标签：#batch

After a 10-week hiatus since the last batch of Spring ecosystem releases, there was a flurry of activity during the week of August 17th, 2026, highlighting first milestone releases of: Spring Boot, Spring Framework, Spring Data, Spring Security, Spring Integration, Spring HATEOAS, Spring Modulith, Spring Batch, Spring AMQP and Spring for Apache Kafka. By Michael Redlich

Short answer: move marketplace review summarization, tagging, and extraction to batch LLM jobs when no customer is waiting, but keep realtime calls for interactive work and attribute every job to a tenant before it enters the queue. This is a deadline decision before it is a vendor decision. A nightly policy scan can wait; a seller asking why a listing was rejected cannot. Batch processing removes peak-time synchronous handling from the first case and gives the team a status-and-results workflow for backfills. It does not make latency disappear. The other constraint is accounting. A marketplace that pools every review into one opaque job may lower operational friction while making chargeback, abuse investigation, and budget alerts much harder. The useful unit is therefore a tenant-scoped batch with an internal ledger entry, not merely a large file of prompts. Treat every finding as governed evidence Create the ledger record before dispatch. It should connect an immutable internal job ID to the tenant, workload kind, input count, model choice, submission time, deadline, and estimated token total. Keep the provider job ID as a later mapping rather than using it as your primary key. That leaves audit history and cost attribution intact if the team changes providers. For review-code analysis, require structured findings such as severity, file, line, rule, and explanation. Summarization can tolerate some prose variation; compliance tagging and extraction usually cannot. Validate the result schema before marking a job complete, and quarantine individual invalid items instead of silently accepting a partially malformed export. The same instinct that keeps an OTP system from treating "accepted" as "delivered" applies here: provider acceptance, job completion, export retrieval, schema validation, and downstream application are separate states. Keep it boring. Really. A practical ledger can have one parent row per tenant batch and one child row per review. The parent holds fo

Netflix migrated most of its batch workloads onto Kueue, an open-source cloud-native batch job execution system that has outgrown its homegrown solution over the years. The company mapped the capabilities previously created in-house to Kueue’s functionality and also benefited from new features that would have been costly to incorporate into its homegrown solution. By Rafał Gancarz

This post is a continuation of part 1 During my childhood, I was obsessed with mazes. I would spend hours drawing mazes with increasingly complex rules and I would force my parents and friends to solve them. I wanted to translate this to the computer. Every so often, I would return to the challenge. Most of my mazes were built in Minecraft. Soon though, my mind started to connect the dots. Minecraft had convinced me that computers could be bent to my will. If I could understand how the game worked, maybe I could make my own world. I was convinced understanding the .bat script was the key. Initially, I experimented. I vividly remember trying to rename the script, after which windows would yell out a scary warning about how changing an extension might make the file unusable. I quickly pressed cancel, hoping I did not break my game. The first time I tried opening the minecraft.bat file in notepad, I was overwhelmed. A bunch of nonsensical garbage filled my screen. I did not know it at the time, but the people who shipped the cracked version obfuscated the script. It was not meant to be understood. I borrowed more and more books on programming and computers from the library, slowly building an understanding of how mysterious lines of text made the computer do stuff. I attempted many times to apply my knowledge. Most of my "programming" was copying code from books in notepad, trying to run it but not having the compilers or knowledge to execute my code. My computer was littered with hundreds of little files. maze.py , maze.php , maze.java . Each an attempt to achieve my dream of creating a maze. Each time, I faced disappointment when I double-clicked, and the computer told me that the file I just worked on was unrecognised. However, there was one piece of code I wrote that actually worked. A small little batch script - welcoming me to a new world. echo "Hello World" A short while later the computer I was working on died. Being locked out of a world I had only just starte