Ansible is the backbone of Server infrastructure workflow.
But if you're still manually configuring nodes, you're doing it the hard way.
โI simplified why Ansible is a game changer for DevOps:
1. โAgentless (Keep it simple)
2. โYAML-based (Readable for the team)
3. โIdempotent (Predictable states)
โStop manual configuration. Start automating.
โ
โ#DevOps #Ansible #CloudEngineering #IaC #TechTips
Just open-sourced Green-GPU Orchestrator
Turn 1 expensive GPU into 10 fractional GPUs using NVIDIA time-slicing on Amazon Web Services EKS.
What it does:
โข Run up to 10 AI models on a single GPU
โข Smart autoscaling with KEDA based on real queue depth
โข Green-aware scheduling โ shift workloads toward renewable energy windows
โข Full Terraform + GitOps setup for reproducible infra
Built for GPU cloud providers like Nscale to achieve: Higher utilization โข Lower costs โข Smaller carbon footprint
Repo: https://t.co/tTMa3eK9Gb
If youโre into AI infrastructure, Kubernetes, MLOps, or sustainable computing โ give it a โญ
#GPU #MLOps #Kubernetes #AWS #Sustainability #FractionalGPU
I built a Security-as-Code pipeline inspired by @BlueVoyant's MDR approach that cuts Microsoft Sentinel ingestion costs by 60-70%. Here's how it works ๐
1/ The problem: raw cloud logs flood SIEMs with noise. Health checks, 200 OK responses, unmasked PII --- analysts drown before they find real threats.
2/ The solution: Sentinel-AWS Cyber-Optimizer --- an automated log pipeline that cleans, redacts, and filters data BEFORE it hits your SIEM.
3/ Data flow:
Container Logs โ Fluent Bit โ Kinesis Firehose โ Lambda โ S3 โ SQS โ Microsoft Sentinel
4/ Lambda does the heavy lifting:
Redacts SSNs, credit cards, AWS keys, emails
Drops all HTTP 2XX noise
Always retains 4XX/5XX + security events
5/ Security baked in:
โ Zero hardcoded credentials (OIDC/IRSA)
โ KMS encryption everywhere
โ Private EKS + least-privilege IAM
โ VPC flow logs + audit trails
6/ CI/CD pipeline (GitHub Actions):
pytest โ Trivy CVE scan โ Syft SBOM โ Checkov compliance โ Terraform deploy
Supply chain security is a hard gate, not an afterthought.
7/ Cost wins:
๐ 60โ70% less SIEM ingestion
๐ ~80% storage reduction (GZIP)
๐ ~70% savings with S3 โ Glacier lifecycle
Full repo + architecture diagram ๐
https://t.co/vLeaM1C7tf
#DevSecOps #AWS #CloudSecurity #BlueVoyant #MicrosoftSentinel #Terraform #Kubernetes
AI agents break silently. A site updates its layout and your entire extraction workflow dies โ no error, no alert, nothing.
Inspired by the infrastructure challenges faced by AI-native companies like @TinyFish, I built agent-testing-sandbox to solve exactly this ๐
๐งช What it does:
Spins up a full AWS cloud environment on every code push, validates agent workflows against real target sites, then tears everything down automatically. Ephemeral by design.
๐ The core problem it solves:
Website changes silently break agent logic. This sandbox catches regressions in an isolated environment BEFORE they reach production โ the same reliability challenge TinyFish-style companies face when building agentic pipelines at scale.
โ๏ธ How it works:
1๏ธโฃ Dev pushes code to GitHub
2๏ธโฃ GitHub Actions triggers Terraform โ spins up VPC + EC2 on AWS
3๏ธโฃ Agent test scripts deploy + run via Docker
4๏ธโฃ Pytest validates semantic extraction output
5๏ธโฃ Pass or fail โ all infra is destroyed. Every time.
๐ ๏ธ Full tech breakdown:
โ Terraform (ephemeral infra as code)
โ GitHub Actions (CI/CD orchestration)
โ Python + Pytest (agent workflow validation)
โ Docker (containerised runner)
โ AWS: VPC, EC2, S3, IAM (least-privilege)
โ Spot Instances (90% cost saving)
โ Slack/Discord alerts (proactive failure detection)
โ Infracost (PR-level cost estimates)
โ LocalStack (zero-AWS local testing mode)
โ Designed to run entirely within the AWS Free Tier
โ Mock Mode activates automatically if no AWS credentials are present
โ Site health checks distinguish agent bugs from actual downtime
This is the kind of infra that makes AI agents production-ready โ not just demos.
This is my first personal project after @AltSchoolAfrica
๐ https://t.co/CHEtXyXhmy
#AIAgents #TinyFish #DevOps #Terraform #AWS #CloudEngineering #Python #AgentTesting #OpenSource #CI_CD
Iโm officially a Certified Cloud Engineer! โ๏ธ๐
Huge shout out to @AltSchoolAfrica for the intense journey. From mastering AWS and Terraform to orchestrating Kubernetes clusters, itโs been a massive level-up.
โReady to build and scale. ๐
โ#CloudEngineering#DevOps#AWS
I am a Graduate of @AltSchoolAfricaโs Cloud Engineering program! ๐โ๏ธ
โFrom mastering AWS to deploying production-grade EKS clusters, this journey has been intense and incredibly rewarding. Next stop: Junior Cloud/DevOps Engineer! ๐
โ#AltGrads26, #TrainedByAltSchool, #Baraka'25.