Diagram of Apache Flink coordinator and sink operators exchanging pre-commit and commit calls during a checkpoint barrier.

Inside Apache Flink's Two-Phase Commit Sink: Exactly-Once Guarantees Across Sinks

How Apache Flink coordinates checkpoints with sink writers via a two-phase commit protocol to deliver end-to-end exactly-once guarantees across Kafka, filesystems, and databases.

September 5, 2026 · 12 min · 2435 words · martinuke0
Stylized illustration of streaming partitions and a Raft consensus diagram.

Inside Redpanda: How a Kafka-Compatible Engine Replaces ZooKeeper for Streaming

A deep dive into Redpanda’s C++ core, the Raft-based controller quorum that replaces ZooKeeper, and what tradeoffs come with deleting a coordination service from your streaming stack.

September 5, 2026 · 11 min · 2226 words · martinuke0
Two conveyor belts running at different speeds, one fast and one slow, photographed from above.

Throughput vs Latency: Why Optimizing One Will Almost Always Break the Other

Throughput and latency measure different things, and most of the systems pain we feel at scale comes from pretending they don’t. Here is how they actually trade off, with real production patterns.

September 4, 2026 · 10 min · 1952 words · martinuke0
Diagram of Flink checkpoint barriers flowing through a streaming pipeline with aligned state snapshots.

Inside Apache Flink's Checkpointing Algorithm: How Exactly-Once State Guarantees Survive Pipeline Failures

How Apache Flink’s distributed snapshot algorithm coordinates barriers across operators, persists state to durable storage, and recovers jobs after failure without losing or duplicating records.

September 4, 2026 · 9 min · 1721 words · martinuke0
Diagram of tiered memory layers feeding multiple AI agent nodes.

Architecting Autonomous Memory Systems for Distributed AI Agent Orchestration

A deep dive into the architecture of autonomous memory systems for distributed AI agents, covering tiered storage, consistency models, and real-world orchestration patterns.

September 3, 2026 · 9 min · 1917 words · martinuke0
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