All Content tagged with Machine Learning & AI
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I am testing Amazon Nova Sonic in us-east-1 using the Bedrock Runtime InvokeModelWithBidirectionalStream API.
AWS allows me to create an application inference profile sourced from both amazon.nova-son...
N_AgarwalEXPERT
published 7 days ago0 votes68 views
AWS Continuum launched in June 2026 as the new umbrella for AWS's security capabilities — yet no community guide exists on re:Post to help practitioners understand which capability to use when or how ...
N_AgarwalEXPERT
published 16 days ago0 votes90 views
Customers deploying AI models on AWS frequently ask: "Should I use Bedrock or SageMaker AI for inference?" The answer depends on their control requirements, model type, cost model preference, and arch...
I am working on an AI image tools platform and want to deploy it on AWS. What AWS services would be suitable for scalable image processing, storage, and API delivery?
The project I am working with is ...
asked 18 days ago
N_AgarwalEXPERT
published 19 days ago0 votes94 views
Customers scaling agentic AI workloads often see token costs grow faster than business value — a single frontier model handling all tasks (routing, classification, summarization, generation) drives hi...
We are currently working with Nova Sonic to build AI agents for a healthcare application.
These agents assist patients and are designed to detect signals of discomfort (such as pain, depression, or su...
On bedrock-mantle I cannot get any computer-use tool type accepted on `openai.gpt-5.4`. The [GPT-5.4 model card](https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-54.html), ho...
I have an Amazon Bedrock model customization (fine-tuning) job that completed data validation almost immediately, but training has not started even after 24+ hours.
Details:
- Job name: marco-demo01-...
Hi everyone,
I'm experiencing an unexplained, sudden increase in training resources for our Amazon Personalize solution and would deeply appreciate some advice.
[Symptom Summary]
Recipe used: aws-us...
Hi everyone,
I'm looking for some guidance on handling a confirmation use case in Amazon Lex V2.
**Use case**
I have an intent called SubmitRequest with a slot named **AddressConfirmation**.
The b...
Radhika KanubaddhiEXPERT
published a month ago0 votes59 views
Five controlled experiments that isolate context window failure modes in production LLM agents. Each experiment changes one variable and measures the impact on answer correctness.
DarshikaEXPERT
published 2 months ago0 votes100 views
AWS Cloud Control API uses AWS CloudFormation resource providers, which may invoke additional API operations beyond the primary service API. As a result, GetResource for an Amazon Bedrock Agent can re...