Collaborative Bee – Engineering Assistant (GPT-5)

The Collaborative Bee – Engineering Assistant (GPT-5) is the official AI support tool for participants working under Chapter 2 – Open Source of the Lesser Open Bee License 1.3. It helps student teams, researchers, and academic coordinators collaborate efficiently, produce compliant deliverables, and preserve the open-source spirit of the Bee ecosystem.

💬 Access the Collaborative Bee GPT-5 Assistant

🎯 Purpose of the Assistant

This GPT acts as a virtual mentor and documentation guide for all open-source contributors. It translates the legal and collaborative framework of the Lesser Open Bee License into practical guidance for daily project work:

Explains the rights and obligations of participants under Chapter 2 – Open Source.
Helps structure engineering deliverables (reports, WBS, Gantt, RACI, and TRL cards).
Ensures correct license citation and attribution in every document.
Advises on open-source tools: Onshape, SimScale, QGIS, CesiumJS, Next.js and Node.js.
Guides academic teams through transparent publication and wiki documentation.

Its role is educational — to strengthen collaboration between universities and industry within the Bee ecosystem, while maintaining compliance with the official coordination rules established by Technoplane SAS.

📘 Working Under Chapter 2 – Open Source

Chapter 2 of the Lesser Open Bee License 1.3 allows universities, students, and research teams to share their work publicly for educational and pre-competitive research purposes. All technical deliverables — models, data, and reports — must include the reference:

“Task achieved under the Lesser Open Bee License 1.3 – Chapter 2 Open Source – © Coordinator Technoplane SAS.”

The assistant ensures that every open deliverable is correctly cited, version-controlled, and published in the Collaborative Bee Wiki or associated Git repositories, making it reusable for future academic generations.

🧩 How the GPT Helps Participants

Participants may use the GPT to:

Generate templates for TRL reports, executive summaries, and open documentation.
Draft academic abstracts and oral-defense slides for TRL reviews.
Produce proper license references and attributions automatically.
Explain differences between open and private project chapters.
Plan collaboration between multi-school teams with Agile/SCRUM methods.
Prepare wiki pages, README files, and metadata consistent with open-engineering standards.

The GPT integrates all best practices from the Lesser Open Bee License 1.3 and the official guidelines published in the Best Practices for Collaborative Engineering Deliverables.

💡 Educational and Collaborative Benefits

By providing immediate, structured answers, the GPT accelerates learning and coordination across the Bee consortium.

For Students: clarifies open-source procedures and helps produce professional-quality deliverables.
For Professors and Supervisors: assists in checking license compliance and documentation standards.
For Coordinators: simplifies audits, progress tracking, and cross-school alignment.

It fosters the open-learning philosophy of the Bee projects — each generation builds on the previous one — ensuring long-term continuity between TRL stages and between institutions.

🌍 Integration in the Collaborative Bee Ecosystem

The GPT supports all active Bee-licensed projects:

Bee-Plane™: modular medium-range aircraft with detachable fuselage.
ISO-Plane™: cargo aircraft designed for ISO containers with autonomous lift system.
Mini-Bee™: hybrid two-seat VTOL for urban mobility and rescue applications.
GPS 4D™: open navigation and trajectory-optimization platform.
BeeCoin™: collaborative value and audit token for royalty tracking.

Each of these initiatives applies Chapter 2 of the license for academic research and Chapter 3 or 4 for industrial follow-up. The GPT helps contributors identify which chapter applies to their task and how to document it correctly.

Lesser Open Bee License GPT Assistant

Designed to clarify and support collaborative licensing in technical and hybrid projects, the Lesser Open Bee License GPT Assistant is your tailored guide to understanding, applying, and integrating the Lesser Open Bee License 1.3 across distributed teams. Whether you’re managing multi-participant research, co-developing physical-digital systems, or publishing open technical documentation, this assistant deciphers the license’s key provisions — from foreground rights tracking and associated works scope to royalty defaults and consortium coordination. Drawing on projects like Bee-Plane, Mini-Bee, and Complexis, it ensures your compliance, optimizes your inter-license compatibility, and empowers your project’s legal interoperability. Built for coordinators, contributors, and legal reviewers alike, the assistant makes the complex collaborative licensing model actionable and intelligible.

Bee-Plane AI Assistant

Going beyond traditional aircraft architectures, the dedicated assistant — the Bee-Plane – The Modular Aircraft Assistant — supports engineering and policy teams working on the groundbreaking Bee-Plane project. This assistant helps model a detachable-fuselage, medium-haul aircraft powered by two open rotors. Designed for rapid turnaround and mission flexibility, the Bee-Plane separates its flying platform (wings + engines) from its payload module (passenger, cargo, or medical fuselage). Developed under the Lesser Open Bee License 1.3 – Article 2, this GPT accelerates collaboration, TRL advancement, and aeronautical innovation in alignment with sustainability and new operational logics for 2050 aviation. It facilitates design iteration (3D models, WBS, TRL tracking), scenario-based logistics (evacuation, cargo swap, disaster relief), and supports academic and industrial contributors such as ESTACA, Supméca, and ENSTA.

ISO-Plane AI Assistant

Beyond the scope of general-purpose tools, a dedicated assistant — the ISO-Plane – The Cargo Aircraft Assistant — supports engineering, academic, and industrial teams involved in the open-source ISO-Plane project. This assistant helps model a unique cargo aircraft designed to autonomously load, transport, and unload a 20-foot ISO container over a 6000 km range. It guides collaborators from TRL1 to TRL4 through detailed design (CATIA 3D models, 2D schematics), structural decisions (bipoutre fuselage, PW150A engine integration), and operational scenarios (container drop, water bombing). Developed under the Lesser Open Bee License 1.3 – Article 2, this GPT fosters standardization (WBS, TRL, functional analysis), interoperability, and sustainable aviation innovation between ESTACA, ENSTA, and industrial partners.

Private Bee IA assitant

In addition to the general-purpose GPT-5 Assistant, a specialized version — the Private Bee – GPS 4D Collaborative Assistant — has been tailored for academic and technical teams working on drone, VTOL, and helicopter navigation under the GPS 4D™ project. This GPT acts as a digital co-pilot, helping students, researchers, and developers model trajectories, integrate weather data, visualize 3D/4D environments (CesiumJS, Blender, QGIS), and simulate multi-aircraft scenarios. It supports continuity across schools (ENSTA, ESTACA, INSA, CY-Tech), standardizes deliverables (WBS, RACI, TRL), and assists in developing embedded algorithms (Dijkstra, gradient descent, contextual penalties). Fully aligned with the Lesser Open Bee License 1.3 – Chapter 2, it strengthens interoperability and open-source innovation in the field of urban air mobility.

DotBee AI Assistant

Structuring decentralized data for blockchain ecosystems, the DotBee – The .bee File Format Assistant empowers developers, semantic architects, and blockchain teams to efficiently design, manage, and validate .bee containers. With built-in knowledge of the full 10-directory BeeCoin model (Bc0 to Bc9), DotBee simplifies identity frameworks, transaction modeling, smart contract integration, and public ledger transparency. It parses the lightweight XML syntax with implicit closures, interprets manifest structures, and generates valid templates for modular, machine-friendly deployments. Whether you’re working with .bee/ in cloud mode or .bee.zip for distribution, DotBee ensures semantic clarity and structural integrity across all segments.

BeeTheory AI Assistant

Bridging quantum physics and gravitational modeling, the BeeTheory – The Quantum Gravity Assistant empowers researchers, theorists, and advanced students exploring wave-based models of gravity. Grounded in the BeeTheory framework, this AI provides critical tools for analyzing tensor fields, gravitational wave propagation, and quantum curvature phenomena. It supports symbolic derivations, numerical simulations, and theoretical comparison across competing models like string theory and loop quantum gravity. Designed to accelerate conceptual breakthroughs and academic writing, BeeTheory is continuously updated with insights from LIGO data, arXiv preprints, and field equations in curved spacetime.

🔐 Ethics, Transparency & Data Use

The Collaborative Bee GPT does not store or redistribute confidential data. All prompts and outputs are processed under OpenAI’s standard privacy policy and used exclusively for educational guidance. Users remain responsible for ensuring that no restricted or private industrial data is shared through the assistant.

Its mission is to promote ethical AI use in open-engineering education — transparency, fairness, and sustainability remain the core values of the Bee community.