Latest Posts
System Design

Mastering Consensus: A Practical Guide to Raft and Paxos

In the realm of distributed systems, achieving consensus is the holy grail. How do multiple nodes agree on a single state of data when network partitions, node failures, and message delays are inevitable? The answer lies in consensus algorithms. For system architects and senior engineers, underst...

AI Observability

Vendor-Agnostic AI Observability with OpenTelemetry

As Large Language Models (LLMs) become central to modern applications, ensuring their reliability, cost-efficiency, and performance is critical. Traditional monitoring tools often fall short when it comes to tracing complex, non-deterministic generative AI workflows. This is where OpenTelemetry (...

Evaluation

Synthetic Data for LLM Robustness

As Large Language Models (LLMs) become increasingly integrated into critical business workflows, the need for rigorous evaluation frameworks has never been more urgent. Traditional benchmark datasets, such as MMLU or HumanEval, are becoming saturated. Many high-performing models have effectively ...