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Originally published at parvejshah.com/blog/deterministic-multi-agent-systems-production by Parvej.....


A round-trip loader's byte-comparison check turned green to red exactly on cue, but the mutation tha...


Is ByteByteGo really a good place to prepare for system design interviews


We did the thing everyone building on LLMs does. We defaulted to a strong frontier model, because th...


A QC harness passed all 13 synthetic fixtures and broke on 5 of its first real inputs. Every root ca...


1. The question that started everything Three weeks into my internship, my supervisor sat...


There are now enough AI coding tools to build an entire workflow out of assistants talking to...


A YouTube upload stage wrote its local "already uploaded" record only after verification succeeded, ...


How interface placement, method set design, and package topology determine testability, coupling, an...


TL;DR I pointed Claude Code at a 5-year-old TypeScript monorepo and deleted 26,412 lines...


TL;DR I inherited a 5-year-old TypeScript service with 6% test coverage and spent three...


A few months into my first backend role, I sat in on a design review where a senior engineer said “w...


The first agent workflow I put in front of an engineering team optimized the wrong thing beautifully...


Stop dumping raw message arrays into LLMs and start using structured state with sliding windows. ...


There's a gap between software that works and software that survives being read by a security...


A few weeks ago I ran this through our own JSON repair tool, in the browser, on our own...


Benchmark scores will not help you choose between Codex and Claude Code anymore. On SWE-bench...


How to combine vector search, fine-tuned lightweight models, and targeted agent tooling into a resil...


There is a difference between storing data and being able to prove that the data has not been...


The $136 design document One ticket. Eleven design turns. $136 in model spend. Zero lines...


Over the past year, I've watched a lot of engineering teams go through the same adoption pattern wit...


When learning Angular, Spring, and Node.js, I often came across terms like SOLID, Dependency...


A team can have good people, good processes, and clear goals - and still move slowly. One reason ca...


There is a system I wrote years ago that is still running. I'd struggle to tell you what was hard...