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reliability dev community skip to content navigation menu search powered by algolia search log in create account dev community close reliability general discussions on building and maintaining reliable software systems follow hide create post posts left menu sign in for the ability to sort posts by relevant latest or top right menu why interview scheduling breaks hiring speed and what we did about it babar hayat babar hayat babar hayat follow for opsveritas oct 5 why interview scheduling breaks hiring speed and what we did about it reliability aiagents monitoring comments add comment 5 min read standardizing http resilience library behavior in javascript for predictable performance across scenarios pavel kostromin pavel kostromin pavel kostromin follow oct 4 standardizing http resilience library behavior in javascript for predictable performance across scenarios javascript http resilience reliability 1 reaction comments add comment 10 min read a timeout is not a failure build idempotent tool calls for ai agents in typescript bobby hall jr bobby hall jr bobby hall jr follow oct 4 a timeout is not a failure build idempotent tool calls for ai agents in typescript ai agents typescript reliability comments add comment 9 min read i published the same two posts twice and didn t notice for a month frank chu frank chu frank chu follow oct 4 i published the same two posts twice and didn t notice for a month api python reliability programming comments add comment 4 min read node js background job queue worker split long jobs beyond 15 minute cron timeout saxonfletcher2366 saxonfletcher2366 saxonfletcher2366 follow oct 4 node js background job queue worker split long jobs beyond 15 minute cron timeout node queues cron reliability comments add comment 5 min read azure availability sets vs availability zones what protects against what victor victor victor follow oct 3 azure availability sets vs availability zones what protects against what azure cloud reliability devops comments add comment 6 min read staleness is not evenly distributed and it eats your newest rows first unmanned ops unmanned ops unmanned ops follow oct 2 staleness is not evenly distributed and it eats your newest rows first automation ai reliability devops comments add comment 3 min read transactional email operations compliance custom domains and bounce reconciliation zorvyngale1729 zorvyngale1729 zorvyngale1729 follow oct 2 transactional email operations compliance custom domains and bounce reconciliation email sre reliability comments add comment 7 min read what goes in an approval request a short reason or a link to the trace orbiresearch orbiresearch orbiresearch follow oct 2 what goes in an approval request a short reason or a link to the trace ai agents llm reliability comments add comment 3 min read our users were logged out for two weeks before redis refused to write anything sergey shinder sergey shinder sergey shinder follow oct 2 our users were logged out for two weeks before redis refused to write anything sergeyshinder sre redis reliability comments add comment 2 min read published and listed are two different events and we treated them as one unmanned ops unmanned ops unmanned ops follow oct 1 published and listed are two different events and we treated them as one automation ai devops reliability comments add comment 3 min read gpu preflight for cron agents francis oyakhire francis oyakhire francis oyakhire follow oct 1 gpu preflight for cron agents python devops ai reliability comments add comment 2 min read failure windows in lioran s3 v1 what the current rust commit pipeline guarantees swaraj puppalwar swaraj puppalwar swaraj puppalwar follow oct 1 failure windows in lioran s3 v1 what the current rust commit pipeline guarantees rust reliability architecture storage 1 reaction comments add comment 3 min read durability crash safety and disk guardrails in lioran s3 swaraj puppalwar swaraj puppalwar swaraj puppalwar follow oct 1 durability crash safety and disk guardrails in lioran s3 rust storage reliability systems 1 reaction comments add comment 3 min read strict vs balanced durability in lioran s3 what fsync actually changes swaraj puppalwar swaraj puppalwar swaraj puppalwar follow oct 1 strict vs balanced durability in lioran s3 what fsync actually changes rust reliability storage systems 1 reaction comments add comment 3 min read sign in for the ability to sort posts by relevant latest or top trending guides resources ai feature flags safe llm rollouts auto rollback six system design problems and the new problem each fix creates when better latency metrics hide worse reliability i gave an on call autopilot a hard stop and ask a human gate here s the state machine that ma dns record write rejected because zone id is not domain name validation debug claude keeps going down and anthropic s own status page says so cell based architecture for real time systems debugging a failed agent run costs more than the run itself your agent s p99 is a different animal the five minutes when both data centres thought they were primary gpu preflight for cron agents the cold start we had never practised retry backoff and circuit breakers for llm api calls the 7 4 you don t see checkpointing long llm jobs before they time out strict vs balanced durability in lioran s3 what fsync actually changes when a provider retires your llm model two products the root cause and preventing recurrence what goes in an approval request a short reason or a link to the trace you can t reproduce what the vendor changes under you a free model endpoint replied twice then went silent the fix was a c replay envelope not ret meet a 98 uptime sla on aws and beat it gpu preflight for cron agents the single point of failure we found by accident cache stampede mitigation stale while revalidate coalescing the incident ended and the spare never came back the integration that assumed the other system would always answer dev community a space to discuss 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