🔥 한국 개발자가 만든 오픈소스 Ouroboros, Claude Plan Mode를 제치고 AI 시뮬레이션 벤치마크 1위 석권! 한국 개발자 @Q00_ (shaun0927)이 만든 Ouroboros가 최근 공개된 “AI-assisted discrete-event simulation” 벤치마크에서 전체 1위를 차지했습니다. 그것도 Claude Max Plan Mode를 같은 환경에서 앞지르고요.1 이 벤치마크는 단순 코딩 테스트가 아닙니다. 광산 운송 시스템을 대상으로: •시스템 구조 이해 (트럭, 적재/하역 지점, 경로, 대기열 등) •현실 복잡 과정을 discrete-event simulation으로 추상화 •이벤트·상태·지표 설계 •실행 가능한 시뮬레이션 코드 구현 •병목·처리량·대기시간 분석 •topology diagram 실제 애니메이션까지 생성 이런 고난도 end-to-end 능력을 평가하는 실전형 과제였어요. Ouroboros는 Claude Code 안에서 workflow로 실행됐고, MCP server가 실패하는 상황에서도 skills 기반 fallback으로 복구하면서 최고 성적을 냈습니다. 이게 진짜 핵심이에요. 왜 Ouroboros가 이겼나? •단순 “많은 지침 fat skills” (superpowers 스타일)는 오히려 Plan Mode보다 성능 떨어짐 •문제 정의 → 계획 → 실행 → 평가 → 복구를 구조화한 워크플로우가 압도적 우위 •“Stop prompting. Start specifying.” 철학 그대로: 모호한 프롬프트 대신 Socratic interview로 spec을 명확히 crystallize하고, immutable seed spec으로 drift 방지, 3-stage evaluation gate로 검증 GitHub: github.com/Q00/ouroboros 이 프로젝트는 단순 AI 코딩 도구가 아니라 Agent OS예요. 비결정적인 에이전트 작업을 replayable하고 observable하며 policy-bound한 실행 계약으로 바꿔줍니다. Claude Code, Codex CLI, OpenCode, Hermes 등 다양한 런타임 지원. 한국 개발자가 Anthropic의 기본 Plan Mode를 이겼다는 사실 자체가 자랑스럽지만, 더 중요한 건 앞으로 AI 에이전트가 실제 복잡 문제를 풀기 위해 어떤 구조를 가져야 하는지를 보여준 실험 결과라는 점입니다. 실제 환경에서는 항상 실패가 발생하죠. 그때 어떻게 복구하고 다른 경로로 가느냐가 승패를 가릅니다. Ouroboros는 그걸 증명했어요. 이런 오픈소스가 더 많이 나와야 AI 에이전트 시대가 진짜 열릴 것 같습니다. 🇰🇷 #Ouroboros #Claude #AI #OpenSource #한국개발자 #AgentOS #DiscreteEventSimulation

Introducing CatoBot autoexperiment: an MCP server that generalises Karpathy's autoresearch pattern into a reusable, domain-agnostic optimisation loop. #MCP #Autoresearch #AI #Agents #LLMTooling #DiscreteEventSimulation #Text2Sim #Claude #Codex #CatoBot linkedin.com/pulse/mcp-serve…

#highlycited paper 📚#DeepReinforcementLearning and Discrete Simulation-Based Digital Twin for Cyber–Physical Production Systems 🔗mdpi.com/2076-3417/14/12/520… 👨‍🔬by Damian Krenczyk @polsl_pl #digitaltwin #discreteeventsimulation

🆕New paper published in #AgricultureMdpi! "Discrete Event Simulation Based on a Multi-Agent System for Japanese Rice Harvesting Operations" by Grosse, et al. 🔍Read the full version for free: mdpi.com/2077-0472/15/16/174… #multiagentsystem #harvestingmodel #discreteeventsimulation

#mdpisymmetry Article "A Discrete-Time Queueing Model of a Bottleneck with an Energy-Saving Mechanism Based on Setup and Shutdown Times" is available at brnw.ch/21wSbjT Authors: Wojciech Kempa and Iwona Paprocka #energysaving #discreteeventsimulation #bottleneck @polsl_pl

Join our team & work on cutting-edge #simulation technologies! We're looking for #DiscreteEventSimulation (#DES) Engineers who excel in #simulationsoftware like #PlantSimilation. #Hiring #SimulationEngineer #siemens #plantsim #industrialengineering #IndustrialEngineers #Jobs

Do you know the basics of developing & analyzing #DiscreteEventSimulation? Equip yourself with the knowledge & tools required to develop concrete methods to advance your projects at a 2-day short course beginning tomorrow! #HEOR ow.ly/FHpF50Rgcee

📢Applications for #HSMA6 are OPEN! Work in a health & social care or policing org in England and want to learn skills in #pythonprogramming #machinelearning #discreteeventsimulation #geographicmodelling then find the application pack here: bit.ly/HSMA6_app_pack @Peninsula_ARC

Modelling interdependencies in an electric motor manufacturing process using discrete event simulation #JOS #discreteeventsimulation #digitization #manufacturing #automotive #simulation #DES tandfonline.com/doi/full/10.…

Do you know the basics of developing & analyzing #DiscreteEventSimulation? Equip yourself with the knowledge & tools required to develop concrete methods to advance your projects. ow.ly/7Mtw50PbAQh

What happens when you use the latest AI #digitaltwin and #discreteeventsimulation technology to optimize your operations? Check out this case study and all of our solutions at ow.ly/s4jX50NFWLT

New paper from HSMA's Richard Pilberry, Maddie Smith, Jon Green and HSMA mastermind Dan Chalk 'An analysis of NHS 111 demand for primary care services.' #DiscreteEventSimulation #NetworkAnalysis #PrimaryCare @999CPD 📙Read it here: bit.ly/3WqHLpp

What happens when you use the latest #AI #digitaltwin and #discreteeventsimulation technology to optimize your operations? Check out this case study from the Baltimore-Washington Metro Infusion Center and all of our solutions at ow.ly/s4jX50NFWLT

What happens when you use the latest #AI #digitaltwin and #discreteeventsimulation technology to optimize your operations? See how Baltimore-Washington Metro Infusion Center improved outcomes with our #ProcessSimulator. #HIMSS23 ow.ly/s4jX50NFWLT

What happens when you use the latest #AI #digitaltwin and #discreteeventsimulation technology to optimize your operations? Check out this case study and all of our solutions at ow.ly/s4jX50NFWLT

What happens when you use the latest #AI #digitaltwin and #discreteeventsimulation technology to optimize your operations? Check out this case study and all of our solutions at ow.ly/s4jX50NFWLT

What happens when you use the latest #AI #digitaltwin and #discreteeventsimulation technology to optimize your operations? Check out this case study and all of our solutions at ow.ly/s4jX50NFWLT

#GetToKnowUs 👥 #TTS will be responsible for the - #DiscreteEventSimulation engine integration & - the actual implementation of the #DigitalTwin. Read more ↗ lnkd.in/dqByz_C3 #digitaltwin #valuechains #horizoneurope #circulareconomy #processmining #greengateways

VIDEO: Hear from our subject matter experts on how #discreteeventsimulation can be instrumental in giving hospital leaders insights into how patients will likely progress throughout their facilities and aid in capacity planning & needed staffing levels. ow.ly/Vpkx50NBmbV

Hospital overcrowding, staffing issues, and the quality of care patients receive when in the hospital are deteriorating. From @TIME: Advanced technology such as #predictiveanalytics, #discreteeventsimulation, and utilizing a #digitaltwin, can help. ow.ly/qnNQ50MPGPC