AI platform for breaking negotiation deadlocks | Independent Researcher
BERT + GNN + Transformers combination 30% higher accuracy | My Paper ↙️papers.ssrn.com/abstract=53982… DM for collaborationJoined August 2025
💥 New working paper
From Servant to Master ; When AI Becomes a Counterpart, Not a Tool
The risk isn't that AI will seize power, it's that we hand it over.
Proposes an "AI Driving License" for qualified AI users.
undigitalcooperation.org/organization/d…#AIGovernance#HumanOversight
@AIforGood@ITU Good luck 👌🏼
Exactly what SHD framework —
Smart Hybrid Diplomacy addresses : neuro-symbolic AI (BERT/GNN/Transformer) built on ethics-by-design: federated learning, human veto, SHAP.
Yes 👉🏿 It's for breaking deadlock in negotiations.
My paper: ssrn.com/abstract=53982…
@KLdivergence Hello Dr. Lum, I’m a former diplomat & architect of an AI framework: SHD
Smart Hybrid Diplomacy. It built on ethics-by-design: federated learning, human veto, SHAP explainability, aligned with UNESCO AI Ethics & VCLT. paper: ssrn.com/abstract=53982…
(I couldn’t reach Dr. Iason)
@IasonGabriel@scychan_brains@GoogleDeepMind Dr. Gabriel, I’m former Iranian diplomat & architect of an AI framework:
SHD; Smart Hybrid Diplomacy .
It built on ethics-by-design: federated learning, unbreakable human veto, SHAP explainability, aligned with UNESCO AI Ethics & VCLT. My paper: ssrn.com/abstract=53982…. Thanks
@ITU@ITUSecGen Access is necessary but not enough. Youth also need tools to participate.
SHD (Smart Hybrid Diplomacy) is a proposed platform: AI-assisted negotiation simulation + multilingual policy analysis, with expert review, feeding concrete proposals to @ITURegen. @AIforGood@UN
@MWaehlisch Agree 🤝 🕊️🌐
For "AI for peace" more than a slogan, we need practical tools.
SHD ( Smart Hybrid Diplomacy )
is a proposal:
AI-assisted negotiation simulation, multilingual document analysis, and human review of outputs. Ready to collaborate on a pilot.
#AIPeace@AIforGood
@UNESCO@Pontifex 💥 A crucial question.
Magnifica Humanitas warns against reducing persons to exploitable resources.
SHD is proposed answer in practice: AI that augments human judgment in negotiations, not replaces it, with explicit human oversight built in.
A fit for the Youth Forum on 25 Sept.
@JLKirkpatrick1 Technical foundations for verifiable AI governance are essential.
One practical gap is supporting negotiations while keeping human agency and data sovereignty intact.
SHD combines :
BERT+GNN+ Transformer with federated learning, SHAP & human veto.
Aligned with UNESCO AI Ethics.
@G42ai Turning national AI ambition into action requires practical tools that respect sovereignty.
SHD focuses on:
breaking negotiation deadlocks using BERT+GNN +Transformer, with federated learning & unbreakable human veto built in. Aligned with UNESCO AI Ethics.
Happy 2 share paper
@gioasempre@ODET_UN Valuable point on connecting AI science, policy & capacity.
A persistent challenge is breaking negotiation deadlocks without compromising sovereignty.
SHD is designed: BERT+GNN+Transformer and federated learning, full explainability & human veto.
Aligned with UNESCO AI Ethics.
@UN_OICT@BMarianoJr Focus on verifiable & interoperable AI governance 👌🏼 Key gap remains: breaking negotiation deadlocks 👇🏿protecting sovereignty & human agency.
SHD addresses: BERT+ GNN + Transformer, federated learning, SHAP explainability & unbreakable human veto. Aligned with UNESCO AI Ethics.
Everyone is debating AI slowdowns and safety frameworks.
Almost no one is solving the
real blocker 👉🏿 data sovereignty.
And without it : 👇🏿
no multilateral AI system will ever be trusted — or adopted. 🧵
#AIEthics#AIGovernance#UN#HumanOversight#GFEAI#SHD
SHD is built sovereignty-by-design:
• Federated learning , raw negotiation data never leaves party's control
• Only encrypted parameter updates are shared
• No central data pool. No exposure of confidential playbooks
This is what "inclusive governance" looks like in practice
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