Results

GAINS publishes results through structured deliverables. Each deliverable is mapped to a specific Work Package (WP), related tasks, and one or more milestones, ensuring traceability between objectives, methods, and validation.

How to navigate GAINS outputs

  • Public Abstracts: a dissemination-friendly overview of deliverables and progress.
  • Full deliverables: extended technical content (annexes, evaluation notes, operational details) available on request.
  • Use Cases, PoC and Demos: selected scenarios and proof-of-concept artifacts as they become available, including guidance for early adopters.

Synoptic plan: milestones, WPs, tasks and deliverables

Milestone Work Package Task Deliverable Status
M1 - Problem framing & state of the art
WP1 - Problem Framing & State of the Art T1.1 D1.1 - State of the art on LLM agent architectures and energy impact Done
WP1 T1.2 D1.2 - State of the art on energy impact of network and cloud infrastructures Done
WP1 T1.3 D1.3 - Dissemination activities report (WP1) Done
M2 - Initial system design
WP2 - System design, integration, PoC validation T2.1 D2.1 - Technical report on system design Done
M3 - Prototype agents implemented
WP3 - Agent prototyping & evaluation T3.1 D3.1 - Technical report on Network Monitor prototype Done
WP3 T3.2 D3.2 - Technical report on Network Orchestrator prototype Done
WP3 T3.3 D3.3 - Technical report on Knowledge Manager prototype Done
WP3 T3.4 D3.4 - Dissemination activities report (WP3) In Progress
M4 - End-to-end PoC evaluation completed
WP2 T2.2 D2.2 - Technical report on agent integration & PoC evaluation In Progress
WP2 T2.3 D2.3 - Dissemination activities report (WP2) In Progress

Access and materials

You can browse public abstracts and download project materials. For full access requests, collaboration, or speaking invitations, use the contact form.