Abhishek Jha | Freelancer & ethical hacker

Personal Reflections & Tech Insights

Blogs

Aug 22, 2026 5 min read

ML Pipelines Break. Data Observability Helps

Building reliable ML pipelines is tough, and data issues are often the root cause. Data observability provides the visibility needed to catch problems early and prevent model failures.

Aug 11, 2026 5 min read

Scaling Reinforcement Learning in Production

Moving RL agents from research to production brings unique challenges. It's not just about the model, but the entire system around it.

Aug 10, 2026 6 min read

Taming AI Microservices with a Service Mesh

AI workloads bring new complexity to microservices. A service mesh can help manage traffic, observability, and security for these demanding systems.

Aug 09, 2026 6 min read

Catching Silent Failures in ML Pipelines

Your ML pipeline might be green, but your model could be failing silently in production due to data issues. Data observability helps you catch these problems.

Aug 06, 2026 5 min read

Monitoring AI in production: Beyond the usual metrics

Observing AI/ML systems in production goes beyond traditional infrastructure metrics. It needs deep insights into data quality, model behavior, and performance to catch silent failures.

Aug 05, 2026 5 min read

Kubernetes for ML: Orchestrating Production Models

Deploying machine learning models to production brings unique challenges. Kubernetes offers powerful tools for managing these complex workflows, but it's not a silver bullet.

Aug 04, 2026 5 min read

Optimizing GPU Costs for Multi-Tenant AI Inference

Sharing GPUs for AI inference across multiple users or services is tricky. This post explores how to allocate these expensive resources efficiently without sacrificing performance or breaking the bank.

Jul 28, 2026 3 min read

Hierarchical Caching with Hierarchical Temporal Memory

Optimize AI model deployment with hierarchical caching and Hierarchical Temporal Memory.

Jul 27, 2026 2 min read

CI/CD for Large-Scale AI Models

Streamlining the deployment of complex AI models using cloud-native buildpacks and GitOps

Blogs

Abhishek's AI Clone