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Recent posts tagged aws

Description for Tag: "aws"

Amazon Web Services, a comprehensive cloud computing platform.
Level UI • 21 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
7 Reactions 7 Comments
Avneet • 21 hours • in Articles • 2 min read
From Writing the Spec to Approving It: What AI-DLC Looks Like on a Real Build
🤖 From Writing the Spec to Approving It: What AI-DLC Looks Like on a Real Build > TL;DR > - AI-DLC is public and open source: awslabs/aidlc-workflowshttps://github.com/awslabs/aidlc-workflows. The method comes from this AWS DevOps blog posthttps://...
post-cover-33078
  • aws
  • ai
  • software-development
  • devops
0 Reactions 3 Comments
SendFleet • 3 days • in Articles • 1 min read
I automated the hardest parts of Amazon SES, so you can send from your own AWS account in two minute
Amazon SES is the most cost-effective way to send transactional email. But a production setup takes real work: IAM, the sandbox, bounce and complaint handling, logs, and watching your reputation. I built SendFleet to do that work inside your own AWS ...
post-cover-32773
  • aws
  • email
  • saas
  • byoc
2 Reactions 3 Comments
Avneet • 3 days • in Articles • 10 min read
Organization-Wide EC2 DNS Automation with EventBridge & AWS Config Aggregator: One Rule Per Account
🌐 Organization-Wide EC2 DNS Automation with EventBridge and AWS Config Aggregator: One Rule Per Account > TL;DR > - Detecting EC2 launches and terminations across a whole AWS Organization for DNS is not the five-minute single-account job it looks l...
post-cover-32736
  • aws
  • devops
  • serverless
  • automation
5 Reactions 2 Comments
Avneet • Oct 21 • in Articles • 6 min read
Kubernetes Security Is Three Problems, Not One: Admission, Identity, Runtime
🛡️ Kubernetes Security Is Three Problems, Not One: Admission, Identity, Runtime > TL;DR > - Most Kubernetes compromises start inside the perimeter, where the firewall verifies nothing. > - Treat security as three independent problems: admission wha...
post-cover-32018
  • kubernetes
  • security
  • aws
  • devops
2 Reactions 7 Comments
JayaPrakashEdala • Oct 21 • in Articles • 4 min read
How AWS Is Designed: Regions, Availability Zones, and Where a Workload Runs
Most AWS learning starts with picking a service. The first decision is actually where the workload runs. Region and Availability Zone choices shape availability, speed, compliance, and cost for everything built on top of them. WHAT AWS is organized...
post-cover-31946
  • cloud
  • aws
  • architecture
  • infrastructure
2 Reactions 2 Comments
M_UmairAshraf • Oct 21 • in Articles • 8 min read
AWS PyTorch: Build, Train, and Deploy Deep Learning Models in the Cloud
title: "AWS PyTorch: Build, Train, and Deploy Deep Learning Models in the Cloud" published: true description: "Learn how to build a PyTorch image classifier, store model artifacts in Amazon S3, and move toward managed machine learning training and d...
  • aws
  • pytorch
  • machinelearning
  • python
4 Reactions 1 Comments
Avneet • Oct 20 • in Articles • 9 min read
A Field Guide to Beating Amazon Bedrock Throttling
🛡️ A Field Guide to Beating Amazon Bedrock Throttling > TL;DR > - Know your quota first: check Service Quotas, learn which limits are adjustable soft and which are not hard. > - Retry with exponential backoff and full jitter on throttling errors. T...
post-cover-31889
  • ai
  • bedrock
  • llm
  • aws
0 Reactions 0 Comments
Tom Smithverified • 17 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
Avneet • Oct 18 • in Articles • 6 min read
The Bottleneck Was Not the Model. It Was the Prompt Lookup.
🔑 The Bottleneck Was Not the Model. It Was the Prompt Lookup. > TL;DR > - A managed prompt-management service was throttling prompt retrieval on the hot path, which capped the whole pipeline. > - The model was never the bottleneck. Fetching the pro...
post-cover-31651
  • aws
  • llm
  • ai
  • prompts
3 Reactions 2 Comments
Ajay Dhungel • Oct 14 • in Articles • 3 min read
Leveraging AWS CodePipeline pipeline and Serverless Framework to deploy a Flask API.
For the past couple of days. I have been working with the Serverless framework. I came to know that you can actually host your flask API that integrates several AWS services such as Lambda, API Gateway, and DynamoDB using this framework. I had to s...
  • aws
  • awscommunity
  • serverless
  • devtool
0 Reactions 0 Comments
Ajay Dhungel • Oct 14 • in Articles • 3 min read
AWS Step Functions: Creating a ‘Busy Waiting’ flow to wait for successful lambda executions.
Hi everyone, welcome to this article. In the past few days, I had to create a logic in AWS Step functions which involved waiting for a lambda that queries athena before going forward in the flow. When I was discussing the logic, it felt like an ea...
  • stepfunctions
  • lambda
  • aws
  • loop
2 Reactions 1 Comments
ideategudy • Oct 10 • in Articles • 9 min read
How I Built and Deployed a Production ready MERN Application on AWS using Modular Terraform and Keyless GitHub Actions OIDC
Deploying a full-stack web application into production is often one of the most daunting steps for modern developers. You build a complete application locally, but when it comes to hosting it securely on cloud infrastructure with HTTPS, custom domain...
post-cover-30642
  • aws
  • devops
  • terraform
  • webdev
5 Reactions 3 Comments
Avneet • Oct 10 • in Articles • 11 min read
A Prompt-Injection Firewall for AWS: What I'd Build, and What I Measured
🛡️ A Prompt-Injection Firewall for AWS: What I'd Build, and What I Measured > TL;DR > - Prompt injection is OWASP's #1 LLM risk across every edition, and a 2026 proof shows pure input-wrapper defenses face a hard trilemma: they cannot be continuous...
post-cover-30639
  • ai
  • aws
  • security
  • llm
2 Reactions 0 Comments
Avneet • Oct 10 • in Articles • 5 min read
Give Your Document OCR Pipeline a Memory
After OCR, most pipelines throw the layout away and re-discover the same form from scratch every time. textract-field-memoryhttps://github.com/aws-samples/sample-textract-field-memory is a small, zero-dependency Python layer that remembers where fiel...
post-cover-30618
  • aws
  • ocr
  • textract
  • machinelearning
4 Reactions 2 Comments
Avneet • Oct 10 • in Articles • 4 min read
Your LLM Keeps Making the Same Extraction Mistake. Here's How to Make It Learn.
> TL;DR — I open-sourced an AWS sample that makes LLM document extraction learn from human corrections. Each QA fix is captured once and reused, so the pipeline gets more accurate and cheaper over time — with no retraining and no redeployment. Repo: ...
post-cover-30620
  • bedrock
  • aws
  • llm
  • machinelearning
2 Reactions 0 Comments
Avneet • Oct 10 • in Articles • 7 min read
Cut LLM Document-Extraction Cost by 85% Without Losing Accuracy
Most production LLM extraction pipelines route every field through a frontier model, every time. It works, and for a while nobody questions the bill. Then volume grows, or someone runs the per-document math, and the real question shows up. How much o...
post-cover-30616
  • ai
  • aws
  • llm
  • machinelearning
4 Reactions 0 Comments
Fahad Khalid • Oct 6 • in Articles • 8 min read
AWS: IAM, Regions, Availability Zones, and the Shared Responsibility Model
AWS: IAM, Regions, Availability Zones, and the Shared Responsibility Model A Practical Beginner's Guide with Certification Mapping SAA / MLA-C02 / Professional Foundations The Beginner Problem One of the most common mistakes new AWS users make is...
post-cover-30007
  • aws
  • studentsuccess
  • career
4 Reactions 1 Comments
Tom Smithverified • Oct 2 • in Articles • 5 min read
Developer Weekly Briefing — October 2, 2026
A lighter week by volume — but the three security stories that did land are worth understanding carefully. Here's what mattered. A crafted package name was enough to reach an AI agent's AWS credentials BeyondTrust's Phantom Labs researcher Sergio ...
post-cover-29529
  • devops
  • aiagents
  • devsecops
  • aws
5 Reactions 1 Comments
seosiri • Oct 1 • in Articles • 3 min read
Why the Enterprise Demands VPC for MCP: Deep Dive into SEOSiri’s Isolated AI Security Blueprint
!https://coderlegion.com/?qa=blob&qablobid=15612186850484753467 The adoption of the Model Context Protocol MCP has changed how developers orchestrate contextual data between Large Language Models LLMs and systems. However, as autonomous AI agents ...
  • mcp
  • aws
  • googlecloud
  • azure
0 Reactions 2 Comments
PrudentDev • Sep 21 • in Articles • 5 min read
Building Email Aliases with Amazon SES: Lessons from EpicMail.org
You create an email address for a project. A month later, the project ends, but the email keeps coming. Having a separate address helped you organize the mail. Being able to switch that address off would make it much more useful. That is the idea b...
post-cover-27964
  • amazon-ses
  • aws
  • email
  • software-development
4 Reactions 2 Comments
fluxread • Sep 18 • in Articles • 1 min read
Beyond the Model: Why AWS Spent $8B on Generators & What It Means for Cloud Architecture
Hey Legions, When we think about scaling AI, we usually talk about model params, CUDA kernels, or vector search efficiency. But there’s a physical limit we’re rapidly hitting: Raw Grid Power. Amazon Web Services AWS just locked in an $8 Billion con...
  • amazon
  • cloud
  • devops
  • aws
0 Reactions 0 Comments
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