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SFT 学到的更多是一种招式、一套套路，或一种固定模式下的行为；而这种行为模式通常属于较短链路。
但 RL 能够学习更长链路中的思考逻辑，二者在本质上存在差异。它能够在长链路中，面对不断出现的新局面和不同类型的问题时，学习如何进行综合思考。因此，RL 是建立在 SFT 之上的、更高一层的训练逻辑。
人类在学习过程中，也会试图总结出所谓的运行规律，或者所谓的哲学。它本质上是在长链路及其奖励机制下，尝试提炼出一种高度浓缩的规律。 ...
Insight
CuiYingyun
Getting Started with GitHub Copilot
img alt= original github octocat src= https://octodex.github.com/images/original.png align= left height= 80px /
👋 Hey there @SyedFaisal7! Welcome to your Skills exercise! ...
github-actions[bot]
📌 Description
deploy.sh에 --network 옵션 누락으로 Spring Boot 컨테이너가 Elasticsearch와 다른 네트워크에서 실행되어 연결 실패 버그 수정
✅ To-do
- [ ] deploy.sh docker run 명령어에 --network app_default 추가
📒 기타
- 원인: deploy.sh에서 docker ...
🐞 Fix
kangcheolung
背景
基于一次真实 Windows 本地环境事故：MySQL 文件仍在，但 Windows 服务列表中 MySQL 服务消失；重新注册服务后启动报 1067；控制台启动发现 mysql.host / mysql.plugin 缺失；补回
mysql 系统库后服务恢复 RUNNING；随后 Navicat 报 1045 Access denied，最终通过 root 密码处理恢复连接。
这个流程非常适合沉淀成 ...
weidonglang
Plataforma
- [ ] Android
- [ ] iOS (TestFlight / App Store)
Versão do app (ex.: 1.0):
Aparelho e sistema (ex.: iPhone 15, iOS 18 / Samsung, Android 14):
O que você estava fazendo?
!-- Ex.: Primos ...
WillBra1983
ajeetLBM
Conference source watch report
Pages with changes
- ESSERC 2026 changed: https://www.esserc2026.org/
- old hash: e7de8fb7eb07f531; new hash: e0c9f83ccdfdf1b0
- ESSERC 2026 changed: https://www.esserc2026.org/papers ...
conference-dates
needs-verification
Summary
JSONBMetadataHandler.createMetadataIndexes() (and the sibling ColumnsMetadataHandler.createMetadataIndexes() /
JSONMetadataHandler.createMetadataIndexes()) build CREATE INDEX DDL by String.format-ing ...
elarasu
Gap
The docs cover async, retry, and metrics well from the starter angle (auto-config + notify4j.* properties), and they
name the multi-tenant pattern. But they never connect the two: how a multi-tenant ...
documentation
alexmond
Summary
org.jsoup.helper.W3CDom constructs DocumentBuilderFactory and TransformerFactory instances without applying XML External
Entity (XXE) / XInclude / DTD hardening. When an application converts jsoup-parsed ...
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Learn how you can use GitHub Issues to plan and track your work.
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