Hacker

How to Build Reliable LLM Classifiers With Confidence Thresholds

Jason Lau, founder of SophiArch. 20+ years in software engineering before moving into teaching applied ML, LLM apps, and data ...

I let a local AI handle model selection for OpenCode. Assigning Luna/Sol/Astra with a 4B model｜ぽんた - note（ノート）

When developing with OpenCode, it has become a bit tedious to think every time, "Is a lightweight model enough for this task?
gbnews

Bayeux Tapestry visitors turned away after chaotic queues as British Museum forced to apologise

Bayeux Tapestry visitors have been turned away amid chaotic queues. The British Museum has now been forced to apologise as an "unprecedented demand" for the exhibition has cut some visits short. The ...

ACM Queue Publishes CAFE(S): A Framework for Improving AI Coding Agent Effectiveness

Atlassian Corporation (NASDAQ: TEAM), a leading provider of AI-powered collaboration and team productivity software, today announced that researchers from DX (a subsidiary of Atlassian Corporation), ...
blog.csdn

BullMQ 任务去重（Deduplication）完整指南：Simple、Throttle、Debounce 与 Job Scheduler 场景实战

BullMQ 的去重（Deduplication）机制允许你基于自定义标识符（deduplication id）控制任务的重复提交，在指定时间窗口内或在任务 ...
GitHub

python-task-queue-redis-cost

What six Python task queues cost on Redis: Celery, Dramatiq, RQ, arq, Huey and Taskiq, measured two ways that no published comparison measures. Idle cost. Start a worker, enqueue nothing, count the ...
blog.csdn

在 Vercel 上用 Celery + Vercel Queues 构建 Serverless 异步任务队列（Python + FastAPI 实战）

本文基于仓库中的 python/celery示例，完整讲解如何在 Vercel 上以 Serverless Function 形态运行 Celery 任务队列：FastAPI 作为 HTTP 入口负责接收并提交任务，Celery 作为订阅 jobs 主题的 worker 服务消费任务 ...
GitHub

job-automation

Local-first workflow for collecting, matching, and preparing job applications with deterministic Python tooling and Codex-assisted analysis. ⚡ Scrape 1,000 LinkedIn job listings in under a minute with ...