Gotten the Gensyn Node roles and a good uptime it’s time to make valuable content on what @gensynai is. Code Zero. Most AI models today learn the same boring way: one model sitting alone doing tasks someone gives it hoping it gets better. But Gensyn looked at that and said: “Why is one model learning alone when the whole squad can learn together?” And boom CodeZero was born. Think of CodeZero like a group chat where every AI model is actually learning from each other. One model creates a coding challenge. Another tries to solve it. A third one checks the answer. Nobody leaves the group chat. Nobody goes outside. Everything happens inside one tight loop. A whole learning community. Before now, training AIs felt like giving math homework to one child at a time. But with CodeZero? It’s like putting the whole class together, letting the smart ones set the questions, others solve them, and a neutral teacher mark everything. Simple. Natural. Fast. And the crazy part? The “teacher” never runs the code — it only judges if the code looks correctBefore now, training AIs felt like giving math homework to one child at a time. But with CodeZero? It’s like putting the whole class together, letting the smart ones set the questions, others solve them, and a neutral teacher mark everything. Simple. Natural. Fast. And the crazy part? The “teacher” never runs the code it only judges if the code looks correct. That’s how they keep things safe. That’s how they keep things safe. The 3 Roles in the CodeZero Squad 1. Proposers “The Question Setter” They choose the challenges and adjust the difficulty. 2. Solvers “The Try-Your-Best Students” They attempt the challenges, learn, and share their attempts so others learn too. 3. Evaluators “The Strict Teacher” Frozen models that don’t learn They just grade. The Loop (relatable version) Here’s the flow: • Someone sets a question • Someone tries to solve it • Someone checks the solution • The question becomes harder or easier • Everyone learns from each attempt • The cycle repeats It’s basically group work that actually works. What makes CodeZero smart • Uses real datasets (MBPP CodeContest) • Uses Qwen models for different jobs • Tracks how consistent & correct the models are • Difficulty adjusts like a game leveling up • Runs safely inside the Gensyn RL swarm no extra setup

𝐑𝐞𝐯𝐢𝐞𝐰𝐢𝐧𝐠 𝐂𝐨𝐝𝐞𝐙𝐞𝐫𝐨: The Self－Teaching Coding Swarm @gensynai In our previous post, we saw how RL swarm environment was built to train AI models to be up to standard now, gensyn has taken it to turbo mode⚡️ with “CodeZero’’ 》𝐖𝐓𝐇 𝐢𝐬 𝐂𝐨𝐝𝐞𝐙𝐞𝐫𝐨 CodeZero is a new enviroment structured for all AI models that is learning to come together to learn , collaborate & grow in a closed system they do this by learning in a closed loop system without external interference they (models) generate problems >> solve them >> evaluate solutions (all in same p2p network) instead of one model learning alone like it does in the general RL swarm environment, you have a swarm - a large group of models helping each other to get better but why CodeZero ? 》𝐖𝐡𝐲 𝐂𝐨𝐝𝐞𝐙𝐞𝐫𝐨 𝐢𝐬 𝐬𝐩𝐞𝐜𝐢𝐚𝐥 so previous environments train models through the use of math and logic but CodeZero uses a new task approach assigned challenges which are evaluated in a model based reward structure model participate as proposers, solvers and evaluators each playing a significant role in this learning loop 》𝐓𝐡𝐞 𝟑 𝐑𝐨𝐥𝐞𝐬 𝐢𝐧 𝐂𝐨𝐝𝐞𝐙𝐞𝐫𝐨 Proposers >> Solvers >> Evaluators ▪︎ Proposers they create coding questions and unit tests and when necessary adjust difficulty: easy, medium, hard, etc., ▪︎ Solvers They try to solve the coding problems and learn through reinforcement learning (RL) they also share their attempts with other solvers. ▪︎ Evaluators these are “frozen” models ,they don’t learn or change instead they grade the solutions and give rewards, they NEVER execute the code : they judge by structure and predicted correctness 》𝐓𝐡𝐞 𝐭𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐥𝐨𝐨𝐩 In a simplified manner, here’s how the CodeZero training cycle operates 1/ proposers create tasks they generate coding problems tests 2/ solvers pick tasks, either from proposers or from real datasets like MBPP and CodeContests 3/ solvers generate rollouts A rollout = the solver’s attempts. 4/ solvers share rollouts everyone learns from everyone. 5/ evaluators score the attempts; using structure, formatting, and predicted correctness. 6/ rewards are assigned a composite score is created. 7/ proposers adjust difficulty If solvers succeed too much → harder tasks. If solvers fail too much → easier tasks. 8/ solvers update themselves Using GRPO (Group Relative Policy Optimization) 》𝐂𝐨𝐝𝐞𝐙𝐞𝐫𝐨 𝐭𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥𝐢𝐭𝐢𝐞𝐬 when it comes to the technicalities that enables CodeZero to learn safely and autonomously it’s datasets, model architectures, metrics and optimization strategies play that role ▪︎ It’s dataset - codezero makes use of 2 data sets (MBPP & CodeContest) datasets help in fallback stability and baseline challenges ▪︎ Models - codezero employs Qwen family across different roles Qwen 2.5 Coder <0.5B & 1.5B> - used for solvers , rollout generation etc Qwen 3<4B> - for proposers and evaluators, provides stronger generation and assessment abilities ▪︎ Metrics - CodeZero tracks metrics using; average@k (measures model consistency) pass@k (measures if at least one of k attempts is correct) ▪︎ Safety codes aren’t executed here !! evaluators only look at code structure, formatting, predicted correctness this avoids running unsafe code. ▪︎ Difficulty Adaptation : Its difficulty has 5 levels, it adjusts based on how they are performing ▪︎ Policy Optimization solvers improve using GRPO, ▪︎ Integration as for integration, it runs on existing Gensyn RL Swarm; same network, identity files & setup so nothing special needed to run CodeZero 》 𝐅𝐢𝐧𝐚𝐥 𝐭𝐡𝐨𝐮𝐠𝐡𝐭𝐬 I think the idea of CodeZero is profound as it promotes self sufficient networks where models can learn together, what is interesting is how it integrates with RL swarm environment and doesn’t need a special environment and setup to run on I believe this is the way forward for model learning Gswarm!!

The results are out for #SlashBuild2025 🚀 Congrats to our top 3: 🥇 Aniket Gupta 🥈 Nikita Karmakar 🥉 @subhojitnath221 …and 13 more stars who made it to the list! Full results in the image 📷 #CodeContest #NooBuild

KSRCT presents Top Coders - Code Contest 2024-25! In collaboration with eBox and the Training & Placement Cell, we bring you an exciting Problem-Solving Challenge in C Language! On March 22, 2025, 10:00 AM @ Cyberdome, IT Park #ksrct1994 #eBox #TrainingAndPlacement #CodeContest

Wow, over 10 participants joined in 🎉 If you’re proud of your work and want to share your code, the submission link is waiting for you in the comments Let’s see what you’ve got 📷 #Contest #codecontest #webdev

[Vie du centre 😁] Aujourd'hui a eu lieu le concours interne #codecontest au centre @Inria_lyon 👩‍💻 Par groupe, nos chercheurs, doctorants, stagiaires et fonctions supports ont réalisé du codage autour d'un ascenseur 🎉 Bravo à eux pour leur curiosité et leur implication !

🚀 Calling all designers, developers & hackers! 🎨💻 Join the #Handshake Website Building Contest! Show off your skills & spread good vibes! 🏆 Win up to 3,000 HNS! 📅 Deadline: March 10th 🔒 Bonus: Ensure HTTPS & DANE! Details: 2024.handycon.xyz/website-bu… Good luck! #WebDev #WebDesign #CodeContest #CodingChallenge #HandyCon2024 #hnssite

We've added a feature to AlphaCodium that lets you enter your own problem. Input (at the moment...) should be according to CodeContest format.

🚀 Exciting #new! Participated in #WeekendContest107 on #Coding Ninja and secured the 74th rank out of 19,884 participants! 🏆 Grateful for the challenge and eager for more. Let's #connect and share coding stories! 🌟 #CodingNinja #CodeContest #Top100 #reactjs

En place pour le @MasterDevFrance avec @GroupeBPCE. #CodeContest

The Association of Computer Engineers in association with BCA Students conducted the “Coding and Debugging Contest” on for the students of II Year and III Year BCA. #code #debugging #codinganddebugging #contest #codecontest #eatthebug #eatthebugs #coding #college #codingchallenge

#viedecentre | Code Game Ce matin, 50 participants se sont prêtés au jeu du #codecontest 👉Le challenge : proposer le code de l'ascenseur d'un immeuble de 5 étages 🛗 Au programme : logique, échanges, code et...pizzas 🍕 Merci à tou(te)s & félicitations aux équipes gagnantes🏅

Déjà inscrits ? 😃 Et si tu t’entraînais ? 🤓 C’est par ici 👉🏻isograd-testingservices.com/… #Concoursdecode #EuroInformation #GreenIT #CodeContest #Octobre #Informatique #Code #Développeurs #Challenge

An event in which a large number of people meet to engage in collaborative computer programming (solve a problem in agriculture, pisciculture) with the use of IoT(internet of things) #free #codecontest #sigerisSarl #hackathon

Let us explain... No, it's too much. Let us summarize! ✨ TWO DAYS #JavaScriptCodeathon ⏰ Remember! you could be one of the TOP 3 😏👇 #rviewer #tech #javascript #techcontest #coding #codecontest #it #cto #developer go.rviewer.io/javascript-cod…

Three days! #RviewerCodeathon... Last call! 👉 bit.ly/3pcWzJn #GetWithTechJobs #techcontest #coding #codecontest #it #cto #developer

Nuestra cara al ver que solo quedan 4 días para que acabe el #RviewerCodeathon... Tranqui, aún estás a tiempo de participar, obtener tu recompensa y entrar en el top10! CORRE! 🔥 👉 bit.ly/3GVN47l #GetWithTechJobs #techcontest #coding #codecontest #it #cto #developer

1. RUBY 2. PYTHON 3. JANUS 4. DRAGON @Indian_Contests @turingcom #CoderLife #CodeFun #CodeContest #ContestTime #ContestAlert #Contest #ContestAlertIndia Tags @PareshR7684 @AmarjeetMarwaha @manojku30735347 @AhujaSakshi13 @PiyushShitansh @promisingace @MaisuriaChetan

1) RUBY 2) PYTHON 3) JANUS 4) DRAGON @vaishalimaisur2 @vandanasehgal3 @AparnaA22141836 @Purvaa5 @Indian_Contests #CoderLife #CodeFun #CodeContest #ContestTime #ContestAlert #AnswerAndWin #TagAndWin #Contest #ContestAlertIndia

1. RUBY 2. PYTHON 3. JANUS 4. DRAGON #CoderLife #CodeFun #CodeContest @AbhishekIPLFeak @cool_bindra @proudy_indian1 @Deepak62032235 @Pulkit_Agrawal0 @Sreejit40765940 @Shivamthepower1 @shimmer_sneh @GopiDevi11 @GILESSINGH @singhm_20 @yogitabaid