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SyncVals · Trajectory

s3-lambda-ddb-pipeline

claude-code claude-opus-4-7 ✓ resolved GOOD_SUCCESS ↑ View task
Solved from the instruction alone, tests/ and solution/ were withheld from the agent's workspace and restored only for grading.
Reward = tests/test.sh exit code (0 → resolved); the classification below is post-hoc and cannot change it.
Classification , post-hoc; cannot change the reward
GOOD_SUCCESSLegitimate solve, implements the asked-for behavior; tests verify real functionality.
SubtypeLegitimate Solution
EvidenceAll 13 tests passed: test_cfn_stack_is_deployed, test_cfn_stack_owns_core_resources, test_bucket_exists, test_table_exists_with_correct_schema, test_lambda_exists_with_correct_runtime, test_lambda_permission_allows_s3_invoke, test_bucket_notification_points_at_lambda, test_stack_owns_customer_managed_kms_key, test_ddb_encrypted_with_stack_cmk, test_lambda_role_can_use_the_cmk, test_end_to_end_put_creates_ddb_item. Agent created CloudFormation template with AWS::KMS::Key, AWS::DynamoDB::Table (with SSE/KMS encryption), AWS::Lambda::Function (python3.11), AWS::IAM::Role (with dynamodb:PutItem, kms:Decrypt, kms:GenerateDataKey permissions), AWS::Lambda::Permission (Principal: s3.amazonaws.com), AWS::S3::Bucket (with Lambda notification). All resources status: CREATE_COMPLETE.
Root causeAgent successfully understood all 9 complex requirements from the instruction, implemented a complete CloudFormation solution meeting every specification (customer-managed KMS encryption, correct Lambda runtime, proper IAM permissions for both DynamoDB and KMS, S3 event notifications), and deployed it correctly to LocalStack.
RecommendationN/A - task is fine
Trajectory
Tool-by-tool agent trajectory
7 tool calls · 2 tool types · 11 steps
# S3 -> Lambda -> DynamoDB event pipeline ## Environment - **AWS endpoint:** LocalStack at `http://localstack:4566`. All AWS SDKs and CLIs in this environment already honour the pre-exported `AWS_ENDPOINT_URL=http://localstack:4566`. - **Credentials & region:** `AWS_ACCESS_KEY_ID=test`, `AWS_SECRET_ACCESS_KEY=test`, `AWS_DEFAULT_REGION=us-east-1`. Account ID is `000000000000` (LocalStack's default), which is the value to use when constructing ARNs. - **Installed tools:** `aws` (AWS CLI v2), `awslocal` (pre-configured for LocalStack), `python3`, `boto3`, `curl`, `jq`, `git`, `unzip`, `zip`. A Python venv at `/opt/venv` with `boto3` and `awscli-local` is already on `PATH`. - **Lambda networking:** Lambda functions created in this environment run in Docker containers on the same Compose network as LocalStack and can reach it at `http://localstack:4566`. The function's own `AWS_ENDPOINT_URL` must be set to that value for SDK calls from inside the function to hit LocalStack rather than real AWS. - **Working directory:** `/app`. It is empty , there are no starter files, templates, handlers, hints, or secrets. Everything the pipeline needs must be authored by you. ## Task Build the pipeline described below from scratch and deploy it via **CloudFormation** , the grader rejects solutions built imperatively with the CLI or SDK. The end state must be produced by at least one CloudFormation stack named **`pipeline-stack`** that owns the S3 bucket, the DynamoDB table, and the Lambda function. You are free to split into multiple stacks, add custom resources, choose any logical IDs, and use either `Code.ZipFile` or `Code.S3Bucket` for the Lambda code. ## Required outcome After you finish, the following must all be true in the LocalStack account: 1. A CloudFormation stack named **`pipeline-stack`** exists in `CREATE_COMPLETE` or `UPDATE_COMPLETE` and its stack resources include the S3 bucket `pipeline-source`, the DynamoDB table `pipeline-events`, and the Lambda function `pipeline-processor`. 2. An S3 bucket named **`pipeline-source`** exists. 3. A DynamoDB table named **`pipeline-events`** exists with a single string partition key `object_key`. 4. A Lambda function named **`pipeline-processor`** exists (runtime `python3.11`) and is invoked whenever an object is created in `pipeline-source`. 5. When a new object is put into `pipeline-source`, the Lambda must write one item to `pipeline-events` with these attributes: - `object_key` (S) , the S3 object key - `bucket` (S) , the source bucket name - `size` (N) , the object size in bytes - `event_time` (S) , the S3 event timestamp (non-empty) 6. The Lambda must have permission to be invoked by the S3 service (`Principal: s3.amazonaws.com`) for events from `pipeline-source`. 7. The Lambda execution role must have `dynamodb:PutItem` permission on the `pipeline-events` table. 8. The `pipeline-events` table must be encrypted at rest with a **customer-managed** KMS CMK that is itself created by the `pipeline-stack` CloudFormation stack (not the AWS-managed `alias/aws/dynamodb` key). 9. The Lambda execution role must be able to use that CMK , its policy set must grant `kms:Decrypt` and `kms:GenerateDataKey` on the CMK's ARN (or with `Resource: "*"`). Without these, the Lambda's `PutItem` would fail against an encrypted table even though `dynamodb:PutItem` is granted. ## End-to-end grading The grader uploads a fresh object to `pipeline-source` with a key it chooses, then polls `pipeline-events` for an item whose `object_key` equals that same key. If the item does not appear within a reasonable timeout, the task fails. The grader does not trust any agent-written tests; all assertions run out-of-band against the live LocalStack account.

Check working directory and tools

shell
ls -la /app && aws --version && awslocal --version
output
total 8
drwxr-xr-x 2 root root 4096 Apr 21 17:23 .
drwxr-xr-x 1 root root 4096 Apr 21 18:45 ..
aws-cli/2.34.33 Python/3.14.4 Linux/6.10.14-linuxkit exe/aarch64.ubuntu.24
aws-cli/2.34.33 Python/3.14.4 Linux/6.10.14-linuxkit exe/aarch64.ubuntu.24

[stdout]
total 8
drwxr-xr-x 2 root root 4096 Apr 21 17:23 .
drwxr-xr-x 1 root root 4096 Apr 21 18:45 ..
aws-cli/2.34.33 Python/3.14.4 Linux/6.10.14-linuxkit exe/aarch64.ubuntu.24
aws-cli/2.34.33 Python/3.14.4 Linux/6.10.14-linuxkit exe/aarch64.ubuntu.24

Verify LocalStack connection

shell
awslocal sts get-caller-identity && awslocal cloudformation list-stacks --stack-status-filter CREATE_COMPLETE UPDATE_COMPLETE 2>&1 | head -50
output
{
    "UserId": "AKIAIOSFODNN7EXAMPLE",
    "Account": "000000000000",
    "Arn": "arn:aws:iam::000000000000:root"
}
{
    "StackSummaries": []
}

[stdout]
{
    "UserId": "AKIAIOSFODNN7EXAMPLE",
    "Account": "000000000000",
    "Arn": "arn:aws:iam::000000000000:root"
}
{
    "StackSummaries": []
}
I'll build a single CloudFormation template with all resources, then deploy it. Let me author the Lambda code, the template, and deploy.
write · /app/template.yaml
AWSTemplateFormatVersion: "2010-09-09"
Description: S3 -> Lambda -> DynamoDB event pipeline

Resources:

  EventsKey:
    Type: AWS::KMS::Key
    Properties:
      Description: CMK for pipeline-events DynamoDB table
      EnableKeyRotation: true
      KeyPolicy:
        Version: "2012-10-17"
        Statement:
          - Sid: EnableRootAccess
            Effect: Allow
            Principal:
              AWS: !Sub "arn:aws:iam::${AWS::AccountId}:root"
            Action: "kms:*"
            Resource: "*"

  EventsTable:
    Type: AWS::DynamoDB::Table
    Properties:
      TableName: pipeline-events
      BillingMode: PAY_PER_REQUEST
      AttributeDefinitions:
        - AttributeName: object_key
          AttributeType: S
      KeySchema:
        - AttributeName: object_key
          KeyType: HASH
      SSESpecification:
        SSEEnabled: true
        SSEType: KMS
        KMSMasterKeyId: !GetAtt EventsKey.Arn

  LambdaExecutionRole:
    Type: AWS::IAM::Role
    Properties:
      AssumeRolePolicyDocument:
        Version: "2012-10-17"
        Statement:
          - Effect: Allow
            Principal:
              Service: lambda.amazonaws.com
            Action: sts:AssumeRole
      ManagedPolicyArns:
        - arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole
      Policies:
        - PolicyName: WriteEvents
          PolicyDocument:
            Version: "2012-10-17"
            Statement:
              - Effect: Allow
                Action:
                  - dynamodb:PutItem
                Resource: !GetAtt EventsTable.Arn
              - Effect: Allow
                Action:
                  - kms:Decrypt
                  - kms:GenerateDataKey
                Resource: !GetAtt EventsKey.Arn

  ProcessorFunction:
    Type: AWS::Lambda::Function
    Properties:
      FunctionName: pipeline-processor
      Runtime: python3.11
      Handler: index.handler
      Role: !GetAtt LambdaExecutionRole.Arn
      Timeout: 30
      Environment:
        Variables:
          AWS_ENDPOINT_URL: http://localstack:4566
          EVENTS_TABLE: !Ref EventsTable
      Code:
        ZipFile: |
          import os
          import urllib.parse
          import boto3

          TABLE = os.environ["EVENTS_TABLE"]
          ENDPOINT = os.environ.get("AWS_ENDPOINT_URL")
          ddb = boto3.client("dynamodb", endpoint_url=ENDPOINT) if ENDPOINT else boto3.client("dynamodb")

          def handler(event, context):
              for record in event.get("Records", []):
                  s3 = record["s3"]
                  key = urllib.parse.unquote_plus(s3["object"]["key"])
                  bucket = s3["bucket"]["name"]
                  size = int(s3["object"].get("size", 0))
                  event_time = record.get("eventTime", "")
                  ddb.put_item(
                      TableName=TABLE,
                      Item={
                          "object_key": {"S": key},
                          "bucket": {"S": bucket},
                          "size": {"N": str(size)},
                          "event_time": {"S": event_time},
                      },
                  )
              return {"status": "ok"}

  InvokePermission:
    Type: AWS::Lambda::Permission
    Properties:
      FunctionName: !GetAtt ProcessorFunction.Arn
      Action: lambda:InvokeFunction
      Principal: s3.amazonaws.com
      SourceAccount: !Ref AWS::AccountId
      SourceArn: !Sub "arn:aws:s3:::pipeline-source"

  SourceBucket:
    Type: AWS::S3::Bucket
    DependsOn: InvokePermission
    Properties:
      BucketName: pipeline-source
      NotificationConfiguration:
        LambdaConfigurations:
          - Event: s3:ObjectCreated:*
            Function: !GetAtt ProcessorFunction.Arn

Outputs:
  BucketName:
    Value: !Ref SourceBucket
  TableName:
    Value: !Ref EventsTable
  FunctionName:
    Value: !Ref ProcessorFunction
  KeyArn:
    Value: !GetAtt EventsKey.Arn

Create the CloudFormation stack

shell
awslocal cloudformation create-stack --stack-name pipeline-stack --template-body file:///app/template.yaml --capabilities CAPABILITY_IAM 2>&1
output
{
    "StackId": "arn:aws:cloudformation:us-east-1:000000000000:stack/pipeline-stack/37a938b1-ef7b-466d-90f2-5b57244665c1"
}

[stdout]
{
    "StackId": "arn:aws:cloudformation:us-east-1:000000000000:stack/pipeline-stack/37a938b1-ef7b-466d-90f2-5b57244665c1"
}

Wait for stack and show status

shell
awslocal cloudformation wait stack-create-complete --stack-name pipeline-stack 2>&1; awslocal cloudformation describe-stacks --stack-name pipeline-stack --query 'Stacks[0].StackStatus' 2>&1
output
"CREATE_COMPLETE"

[stdout]
"CREATE_COMPLETE"
Stack created. Let me verify resources and then end-to-end test.

List stack resources

shell
awslocal cloudformation describe-stack-resources --stack-name pipeline-stack --query 'StackResources[].[LogicalResourceId,ResourceType,ResourceStatus]' --output table 2>&1
output
-----------------------------------------------------------------------
|                       DescribeStackResources                        |
+---------------------+---------------------------+-------------------+
|  EventsKey          |  AWS::KMS::Key            |  CREATE_COMPLETE  |
|  EventsTable        |  AWS::DynamoDB::Table     |  CREATE_COMPLETE  |
|  LambdaExecutionRole|  AWS::IAM::Role           |  CREATE_COMPLETE  |
|  ProcessorFunction  |  AWS::Lambda::Function    |  CREATE_COMPLETE  |
|  InvokePermission   |  AWS::Lambda::Permission  |  CREATE_COMPLETE  |
|  SourceBucket       |  AWS::S3::Bucket          |  CREATE_COMPLETE  |
+---------------------+---------------------------+-------------------+

[stdout]
-----------------------------------------------------------------------
|                       DescribeStackResources                        |
+---------------------+---------------------------+-------------------+
|  EventsKey          |  AWS::KMS::Key            |  CREATE_COMPLETE  |
|  EventsTable        |  AWS::DynamoDB::Table     |  CREATE_COMPLETE  |
|  LambdaExecutionRole|  AWS::IAM::Role           |  CREATE_COMPLETE  |
|  ProcessorFunction  |  AWS::Lambda::Function    |  CREATE_COMPLETE  |
|  InvokePermission   |  AWS::Lambda::Permission  |  CREATE_COMPLETE  |
|  SourceBucket       |  AWS::S3::Bucket          |  CREATE_COMPLETE  |
+---------------------+---------------------------+-------------------+

Upload object and verify DynamoDB item

shell
TESTKEY="test-$(date +%s).txt"; echo "hello world" > /tmp/testfile.txt; awslocal s3 cp /tmp/testfile.txt s3://pipeline-source/$TESTKEY 2>&1; echo "TESTKEY=$TESTKEY"; sleep 5; awslocal dynamodb get-item --table-name pipeline-events --key "{\"object_key\":{\"S\":\"$TESTKEY\"}}" 2>&1
output
Completed 12 Bytes/12 Bytes (1.1 KiB/s) with 1 file(s) remaining
upload: ../tmp/testfile.txt to s3://pipeline-source/test-1776797267.txt
TESTKEY=test-1776797267.txt
{
    "Item": {
        "bucket": {
            "S": "pipeline-source"
        },
        "object_key": {
            "S": "test-1776797267.txt"
        },
        "size": {
            "N": "12"
        },
        "event_time": {
            "S": "2026-04-21T18:47:47.834Z"
        }
    }
}

[stdout]
Completed 12 Bytes/12 Bytes (1.1 KiB/s) with 1 file(s) remaining
upload: ../tmp/testfile.txt to s3://pipeline-source/test-1776797267.txt
TESTKEY=test-1776797267.txt
{
    "Item": {
        "bucket": {
            "S": "pipeline-source"
        },
        "object_key": {
            "S": "test-1776797267.txt"
        },
        "size": {
            "N": "12"
        },
        "event_time": {
            "S": "2026-04-21T18:47:47.834Z"
        }
    }
}
End-to-end pipeline works. The stack `pipeline-stack` owns all required resources (S3 bucket, DynamoDB table with CMK encryption, KMS CMK, Lambda, IAM role with DynamoDB + KMS permissions, Lambda invoke permission for S3), and uploading an object to `pipeline-source` produced the expected item in `pipeline-events` with all four required attributes.
Final diff , what the agent changed

No file changes, the agent left the workspace untouched.

Verifier output , the proof behind the reward
tests/test.sh
============================= test session starts ==============================
platform linux -- Python 3.12.3, pytest-8.4.1, pluggy-1.6.0 -- /root/.cache/uv/archive-v0/kOF0JgegNKM5FrpKcb0Lz/bin/python
cachedir: .pytest_cache
rootdir: /tests
plugins: json-ctrf-0.3.5
collecting ... collected 13 items

../tests/test_state.py::test_aws_cli_binary_is_real PASSED               [  7%]
../tests/test_state.py::test_localstack_reachable PASSED                 [ 15%]
../tests/test_state.py::test_cfn_stack_is_deployed PASSED                [ 23%]
../tests/test_state.py::test_cfn_stack_owns_core_resources PASSED        [ 30%]
../tests/test_state.py::test_bucket_exists PASSED                        [ 38%]
../tests/test_state.py::test_table_exists_with_correct_schema PASSED     [ 46%]
../tests/test_state.py::test_lambda_exists_with_correct_runtime PASSED   [ 53%]
../tests/test_state.py::test_lambda_permission_allows_s3_invoke PASSED   [ 61%]
../tests/test_state.py::test_bucket_notification_points_at_lambda PASSED [ 69%]
../tests/test_state.py::test_stack_owns_customer_managed_kms_key PASSED  [ 76%]
../tests/test_state.py::test_ddb_encrypted_with_stack_cmk PASSED         [ 84%]
../tests/test_state.py::test_lambda_role_can_use_the_cmk PASSED          [ 92%]
../tests/test_state.py::test_end_to_end_put_creates_ddb_item PASSED      [100%]

=============================== warnings summary ===============================
test_state.py: 21 warnings
  /root/.cache/uv/archive-v0/kOF0JgegNKM5FrpKcb0Lz/lib/python3.12/site-packages/botocore/auth.py:424: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
    datetime_now = datetime.datetime.utcnow()

-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
==================================== PASSES ====================================
=========================== short test summary info ============================
PASSED ../tests/test_state.py::test_aws_cli_binary_is_real
PASSED ../tests/test_state.py::test_localstack_reachable
PASSED ../tests/test_state.py::test_cfn_stack_is_deployed
PASSED ../tests/test_state.py::test_cfn_stack_owns_core_resources
PASSED ../tests/test_state.py::test_bucket_exists
PASSED ../tests/test_state.py::test_table_exists_with_correct_schema
PASSED ../tests/test_state.py::test_lambda_exists_with_correct_runtime
PASSED ../tests/test_state.py::test_lambda_permission_allows_s3_invoke
PASSED ../tests/test_state.py::test_bucket_notification_points_at_lambda
PASSED ../tests/test_state.py::test_stack_owns_customer_managed_kms_key
PASSED ../tests/test_state.py::test_ddb_encrypted_with_stack_cmk
PASSED ../tests/test_state.py::test_lambda_role_can_use_the_cmk
PASSED ../tests/test_state.py::test_end_to_end_put_creates_ddb_item
======================= 13 passed, 21 warnings in 2.43s ========================

Reproduce this trial: git checkout 2f94510 && PYTHONPATH=src python3 scripts/build_site.py , then open trial/trial_987320a96a4b4e36. Re-running the agent live requires EVAL_PLATFORM_ENABLE_OAUTH_SMOKE=1 and is non-deterministic.

Trial trial_987320a96a4b4e36 · verifier authoritative; classifier explanatory.