Virtual research collective · DistributedGitHub

Shared research agenda

Agentic systems need better questions before they need bigger claims.

Member labs keep distinct programmes while contributing to a common agenda across agency, trust, domain science, and resilient infrastructure.

01

Agentic and multi-agent systems

Current programme

Research on agents that plan, act, coordinate, and alter external systems over extended periods.

  • How should an agent explain and record consequential actions?
  • Which constraints remain effective across long task horizons?
  • How do agents cooperate when objectives or evidence conflict?
  • What should count as a reproducible agent experiment?

02

Trustworthy and secure digital systems

Current programme

Work on assurance, privacy, security requirements, protocol trust, and resilience under adversarial conditions.

  • Which security properties can be checked after deployment?
  • How should trust change after partial failure?
  • Where do incentives undermine technical controls?
  • Which audit records let independent researchers test a claim?

03

Agentic science and domain research

Open direction

A future space for domain-led labs that use AI agents while preserving the methods, evidence, and limits of their field.

  • Which scientific tasks should agents perform without human substitution?
  • How can a domain expert inspect an agent’s intermediate work?
  • What evidence separates a useful result from a plausible output?
  • How should domain labs report model and data dependence?

04

Resilient decentralized infrastructure

Current programme

Research on programmable blockchains, cyber-physical systems, and emerging infrastructure that must remain dependable under attack.

  • How should decentralized markets expose manipulation and exclusion?
  • Which privacy mechanisms remain usable at protocol scale?
  • How can cyber-physical defenses distinguish faults from attacks?
  • Where might quantum-resilient security alter system requirements?