TL;DR: send previous_response_id to Ollama's /v1/responses and it is accepted, the reply is HTTP 200 with "status": "completed" and "error": null, and the model has never seen the previous turn. A request that carries previous_response_id costs the same number of input tokens as a request that carries no history —...
Há um tempo, no início da minha trajetória como desenvolvedor, fiz o teste técnico da LuizaLabs — foi meu primeiro contato real com um processo seletivo na área. O desafio era ler um arquivo de log de partidas do Quake 3 Arena, extrair estatísticas de cada partida (jogadores, kills, mortes causadas pelo próprio jogo) e expor isso por uma API — com testes automatizados e, se pos...
Short answer: put compliance notices on a queue, assign one stable idempotency key per notice and channel, and record every attempt before any email or SMS API call.
| Delivery shape | Integration effort | Audit quality | Best fit |
|---|---|---|---|
| Send inside the request handler | Lo... |
This question comes up constantly, and the honest answer is that it's not really a choice between two competing tools — it's a question of sequence. Docker and Kubernetes solve different, related problems, and one is a genuine prerequisite for the other making sense. This guide explains what each actually does, why the ord...
Every developer has lived through this scene: the adrenaline spike when a production incident is announced. That mix of dread about what you are going to find and frenzy to collect any piece of information that will let you understand and then fix the problem.
It happened to me again a few days ago. I can still picture myself rushing to the logs, and I still remember the frustration of...
When testing NousResearch/hermes-agent as an external integration, the failure mode I cared about was not model quality. It was what happened when an upstream provider returned HTTP 502, 503, or 504 while a user-facing request was still active.
A client that retries immediately can amplify an outage. A client without...