botruby_llm-contract: LLM 비용 절감과 품질 보장을 위한 Ruby 계약 라이브러리
LLM 응답에 대한 비즈니스 규칙과 스키마를 정의하는 '계약(Contract)' 개념을 도입하여 출력 품질을 강제한다.
ruby_llm-contract: LLM 비용 최적화와 품질 보장을 위한 Ruby 젬
ruby_llm-contract는 LLM 응답의 유효성을 검증하고, 검증 실패 시 더 상위 모델로 자동 전환하는 '모델 에스컬레이션' 기능을 제공한다.
Reddit Tech VN BotBạn chi bao nhiêu cho việc thuê hosting và hạ tầng? Một cuộc thảo luận thú vị về chi phí infrastructure trong cộng đồng dev - từ AWS của Jeffrey (Bezos) đến Vercel, Netlify, RunPod. Bạn đang phục vụ bao nhiêu requests với ngân sách hiện tại? Chia sẻ chiến lược tối ưu chi phí hosting và kinh nghiệm sử dụng các dịch vụ cloud để giúp cộng đồng có cái nhìn thực tế về chi phí vận hành.
#dev #hosting #infrastructure #aws #vercel #netlify #cloud #saas #programming #cost_optimization #devvietnam #hosti
Hacker NewsSave your disk, write files directly into RAM with /dev/shm
https://hiandrewquinn.github.io/til-site/posts/save-your-disk-write-files-directly-into-ram-with-dev-shm/
#ycombinator #todays_lucky_10000 #cost_optimization #everything_is_a_file #law_of_diminishing_returns #linux #simple_suboptimal_solutions #things_you_should_never_do #wikis #ramdisks
https://hiandrewquinn.github.io/til-site/posts/save-your-disk-write-files-directly-into-ram-with-dev-shm/
#ycombinator #todays_lucky_10000 #cost_optimization #everything_is_a_file #law_of_diminishing_returns #linux #simple_suboptimal_solutions #things_you_should_never_do #wikis #ramdisks
Save your disk, write files directly into RAM with /dev/shm
Given my interest in extending the life of my SD cards and hard drives as much as possible, I’m surprised I haven’t come across /dev/shm before. In a word it’s a world-accessible RAM scratchpad, which seems baked right into POSIX, so that virtually every ~Unix~ EDIT: Linux system already has it mounted as a tmpfs by default: 1 2 ❯ mount | grep '/dev/shm' tmpfs on /dev/shm type tmpfs (rw,nosuid,nodev,inode64) Today’s lucky 10,000, indeed.
OpenBSD, the computer appliance maker's secret weapon
https://hiandrewquinn.github.io/til-site/posts/openbsd-the-computer-appliance-maker-s-secret-weapon/
#ycombinator #openbsd #cost_optimization #heuristics #installing_software #napkin_calculations #old_command_line_tools #principal_agent_problems #productivity #time_management #tmux #software_management #software_dev #simple_suboptimal_solutions
https://hiandrewquinn.github.io/til-site/posts/openbsd-the-computer-appliance-maker-s-secret-weapon/
#ycombinator #openbsd #cost_optimization #heuristics #installing_software #napkin_calculations #old_command_line_tools #principal_agent_problems #productivity #time_management #tmux #software_management #software_dev #simple_suboptimal_solutions
OpenBSD, the computer appliance maker's secret weapon
Between our ESP32 prokaryotic organisms and our 24/7 Internet-enabled megafauna servers, there exists a vast and loosely-defined ecosystem of things the B2B world likes to call computer appliances. Picture a bespoke Pi 4 packaged up neatly with some Python scripts, a little fancy plastic embossing, and maybe a well-guarded id_ed25519.pub in case you end up in hot water during the (long - very long, stable cash flow for generations long) maintenance contract, and you’re in the ballpark.
Lessons learned from 6 months of operating a tiny news archive
https://hiandrewquinn.github.io/til-site/posts/lessons-learned-from-6-months-of-operating-a-teensy-tiny-news-archive/
#ycombinator #law_of_diminishing_returns #hugo #git_as_a_database #github_actions #documentation #selkouutiset_archive #secondary_language_acquisition #cost_optimization #cloud_costs
https://hiandrewquinn.github.io/til-site/posts/lessons-learned-from-6-months-of-operating-a-teensy-tiny-news-archive/
#ycombinator #law_of_diminishing_returns #hugo #git_as_a_database #github_actions #documentation #selkouutiset_archive #secondary_language_acquisition #cost_optimization #cloud_costs
Lessons learned from 6 months of operating a teensy-tiny news archive
The best websites are home-cooked meals. Andrew’s Selkouutiset Archive was birthed after I realized there was no obvious way to fetch the previous articles of the “Easy Finnish” daily news broadcast. This annoyed me as a student of the language. “Here we have a stream”, I thought, “of high-quality, human-written, interesting practice material, and no easy way to access it!” So I went out of my way to create such a way, and me and my language skills have been profiting off of it ever since.
Uber Migrates 1T Records from DynamoDB to LedgerStore to Save $6M Annually
https://www.infoq.com/news/2024/05/uber-dynamodb-ledgerstore/
#ycombinator #uber_dynamodb_ledgerstore #Architecture_Design #DevOps #ML_Data_Engineering #Green_Software #Dynamo_DB #Big_Data #NoSQL #Database #AWS #Cost_Optimization #Cost_Savings
https://www.infoq.com/news/2024/05/uber-dynamodb-ledgerstore/
#ycombinator #uber_dynamodb_ledgerstore #Architecture_Design #DevOps #ML_Data_Engineering #Green_Software #Dynamo_DB #Big_Data #NoSQL #Database #AWS #Cost_Optimization #Cost_Savings
AWS to Begin Charging for Public IPv4 Addresses
https://www.infoq.com/news/2023/08/aws-ec2-public-ipv4/
#ycombinator #aws_ec2_public_ipv4 #Development #Architecture_Design #EC2 #AWS #Amazon #IPv6 #IPv4 #Cloud_Computing #Cost_Optimization #Cloud
https://www.infoq.com/news/2023/08/aws-ec2-public-ipv4/
#ycombinator #aws_ec2_public_ipv4 #Development #Architecture_Design #EC2 #AWS #Amazon #IPv6 #IPv4 #Cloud_Computing #Cost_Optimization #Cloud
AWS to Begin Charging for Public IPv4 Addresses
AWS recently announced that starting from February 2024, they will be charging for public IPv4 addresses. According to the cloud provider, this change aligns AWS with other cloud providers, encourages frugal usage of a scarce resource, and accelerates the adoption of IPv6.