My Battles With Technology

Implement anomaly detection with scikit-learn: Isolation Forest algorithm, contamination tuning, threshold optimization, and production deployment patterns with example code.

Advanced anomaly detection with deep learning using PyTorch autoencoders, variational autoencoders (VAE), and LSTM networks.

Explore decentralized AI architectures: federated learning, blockchain model registries, distributed inference, and privacy-preserving computation using real-world frameworks like Ocean Protocol and Flower.

Implement Explainable AI with SHAP, LIME, and saliency maps.

Build production-grade AI chatbots with LLMs, RAG, and vector databases: GPT-4, LangChain, Pinecone integration, streaming responses, conversation memory, and FastAPI deployment.

Implement WebSockets for real-time communication using WS library, Node.js, and Socket.io.

Implement Gemini text embeddings for semantic search, RAG applications, and vector similarity matching.

Develop custom applications for Flipper Zero using the Flipper Application Framework.

Production security workflows for AI-generated code using Semgrep, Bandit, CodeQL, and secure prompting strategies.

Production reinforcement learning with Stable-Baselines3, RLlib, and Gymnasium.

Detect and remove stalkerware: identify suspicious app permissions, network traffic analysis, battery drain patterns.

Detect and mitigate AI bias using fairness metrics (demographic parity, equalized odds), AI Fairness 360, Fairlearn, reweighing, and adversarial debiasing with production examples.

Implement AWS Auto Scaling for cloud storage with S3, Glue ETL, and CloudWatch metrics.

Create NES games with C and CC65 compiler.

Deep dive into transformer architecture, modern LLMs (GPT-4, Claude, Llama), RAG systems, fine-tuning with LoRA, and prompt engineering for production applications.

Optimize deep learning models with post-training quantization, knowledge distillation, structured pruning, ONNX conversion, and TensorRT deployment for production inference.

Build serverless AI/ML pipelines using AWS Lambda, S3, Glue ETL, SageMaker, and containerized model deployment with Docker and Kubernetes orchestration.

Build scalable React Native apps with OAuth 2.0, JWT authentication, Redux state management, Firebase integration, and AES encryption for cross-platform development.

Deep dive into container networking with network namespaces, CNI plugins, Kubernetes services, network policies, and packet flow analysis with iptables and tcpdump.

Build fair recommendation systems with bias mitigation: data preprocessing, fairness-aware algorithms, SHAP explainability, and diversity enhancement post-processing.

Secure IoT devices with PKI authentication, TLS/DTLS encryption, firmware signing, network segmentation, and MQTT security protocols.

Learn about the evolution of cryptographic hash functions, the limitations of SHA-1, and how to implement SHA-256 in your applications.

Discover the concept of Unified Kernel Images (UKIs) and learn how to implement them to improve secure boot processes.

Discover how SOC analysts can use AI and cloud-based tools to streamline network flow analysis, detect security threats, and improve incident response times.

The migration to Hugo is complete!

This post details my ongoing migration from WordPress to Hugo, highlighting the key improvements, migration process, and what to expect during the transition.

Explore how AutoML, no-code platforms, and NLP make AI accessible to everyone.

Translate AWS security to on-premise concepts.

Build secure Docker images and deploy to Kubernetes with Terraform.

Add pre-commit hooks, automated tests, and pytest to Python pipelines.

Route Kubernetes logs through Cribl to Splunk using HEC.

Secure your CI/CD pipeline with GitHub branch protection, Dependabot, CodeQL, and secret scanning.

Centralize Kubernetes logs with Splunk using OpenTelemetry Collector.

Troubleshoot Tetragon logging in Kubernetes clusters.

Master SPF and DKIM DNS records to prevent email spoofing, boost deliverability, and protect your brand from impersonation attacks with practical examples.

Learn to read DMARC reports, protect your domain from email fraud, and implement DNS records step-by-step for better email security and deliverability.

Implement runtime security with Tetragon on Kubernetes.

Review Starboard infrastructure scan reports with kube-bench.

Analyze Starboard configuration audit reports with jq.

Use Kubernetes initContainers with Bitnami MySQL to sync data from Git repos.

Install and use Starboard for Kubernetes cluster security.

Secure CI/CD pipelines with Terrascan security scanning.

Automate database schema changes with Liquibase and GitHub Actions.

Build a database CI/CD pipeline with Terraform and Kubernetes.

Analyze UNFI supply chain breach: attack vectors, impact on grocery operations, incident response strategies, and network segmentation best practices for sysadmins.

Build test Active Directory environments with Terraform on AWS.

Simplify Terraform imports with generate-config-out feature.

Automate Kubernetes infrastructure with Terraform and GitHub Actions.

Store Terraform state files in AWS S3 with DynamoDB locking.

Benchmark and optimize Rego policy performance with OPA's testing tools.