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Systems, markets, and shipping AI.

Notes from the work — distributed systems, market microstructure, and production LLM engineering.

3 posts

Jun 5, 2025 7 min

Dynamic Prompt Composition: Lessons from Shipping LLM Analysis in Production

Runtime-composed prompts, configuration-driven analysis, and keeping output stable when every user defines the schema. What actually breaks at scale.

llmai-systemsproduction
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Jun 1, 2025 8 min

Anatomy of a Limit Order Book: Building Price-Time Priority in C++

How a matching engine decides which order fills first — and why the data structure choice matters at sub-microsecond latency.

c++market-microstructuresystems
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May 15, 2025 6 min

Exactly-Once Processing in Kafka: What It Actually Means

Idempotent producers, transactional APIs, and why 'exactly-once' is a lie you can live with if you understand the contract.

kafkadistributed-systemsengineering
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SIMULATED FEED
[00:00:00] kafka.consumer lag=0 partition=3 ok
[00:00:00] match.engine fills=182 p99=0.8µs
[00:00:00] stt.pipeline batch=64 rtf=0.31
[00:00:00] reconciler drift=0 state=CLEAN

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