Posted inAI AWS Data Engineering
S3 Files for Lambda: a real workspace for serverless AI agents
S3 Files lets Lambda mount S3 buckets as file systems. Learn the architecture, IAM, VPC, agent workflow, and data pipeline trade-offs.
Posted inAI AWS Technical Blogs
AWS MCP Server GA: secure AI agents for AWS teams
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.
Posted inAWS Data Engineering Technical Blogs
Amazon S3 Files: What Data Engineers Actually Need to Know
S3 Files went generally available on April 7, 2026. The AWS blog covered the setup steps. This post covers something more useful: what it actually changes for data engineers who…
Posted inProgramming Python
Python Basics: Variables, Data Types, Loops, and Functions Explained
Python is one of the most popular programming languages in the world — and for good reason. It's readable, powerful, and used everywhere from data engineering to web development to…
Posted inAI Technical Blogs
Perplexity Computer: How It Coordinates 19 AI Models to Execute Entire Workflows for You
Perplexity Computer is a multi-agent AI system that coordinates 19 AI models to autonomously execute complex workflows — research, coding, data tasks and more. Here is how its coordinator-sub-agent architecture works and where it fits for data engineers and enterprise teams.
Posted inAI AWS Technical Blogs
AWS Bedrock Security: 8 Real Attack Paths and How to Block Them
AWS Bedrock security guide covering 8 real attack paths and the controls to block log abuse, RAG data theft, agent hijack, flow injection, and prompt poisoning.
Posted inAWS Technical Blogs
Redshift Materialized Views: How They Work, Why They’re Fast, and When to Use Them
Redshift materialized views are precomputed query results stored physically in Amazon Redshift, which makes repeated analytics queries much faster than running heavy joins and aggregations every time. They are ideal…
Posted inDevops Technical Blogs
OpenClaw Important Commands and Useful Tips to Keep It Fast (Memory + Compaction Guide)
A practical OpenClaw guide covering essential CLI commands, performance tuning, memory best practices, and compaction settings to keep sessions fast and stable.
Posted inAI Technical Blogs
OpenClaw Architecture: How It Executes Tasks and What to Remember
OpenClaw Architecture: A Deep Dive for Developers OpenClaw is a powerful, self-hosted framework for building AI agents, but what’s happening under the hood? Its effectiveness comes from a modular, decoupled…
Posted inAI Programming
How to Run Qwen2.5 Locally with Claude Code (No API Bills, Full Agentic Coding)
You can run Qwen2.5-Coder-32B entirely on your local GPU and point Claude Code at it via a single environment variable — eliminating Anthropic API costs for long agentic sessions. This…