Tenzaa's Tech Blog
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Data Engineering 27 Architecture 25 Web Architecture 2 Observability 24 MLOps 16 Cloud Native 11 Distributed Systems 28 Software Architecture 4 MLOps Engineering 1 Backend Architecture 2 Backend Development 8 DevOps 21 System Design 6 System Architecture 4 DevSecOps 4 Mobile Development 2 Security 3 Cloud Security 2 Full-Stack Development 1 Cloud Architecture 3 Security Engineering 1 Platform Engineering 1 WebAssembly 1 Serverless 1 Software Engineering & Architecture 1 Real-Time Communication 1
Automating Time Series Vector Embedding Pipelines with Tekton and Weaviate under Phoenix Observability Automating Time Series Vector Embedding Pipelines with Tekton and Weaviate under Phoenix Observability
The operational bottleneck wasn’t model training; it was the deployment and validation of time-series embeddings for our
2023-10-27 MLOps
Observability Time Series CI/CD Phoenix Weaviate Tekton Vector Database
Implementing an Asynchronous LLM Fine-Tuning Workflow with Vercel Functions and a Cilium-Secured Kafka Consumer Implementing an Asynchronous LLM Fine-Tuning Workflow with Vercel Functions and a Cilium-Secured Kafka Consumer
The initial requirement seemed straightforward: provide an API endpoint for users to submit datasets for LLM fine-tuning
2023-10-27 MLOps
Kafka Kubernetes LLM eBPF GitHub Actions Vercel Functions Cilium
Implementing Correlated Traceability in a Polyglot MLOps Inference System Implementing Correlated Traceability in a Polyglot MLOps Inference System
Our initial MLOps inference pipeline was a black box. An HTTP request would trigger a prediction, but diagnosing failure
2023-10-27 MLOps
Jest MLOps Express.js TimescaleDB Celery
Implementing End-to-End ML Model Traceability with OpenTelemetry Across Spinnaker and Argo CD Implementing End-to-End ML Model Traceability with OpenTelemetry Across Spinnaker and Argo CD
The incident that broke our MLOps process began with a subtle alert. P99 latency for our Go-based image recognition serv
2023-10-27 MLOps
Observability Go OpenTelemetry Keras Spinnaker Argo CD
Building a Resilient MLOps Compute Plane Using Ray Cluster Discovery with Consul and State Management with CockroachDB Building a Resilient MLOps Compute Plane Using Ray Cluster Discovery with Consul and State Management with CockroachDB
Our initial MLOps platform was a monument to technical debt. Model training jobs ran on a handful of large, statically c
2023-10-27 MLOps
MLOps Ray Consul CockroachDB Distributed Systems
Constructing an Immutable ML Serving Image with Packer, BentoML, and an Embedded LevelDB Metadata Cache Constructing an Immutable ML Serving Image with Packer, BentoML, and an Embedded LevelDB Metadata Cache
The production similarity search service was a consistent source of on-call alerts. Not because of failures, but because
2023-10-27 MLOps
Packer BentoML LevelDB Pinecone Scikit-learn MLOps Immutable Infrastructure
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