Intelligent Ireland

5 · 07 · 08 · AI and agentic AI workflow

Agentic AI collaboration hub

Use case: matching a semiconductor multinational considering an Irish R&D expansion with university researchers, Irish photonics suppliers, specialised talent providers and investment-support programmes.

Data sources

Investor, research, regional and supplier data

Intelligence

RAG, graph, prediction, matching

Agent orchestration

Research, rank, explain, recommend

Human approval

Consent, compliance and authorization

Execution

Approved introductions, collaboration outcomes

Neural feedback

Model evaluation → controlled improvement

Agent run — Helix Semis expansion

  1. Retrieve authorized evidence on Irish photonics capability (RES-12, ECO-21)
  2. Query knowledge graph: Helix Semis → 2-hop university & supplier neighbours
  3. Rank partners with match score (tech 0.30, sector 0.20, region 0.15…)
  4. Check constraints: consent flags, eligibility, conflicts of interest
  5. Explain: Tyndall (0.91) — integrated photonics overlap; OptiParts (0.84) — Cork supplier capacity
  6. Draft introduction pack for account executive approval

RAG · Vector DB · SLM assist

Grounded knowledge search

Your question is embedded, compared against the vector store by cosine similarity, and only the top authorized passages are used to compose the answer.

ECO-21cos 0.466

Semiconductor Supplier Ecosystem Map

Irish suppliers in precision engineering, photonics components and cleanroom services support semiconductor fabrication and expansion projects.

RES-12cos 0.408

Photonics Research Capabilities in Ireland

Tyndall and university photonics research groups collaborate with semiconductor multinationals on integrated photonics, chip packaging and R&D expansion.

TAL-09cos 0.263

Talent Pipeline: Deep Tech Skills

Specialized talent providers and university placement schemes deliver quantum, AI and semiconductor engineering skills to regional employers.

SLM grounded answer

cites sources

Based on [ECO-21], [RES-12], [TAL-09]: Irish suppliers in precision engineering, photonics components and cleanroom services support semiconductor fabrication and; Tyndall and university photonics research groups collaborate with semiconductor multinationals on integrated photonics, chip; Specialized talent providers and university placement schemes deliver quantum, AI and semiconductor engineering skills… Recommended next step: route to the matching agent with consent checks enabled.