final Answer

$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$

This number has roughly **3.6 trillion digits** — far too large to write out fully (it would fill thousands of books). 

**Key takeaway:** The crucial insight is the right-associative order. If you had mistakenly gone left-to-right:
$$((3^3)^3)^3 = 27^3{}^3 = 19683^3 = \text{only } \sim 7.6 \text{ trillion}$$

...you'd get a *vastly* smaller number. The correct tower interpretation gives something astronomically larger.
Response:  ChatCompletion(id='1782458937456', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content="# Calculating 3^3^3^3\n\n## Step 1: Understand the order of operations\n\nExponentiation is **right-associative**, meaning we evaluate from the **top down** (right to left), not left to right.\n\nSo:\n$$3^{3^{3^3}} = 3^{\\left(3^{\\left(3^3\\right)}\\right)}$$\n\nThis is **very different** from left-to-right evaluation, so getting the order right is crucial.\n\n## Step 2: Evaluate the topmost exponent first\n\nStart with the innermost/rightmost part:\n$$3^3 = 27$$\n\n## Step 3: Use that result for the next level\n\nNow we have:\n$$3^{3^{27}}$$\n\nSo next we compute:\n$$3^{27} = 7{,}625{,}597{,}484{,}987$$\n\nLet me verify this:\n- $3^3 = 27$\n- $3^9 = 19{,}683$\n- $3^{27} = (3^9)^3 = 19{,}683^3 = 7{,}625{,}597{,}484{,}987$ ✓\n\n## Step 4: Compute the final result\n\nNow the expression becomes:\n$$3^{7{,}625{,}597{,}484{,}987}$$\n\nThis is the answer in its compact form. To understand its **size**:\n\nThe number of digits in $3^n$ is approximately:\n$$n \\cdot \\log_{10}(3) + 1$$\n\nSo:\n$$7{,}625{,}597{,}484{,}987 \\times 0.4771 \\approx 3{,}638{,}334{,}640{,}024 \\text{ digits}$$\n\n## Final Answer\n\n$$3^{3^{3^3}} = 3^{7{,}625{,}597{,}484{,}987}$$\n\nThis number has roughly **3.6 trillion digits** — far too large to write out fully (it would fill thousands of books). \n\n**Key takeaway:** The crucial insight is the right-associative order. If you had mistakenly gone left-to-right:\n$$((3^3)^3)^3 = 27^3{}^3 = 19683^3 = \\text{only } \\sim 7.6 \\text{ trillion}$$\n\n...you'd get a *vastly* smaller number. The correct tower interpretation gives something astronomically larger.", refusal=None, role='assistant', annotations=None, audio=None, function_call=None, tool_calls=None, thinking_blocks=[{'type': 'thinking', 'thinking': '', 'signature': 'EtsCCmMIDxABGAIqQN3L+ETwhBLq74pmrVcj7zWOuVGB6kMi2O68zs7cuVTckrFSOlwfOu1ckAXrsatOqgOR1iOzSovhTaHy+rCqIR8yDWNsYXVkZS1xdWluY2U4AEIIdGhpbmtpbmcSDEV/WjeFN55woTCr0hoM4RkXEDG8TWyzvGlSIjBp3wRdGthaU3fESqQxeHDRsrW6ZTMoXg3JulmfE6AMO0MyO7pMVZl0IemHAV6Hy3MqpQHFc1RAqexUKtpfm3MTmaqN4INcZMyqkz69RTZ/00rKHtGhz3B6g1AqS0KJ41BWSamrkAhJDFxzrjJVP8y1fi2fEQSjohW4T+ec+9gLUVUSGI3XvCYg79vlzU0kIw/xhCoPuZZO4yAzl2YTRoMk4JvJPyCQPL30jYCXDvpm2rZYkBS3P13jbNFjWJBeYrUKw6s58yQRvmpHQO8sRHu+tX0Av/XGBuEYAQ=='}]))], created=1782458937, model='test-v2-aws-bedrock/us.anthropic.claude-opus-4-8', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=794, prompt_tokens=87, total_tokens=881, completion_tokens_details=None, prompt_tokens_details=PromptTokensDetails(audio_tokens=None, cached_tokens=0)), provider='aws-bedrock')
Successes (30)

aws-bedrock/global.anthropic.claude-opus-4-8 — params:stream:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
VALIDATION: tool-call SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — params:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call:stream:boto3 (success)

Output
I'll check the weather in London for you.Tool: get_weather
{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — params:stream (success)

Output
The capital of France is Paris.

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call:stream:boto3 (success)

Output
I'll check the weather in both cities for you.Tool: get_weather
{"location": "London"}Tool: get_weather
{"location": "Paris"}
Number of parallel tool 
... (truncated, 55 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
Tool: get_weather
Input: {'location': 'Paris'}
Number of parallel tool calls: 2
VALIDATION: parallel-t
... (truncated, 17 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — params (success)

Output
The capital of France is Paris.

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call:stream (success)

Output
I'll check the weather in London for you.{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call (success)

Output
Number of parallel tool calls: 2
Function: get_weather
Arguments: {"location":"London"}
Function: get_weather
Arguments: {"location":"Paris"}
VALIDATI
... (truncated, 31 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — parallel-tool-call:stream (success)

Output
I'll check the weather in both cities for you.{"location": "London"}{"location": "Paris"}
Number of parallel tool calls: 2
VALIDATION: parallel-tool-c
... (truncated, 19 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — tool-call (success)

Output
Function: get_weather
Arguments: {"location":"London"}
VALIDATION: tool-call SUCCESS

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning:boto3 (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key insight is that **exponentiation is right-associative**. This means we 
... (truncated, 1532 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning:stream:boto3 (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

Exponentiation is **right-associative**, which means we evaluate it from the **t
... (truncated, 1193 chars omitted)

aws-bedrock/global.anthropic.claude-opus-4-8 — reasoning:stream (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key rule for **power towers** (stacked exponents) is that they are evaluated
... (truncated, 1370 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — params:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call:stream:boto3 (success)

Output
I'll check the weather in London for you.Tool: get_weather
{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — params:stream:boto3 (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — params:stream (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — params (success)

Output
The capital of France is Paris.

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
VALIDATION: tool-call SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call:stream (success)

Output
I'll check the weather in London for you.{"location": "London"}
VALIDATION: tool-call stream SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — tool-call (success)

Output
Function: get_weather
Arguments: {"location":"London"}
VALIDATION: tool-call SUCCESS

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call:boto3 (success)

Output
Tool: get_weather
Input: {'location': 'London'}
Tool: get_weather
Input: {'location': 'Paris'}
Number of parallel tool calls: 2
VALIDATION: parallel-t
... (truncated, 17 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call:stream:boto3 (success)

Output
I'll check the weather in both cities for you.Tool: get_weather
{"location": "London"}Tool: get_weather
{"location": "Paris"}
Number of parallel tool 
... (truncated, 55 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call:stream (success)

Output
I'll check the weather in both cities for you.{"location": "London"}{"location": "Paris"}
Number of parallel tool calls: 2
VALIDATION: parallel-tool-c
... (truncated, 19 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — parallel-tool-call (success)

Output
Number of parallel tool calls: 2
Function: get_weather
Arguments: {"location":"London"}
Function: get_weather
Arguments: {"location":"Paris"}
VALIDATI
... (truncated, 31 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning:boto3 (success)

Output
# Calculating 3^3^3^3

Let me work through this step by step.

## Step 1: Understand the Order of Operations

The key insight is that **exponentiatio
... (truncated, 1343 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning:stream (success)

Output
# Calculating 3^3^3^3

## Step 1: Understand the order of operations

The key thing to know is that **exponentiation is right-associative**. This mean
... (truncated, 1349 chars omitted)

aws-bedrock/us.anthropic.claude-opus-4-8 — reasoning:stream:boto3 (success)

Output
# Calculating 3^3^3^3

Let me work through this carefully.

## Step 1: Apply the Order of Operations

The key rule here is that **exponentiation is ri
... (truncated, 1643 chars omitted)

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