# AI-Augmented Infrastructure as Code resource "aws_comprehend_entity_recognizer" "compliance_recognizer" { name = "compliance-entity-recognizer" data_access_role_arn = aws_iam_role.comprehend_role.arn language_code = "en" input_data_config { entity_types = ["COMPLIANCE_VIOLATION", "PII_DATA", "SECURITY_ISSUE"] annotations { s3_uri = "s3://compliance-training-data/annotations.csv" } documents { s3_uri = "s3://compliance-training-data/documents.txt" } } } # Auto-Remediation Lambda Function resource "aws_lambda_function" "auto_remediation" { function_name = "iac-auto-remediation" handler = "remediation.handler" runtime = "python3.9" role = aws_iam_role.lambda_role.arn environment { variables = { OPENAI_API_KEY = var.openai_api_key MODEL = "gpt-4" MAX_TOKENS = 1000 } } } # Serverless Event Processing resource "aws_dynamodb_table" "events_table" { name = "events-table" billing_mode = "PAY_PER_REQUEST" hash_key = "id" attribute { name = "id" type = "S" } attribute { name = "event_type" type = "S" } attribute { name = "timestamp" type = "N" } global_secondary_index { name = "EventTypeIndex" hash_key = "event_type" range_key = "timestamp" projection_type = "ALL" } point_in_time_recovery { enabled = true } } # ML-Based Anomaly Detection resource "aws_kinesis_firehose_delivery_stream" "metrics_stream" { name = "metrics-to-s3" destination = "extended_s3" extended_s3_configuration { role_arn = aws_iam_role.firehose_role.arn bucket_arn = aws_s3_bucket.metrics_bucket.arn data_format_conversion_configuration { input_format_configuration { deserializer { hive_json_ser_de {} } } output_format_configuration { serializer { parquet_ser_de {} } } schema_configuration { database_name = aws_glue_catalog_database.metrics_database.name table_name = aws_glue_catalog_table.metrics_table.name role_arn = aws_iam_role.glue_role.arn } } processing_configuration { enabled = "true" processors { type = "Lambda" parameters { parameter_name = "LambdaArn" parameter_value = aws_lambda_function.metric_processor.arn } } } } }

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The First API Banking: Innovation Beyond the Buzzword

Innovation is often mistaken for experimentation. But in BFSI, innovation means balancing agility with regulation, and creativity with credibility.

India’s First API Banking Platform

Led engineering and platform strategy for India’s first API Banking platform at Yes Bank, unlocking new fintech collaboration models.

€7M Saved with AIOps MVP

Used NLP and SBERT to automate triage and service management, reducing MTTR from 200 hours to 3 minutes.

Academia and Startup Collaborations

Engaged with IIT Bombay and early-stage AI ventures to bring fresh thinking into enterprise architecture.

Failing Forward

Innovation in BFSI is boring by design—but revolutionary by impact.
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