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CEPBEP/README.md

Hi, i am George Ahiakwa
Founder & CEO — qFoldit/Foldnite

LEGO brick road to open science on the cover of Trends in Biotechnology, September 2022. Predicting chemical reactivity in a digital lab. An adaptive graph learning method for automated molecular interactions and properties predictions, June 2022. Foldnite, Miles Bennett Dyson, Kwabena Boahen - Brains In Silicon, Narrative Runtime Layer, Walt Disney, WBD,

18-year evolution timeline: Foldit → qFoldit

  • 2008-05-08 — Foldit launches. A protein-folding game created by the University of Washington Baker Lab and Center for Game Science establishes the core proposition: human gameplay can become a scientific research instrument.

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  • 2011-09 — Foldit players solve the M-PMV retroviral protease structure in three weeks. The result demonstrates that human spatial reasoning and collective search can solve difficult molecular-structure problems that had resisted conventional approaches.

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  • 2012-01-22 — Foldit player-guided enzyme design advances the Diels–Alderase project. Gameplay moves beyond structure prediction into an iterative design → selection → laboratory-testing loop, establishing a precedent for translating player creativity into experimentally testable molecular changes.

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  • 2019 — qFoldIT development begins as a next-generation extension of the Foldit model. Following work on Atomic Heart, George Ahiakwa begins sustained experimentation at major game-industry events with scientists, testing how Fortnite-derived interaction mechanics can be adapted for scientific tasks rather than entertainment alone.

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  • 2019–2022 — Gameplay becomes a scientific interaction research program. George Ahiakwa combines game interaction with laboratory-equipment instructions, molecular-folding mechanics and L-system concepts, testing how scientific workflows can be expressed in first-person, third-person, and virtual reality (VR) modes — and made spatially legible to players across all three immersive perspectives.

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  • 2021-01-25 — QFold is first presented. The quantum protein-folding algorithm establishes a second lineage alongside Foldit: scientific gameplay is connected not only to human search, but also to emerging quantum-computational approaches to protein-folding prediction.

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  • 2022-07 — [Scientific Backdrop] Publication of GLAM. Nature Machine Intelligence publishes an adaptive graph learning method for automated prediction of molecular interactions and properties, demonstrating the growing role of AI in molecular design and aligning with qFoldIT’s scientific trajectory.

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  • 2022-09 — The “LEGO brick road to open science and biotechnology” vision is published. The LEGO-like decomposition of scientific work strengthens the conceptual bridge from Foldit’s molecular manipulation to qFoldIT’s later Scientific Object / UAG model.

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  • 2023-03-22 — Unreal Editor for Fortnite (UEFN) enters Public Beta. Fortnite becomes a programmable, Unreal-based creation environment with Verse, making the game-engine layer substantially more suitable for persistent scientific worlds, procedural missions and scientific interaction design.

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  • 2024-11-25 — [External Milestone] Anthropic publishes MCP. The Model Context Protocol is released as an open standard for connecting AI assistants to external tools and data sources, establishing the foundational protocol layer that qFoldIT will leverage for its scientific MCP mesh.

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  • 2025-03-27 — [Architectural Convergence] OpenAI adds MCP support to Agents SDK. OpenAI adopts the open MCP standard, signaling industry-wide convergence on standardized tool-access protocols for AI agents.

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  • 2025-12-09 — [Institutional Standardization] MCP is transferred to the Linux Foundation. The protocol moves to the Agentic AI Foundation (AAIF), cementing MCP as a vendor-neutral standard for agentic tool orchestration.

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  • 2026 — Unique architectural convergence: Foldit + qFoldIT become Rust-first. During 2026, the original Foldit ecosystem and the qFoldIT fork/evolution independently converged on Rust as their canonical systems language. Foldit moved its core application, molecular exchange, viewer and plugin boundaries into a Rust-centered architecture; qFoldIT consolidated its scientific contracts, mission control, UAG/UWI, evidence, runtime adapters, and UEFN Toolbelt into a Rust-first canonical workspace.

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  • 2026-03-20 — [Community/qFoldIT Milestone] First public MCP bridge for UEFN. The initial public commit of the UEFN Toolbelt (by Ocean Bennett / qFoldit network) includes mcp_server.py and a loopback HTTP bridge, predating Epic’s native UEFN MCP by 153 days. This establishes the first inspectable public implementation of an agent-to-UEFN-editor control layer.

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  • 2026-04-15 — [Architectural Convergence] OpenAI updates Agents SDK with sandbox and harness. OpenAI introduces native sandbox execution and a customizable agent harness (v0.14.0), independently validating the principle of separating orchestration from isolated execution that qFoldIT implements in its governed mission architecture.

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  • 2026-05-05 — [Architectural Convergence] Unity announces AI tools and MCP Server. Unity documents an in-editor AI Assistant and MCP Server, enabling agents to interact with scenes, GameObjects, and scripts. This parallels qFoldIT’s Unity Toolbelt approach, though without the scientific mission or validation layer.

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  • 2026-06-17 — [External Milestone] Unreal Engine 5.8 introduces experimental MCP plugin. Epic publishes UE 5.8 with a built-in MCP plugin for LLM-engine interaction, marking the first-party entry of Unreal into the agent-accessible editor space.

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  • 2026-06-30 — [External Milestone] Anthropic launches Claude Science in beta. Claude Science provides a scientific workbench with a coordinating agent, connectors, and a reviewer agent that checks citations and calculations — conceptually overlapping with qFoldIT’s independent validation goals.

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  • 2026-08-01 — qFoldIT begins maintaining a development diary in the official Anthropic Claude Science developer conversation. This marks the transition from a game-science prototype to an openly documented scientific-agent integration program aligned with frontier AI workflows.

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  • 2026-08-18 — Anthropic publishes “Claude Accelerates Protein Design.” Claude Mythos Preview and Opus 4.8 autonomously conduct de novo protein-binder design across 15 targets, with at least one successful binder for 14 targets and reported hit rates of 22–35.1% depending on the experimental setup. For qFoldIT, this validates the strategic direction of connecting human gameplay, agentic scientific search, computational design and independent laboratory validation into one executable loop.

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  • 2026-08-20 — Unreal MCP becomes available in UEFN. Epic embeds an MCP server directly in UEFN, enabling agents to write/compile Verse, configure devices, create Scene Graph entities, build UMG interfaces and run play sessions. For qFoldIT, this turns the engine from a presentation layer into an agent-accessible scientific runtime.

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  • 2026-08-21 — qFoldIT formalizes its canonical architecture. Enterprise mission governance, mission contracts, Rust control-plane orchestration, UAG/runtime adapters, scientific validators, evidence/provenance and strategy memory are separated into explicit authority boundaries. This is the decisive transition from “scientific game” to a “governed scientific execution platform”.

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  • 2026-08-21 — Pop-Culture / Attention Capture becomes an explicit architectural layer. LEGO-like construction, original IP* and properly licensed external properties, including potential Disney and Warner Bros. Discovery use cases, are treated as engagement and presentation layers above the scientific system, preserving a strict separation between audience acquisition, content rights and scientific authority.

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  • 2026-08-23 — qFoldit-core becomes the canonical Rust contract layer. Mission contracts, Scientific Action Envelopes, UAG, submissions, evidence, execution lineage and strategy memory are consolidated into a common systems layer, reducing fragmentation across engines and adapters.

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  • 2026-08-24 — Enterprise and scientific integration converge. CORPORATE APP unifies partner and mission registries; UEFN-QFOLDIT formalizes the Mission Contract Bridge and runtime-control boundary; OPENSTRUCTURE validates the same mission-contract and provenance chain independently; scientific MCP adapters adopt the canonical scientific-adapter contract. The development lineage now explicitly spans specialist work associated with Baker Lab, H3D, Foldit, Tetrisphere and bioinformatics communities, alongside the wider scientific-engineering network including H3D, Ersilia and independent validation groups.

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  • 2026-08-25 — qFoldIT reaches its current platform state. The Foldit legacy of human scientific search is extended into a cross-runtime, agent-connected, evidence-bound execution system: enterprise mission → governed contract → AI/human orchestration → UAG → runtime → submission → independent validation → evidence → validated strategy.

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  • 2026-08-25 — Institutional platform thesis. qFoldIT is positioned as a governed B2B scientific/Physical-AI verification pipeline: private runtime nodes can be isolated by organization, scientific authority remains external to gameplay, AI actions remain attributable, and every validated result can be traced from mission intake to scientific evidence.

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  • 2026-09-03 — [External Milestone] OpenAI announces GPT-6 Astra. A frontier model capable of directly controlling browsers, spreadsheets, and desktop software. This represents the maturation of general-purpose agentic orchestration, further validating the need for external scientific validation layers like qFoldIT’s.

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  • 2026-10-07 — [External Milestone] Google and Unity announce Playground and Spark. Google launches Playground (prompt-to-game creation in the browser), and Unity announces Unity Spark (AI-assisted 3D game creation in the browser). These events demonstrate the broader industry shift toward agent-accessible spatial creation, reinforcing the market relevance of the Foldnite spatial runtime approach.

Pinned Loading

  1. qfoldit/UEFN-TOOLBELT qfoldit/UEFN-TOOLBELT Public

    The ultimate, ever-expanding Swiss Army Knife for the UEFN Python API (358+ tools registered across 55+ categories). Automate world-building, manage assets, generate boilerplate Verse code, and con…

    Python 6

  2. qfoldit/UNITY-TOOLBELT qfoldit/UNITY-TOOLBELT Public

    102 composite editor-automation tools for Unity, exposed to AI agents through Unity's own official MCP bridge.

    C# 4

  3. qfoldit/UNIGINE-TOOLBELT qfoldit/UNIGINE-TOOLBELT Public

    80 composite editor-automation tools for UNIGINE 2, exposed to AI agents via a companion MCP bridge that sits alongside UNIGINE's own official MCPBridge Plugin.

    C# 6

  4. foldit foldit Public

    Forked from foldit-org/foldit

    A new and open-source Foldit engine, built in Rust

    Rust