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(https://github.com/evochora/evochora/blob/main/docs/ASSEMBLY_SPEC.md) 3. Solving the Data Flood: Distributed Data Pipeline Simulating evolution generates a massive amount of data (>100 GB/hour for dense grids). If the physics loop waits for disk I/O, performance collapses. So the Simulation Engine is decoupled from persistence, indexing, and analytics using an asynchronous, message-driven pipeline. Data Flow Architecture: ┌────────────────────────────┐ │ SimulationEngine │ └─────────────┬──────────────┘ │ (TickData) ▼ ┌────────────────────────────┐ │ Tick Queue │ └─────────────┬──────────────┘ │ (Batches) ▼ ┌────────────────────────────┐ │ Persistence Service │ (Competing Consumers) └─┬─────────────────────┬────┘ │ (Data) (BatchInfo Event) │ │ ▼ ▼ ┌───────────┐ ┌───────────┐ │ Storage │ │ Topics │ └─────┬─────┘ └──────┬────┘ │ (Reads) (Triggers) │ │ └────────┬────────┘ │ ▼ ┌────────────────────────────┐ │ Indexer Services │ (Competing Consumer Groups) └─────────────┬──────────────┘ │ (Indexed Data) ▼ ┌────────────────────────────┐ │ Database │ └─────┬───────────────┬──────┘ │ │ (Queries) ▼ ▼ ┌────────────┐ ┌────────────┐ │ Visualizer │ │ Analyzer │ (Web based) └────────────┘ └────────────┘ 4. Project Status & Roadmap The engineering foundation is solid. We are now transitioning from "Building the Lab" to "Running the Experiments". Engineering Maturity: Component Status Feature Highlights Virtual Machine Functional Full register set, 3 stacks, dual-pointer architecture. Compiler Functional Multi-phase immutable pipeline with source-map generation. Data Pipeline Architected Decoupled architecture designed for cloud scalability. Visualizer Live WebGL-based real-time inspection of organism memory/registers. Biology ⚠️ Unstable Self-replication works, but as expected tends towards "Grey Goo" collapse. Callout I am looking for contributors who are just as thrilled as me about pushing the science of artificial life beyond the next frontiers. I need help in any kind of aspect: Engineering: Improve and extend the VM and compiler design to shape the physics of the digital world. Scale: Improve and extend the data pipeline for massive cloud scaling. Frontend: Improve and extend the existing analyzer and visualizer frontends (e.g., for controlling the data pipeline). Science: Researchers and scientists to help provide the scientific background to surpass the hurdles towards open-ended evolution. Resources: Repo: GitHub Source Code (https://github.com/evochora/evochora/blob/main/docs/SCIENTIFIC_OVERVIEW.md) Docs: Scientific Overview (https://github.com/evochora/evochora/blob/main/docs/SCIENTIFIC_OVERVIEW.md) Spec: EvoASM Reference (https://github.com/evochora/evochora/blob/main/docs/ASSEMBLY_SPEC.md) Demo: Running Demo System (http://evochora.org/) I am happy to receive any kind of feedback or questions! <!-- SC_ON --> submitted by /u/Hot-Requirement-3485 (https://www.reddit.com/user/Hot-Requirement-3485)
[link] (https://github.com/evochora/evochora/) [comments] (https://www.reddit.com/r/programming/comments/1pgqac8/architecture_case_study_open_source_platform_for/)
Dataflow Templating -- The Missing Semantic in Reactive Dataflow Programming
https://www.reddit.com/r/programming/comments/1pgsymp/dataflow_templating_the_missing_semantic_in/

<!-- SC_OFF -->Clone subgraphs on demand as an analogue to function calling. I wrote this in Observable Dataflow but it should apply to most Reactive Dataflow programming systems like FrTime. <!-- SC_ON --> submitted by /u/tlarkworthy (https://www.reddit.com/user/tlarkworthy)
[link] (https://observablehq.com/@tomlarkworthy/dataflow-templating) [comments] (https://www.reddit.com/r/programming/comments/1pgsymp/dataflow_templating_the_missing_semantic_in/)
Trying to explain Google's PageRank
https://www.reddit.com/r/programming/comments/1pgtzgy/trying_to_explain_googles_pagerank/

<!-- SC_OFF -->I am trying to explain Google's Page Rank Algorithm in an easy graphical way and was looking for some feedback on if it is understandable. I am heavily inspired by 3Blue1Brown. Any feedback is greatly appreciated. <!-- SC_ON --> submitted by /u/RealSirJoe (https://www.reddit.com/user/RealSirJoe)
[link] (https://www.youtube.com/watch?v=RWEzFmxqwPQ) [comments] (https://www.reddit.com/r/programming/comments/1pgtzgy/trying_to_explain_googles_pagerank/)
MyCTiger: Use the Ring programming language for generating and building C programs (Prototype of the idea).
https://www.reddit.com/r/programming/comments/1pgx1go/myctiger_use_the_ring_programming_language_for/

<!-- SC_OFF -->MyCTiger transforms the Ring programming language into a powerful domain-specific language (DSL) for generating and building C programs. It empowers developers to enjoy the performance and efficiency of C while leveraging Ring’s expressive syntax and productivity for DSL creation. Unlike traditional approaches that embed Ring within C applications or extend the Ring VM using C code, MyCTiger reimagines Ring as a meta-language for C. This isn’t about runtime language integration—it’s about compile-time code generation. With MyCTiger, Ring becomes a high-level interface for producing C code, enabling direct injection of raw C and seamless use of existing C libraries without bindings. It is only a prototype to demonstrate the idea, so interested developers can enhance it in their own forks according to their needs, design, or vision (i.e. Keeping the current prototype simple is very important for educational purposes). <!-- SC_ON --> submitted by /u/mrpro1a1 (https://www.reddit.com/user/mrpro1a1)
[link] (https://github.com/ringpackages/myctiger) [comments] (https://www.reddit.com/r/programming/comments/1pgx1go/myctiger_use_the_ring_programming_language_for/)
I built a 'Learning Adapter' for MCP that cuts token usage by 80%
https://www.reddit.com/r/programming/comments/1pgyzkg/i_built_a_learning_adapter_for_mcp_that_cuts/

<!-- SC_OFF -->Hey everyone! 👋 Just wanted to share a tool I built to save on API costs. I noticed MCP servers often return huge JSON payloads with data I don't need (like avatar links), which wastes a ton of tokens. So I built a "learning adapter" that sits in the middle. It automatically figures out which fields are important and filters out the rest. It actually cut my token usage by about 80%. It's open source, and I'd really love for you to try it. If it helps you, maybe we can share the optimized schemas to help everyone save money together. Repo: https://github.com/Sivachow/mcp-learning-adapter <!-- SC_ON --> submitted by /u/Live_Case2204 (https://www.reddit.com/user/Live_Case2204)
[link] (https://github.com/Sivachow/ado-learning-adapter) [comments] (https://www.reddit.com/r/programming/comments/1pgyzkg/i_built_a_learning_adapter_for_mcp_that_cuts/)
Resistance is Not Futile: How to Fight Back
https://www.reddit.com/r/programming/comments/1ph426e/resistance_is_not_futile_how_to_fight_back/

<!-- SC_OFF -->I'm a programmer. I enjoy programming because it stimulates my mind and it is rewarding (emotionally and financially). However, in the past few years, I feel everywhere I look, people are saying my vocation is about to be obsolete. I understand most of it is hype and propaganda, but it still causes negative thoughts and feelings. I propose we fight back. We can fight back against AI, by purposefully write bad code / programming solutions on the internet. Contaminate the training data AI uses. Accelerate the dead internet theory, which will deteriorate AI's training data over time. This will make AI generated coding unreliable and AI unable to replace human programmers. <!-- SC_ON --> submitted by /u/DelAbbot (https://www.reddit.com/user/DelAbbot)
[link] (https://stackoverflow.com/) [comments] (https://www.reddit.com/r/programming/comments/1ph426e/resistance_is_not_futile_how_to_fight_back/)
Microservices should form a polytree
https://www.reddit.com/r/programming/comments/1ph6gus/microservices_should_form_a_polytree/

<!-- SC_OFF -->Hi, this is my company blog. Hope you like this week's post. <!-- SC_ON --> submitted by /u/mapehe808 (https://www.reddit.com/user/mapehe808)
[link] (https://bytesauna.com/post/microservices) [comments] (https://www.reddit.com/r/programming/comments/1ph6gus/microservices_should_form_a_polytree/)
Is vibe coding actually insecure? New CMU paper benchmarks vulnerabilities in agent-generated code
https://www.reddit.com/r/programming/comments/1phf2f9/is_vibe_coding_actually_insecure_new_cmu_paper/

<!-- SC_OFF -->BREAKING: CMU researchers found that “vibe coding” is insecure.
Developers are shocked.
The rest of us are shocked that anyone thought vibes counted as a security protocol. Paper: “Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks” <!-- SC_ON --> submitted by /u/LateInstance8652 (https://www.reddit.com/user/LateInstance8652)
[link] (http://arxiv.org/abs/2512.03262) [comments] (https://www.reddit.com/r/programming/comments/1phf2f9/is_vibe_coding_actually_insecure_new_cmu_paper/)
Java Swing Library System | (Part 3) User Management Module – Login System Connected to MySQL
https://www.reddit.com/r/programming/comments/1phk4os/java_swing_library_system_part_3_user_management/

<!-- SC_OFF -->📌 Part 26 — Java Swing Library System | User Management Module (Part 3)
I just uploaded a new tutorial where I build a complete Login System in Java Swing, fully connected to MySQL.
If you’re learning Java desktop development or building real-world projects, this session will really help you. 🔥 What’s inside the video: Designing a professional Login Form in Java Swing Connecting Java Swing to MySQL User authentication with username & password Clean, reusable code patterns Part of a full User Management Module This tutorial is part of my ongoing Library Management System series built completely from scratch. <!-- SC_ON --> submitted by /u/Substantial-Log-9305 (https://www.reddit.com/user/Substantial-Log-9305)
[link] (https://www.youtube.com/watch?v=IP4lI8Ks3_Q) [comments] (https://www.reddit.com/r/programming/comments/1phk4os/java_swing_library_system_part_3_user_management/)