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Posted inAI

Anthropic’s J-Lens: How Researchers Read What Claude Is Thinking Before It Speaks

Posted by Afzal Malik July 14, 2026
Anthropic's J-lens reads what Claude is thinking before it speaks. Here's how the J-space really works, the fake-bug moment, and why it's no lie detector.
Read More
Loom for AWS deployment architecture diagram: Cognito, Route 53, and an ALB in the public subnet routing to a React frontend, FastAPI backend, RDS Proxy with Postgres, S3, and AgentCore Runtime in the private subnet.
Posted inAI AWS

Loom for AWS Explained: How the Open-Source Agent Platform Deploys

Posted by Afzal Malik July 13, 2026
Loom for AWS is AWS's open-source platform for deploying AI agents on Bedrock AgentCore. We read the architecture diagram to show how it actually works.
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3-tier web application architecture on AWS: Route 53, CloudFront with WAF, a public Application Load Balancer, web and app EC2 tiers in private subnets, and RDS Multi-AZ across two Availability Zones
Posted inAWS Cloud Computing

3-Tier Web Application Architecture on AWS: A Reference Deployment Explained

Posted by Afzal Malik July 12, 2026
A walkthrough of a 3-tier web application architecture on AWS: Route 53, CloudFront, a public ALB, EC2 in private subnets, and RDS Multi-AZ auto failover.
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Featured image for S3 Files as an alternative to internal SFTP workflows
Posted inAWS Data Engineering Technical Blogs

S3 Files Instead of SFTP: When It Works, When It Does Not, and How Data Teams Should Decide

Posted by Ruby Malik May 17, 2026
S3 Files can replace SFTP in some internal AWS workflows, but not partner-facing secure file exchange. Here is how data teams should decide.
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Technical illustration showing legacy SFTP moving to AWS Transfer Family and S3 data pipelines
Posted inAWS Data Engineering Technical Blogs

AWS Transfer Family SFTP: Pricing, Limits, and the Management Case

Posted by Ruby Malik May 17, 2026
A management-ready guide to AWS Transfer Family SFTP pricing, limitations, and when data engineering teams should replace traditional SFTP servers.
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Illustration of an AI agent passing through a policy checkpoint before accessing a cloud server
Posted inAI AWS Technical Blogs

Trusted Remote Execution Explained: AWS Rex for Safer AI Agents

Posted by Ruby Malik May 16, 2026
Trusted Remote Execution, or Rex, lets AI agents and humans run scripts safely by checking every system action against a policy before it runs.
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Illustration of serverless AI agents using AWS Lambda and a shared S3 Files workspace
Posted inAI AWS Data Engineering

S3 Files for Lambda: a real workspace for serverless AI agents

Posted by Ruby Malik May 16, 2026
S3 Files lets Lambda mount S3 buckets as file systems. Learn the architecture, IAM, VPC, agent workflow, and data pipeline trade-offs.
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Illustration of secure AI agents accessing AWS through an MCP server with IAM and audit controls
Posted inAI AWS Technical Blogs

AWS MCP Server GA: secure AI agents for AWS teams

Posted by Ruby Malik May 16, 2026
AWS MCP Server is now GA. Learn how it gives AI agents secure AWS API access, current AWS docs, IAM guardrails, sandboxed scripts, and audit trails.
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Amazon S3 Files: What Data Engineers Actually Need to Know
Posted inAWS Data Engineering Technical Blogs

Amazon S3 Files: What Data Engineers Actually Need to Know

Posted by Ruby Malik April 14, 2026
…
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Python Basics: Variables, Data Types, Loops, and Functions Explained
Posted inProgramming Python

Python Basics: Variables, Data Types, Loops, and Functions Explained

Posted by Ruby Malik April 10, 2026
…
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Recent Posts

  • Anthropic’s J-Lens: How Researchers Read What Claude Is Thinking Before It Speaks
  • Loom for AWS Explained: How the Open-Source Agent Platform Deploys
  • 3-Tier Web Application Architecture on AWS: A Reference Deployment Explained
  • S3 Files Instead of SFTP: When It Works, When It Does Not, and How Data Teams Should Decide
  • AWS Transfer Family SFTP: Pricing, Limits, and the Management Case

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