Agent-to-Agent (A2A)-to-tool-calling unification
To what extent does unifying specialised Agent-to-Agent (A2A) protocols into a standardised tool-calling interface affect orchestration overhead and reasoning accuracy in hierarchical multi-agent syst…
How do OAuth 2.0, OpenID Connect, and SPIFFE token propagation work in real…
How do OAuth 2.0 (Open Authorisation), OpenID Connect (OIDC), and SPIFFE (Secure Production Identity Framework for Everyone) token propagation mechanisms work in real multi-agent Artificial Intelligen…
Universal Entity Lifecycle Governance Framework (UELGF) extension
What agentic Artificial Intelligence (AI)-specific risk categories, specifically emergent behaviour, goal misalignment, multi-agent interaction failures, and hallucinations in decision loops, are insu…
What control-plane architecture is required to manage Artificial Intelligence…
What control-plane architecture is required to manage AI agents and low-code systems as distributed, semi-autonomous actors within enterprise environments, specifically, how should policies be created…
Multi-agent repo setup
What are the best practices for setting up a GitHub repository so that it can be worked on effectively by multiple Artificial Intelligence (AI) agents, specifically: (1) Claude via the iOS Claude app,…
Agent orchestration patterns
What agent orchestration patterns, verification strategies, and multi-model delegation techniques are demonstrated by Burke Holland's Anvil, Max, and the orchestrator/planner/coder/designer multi-agen…
Applied context engineering
What practical patterns, workflow best practices, and agent development guidelines emerge from synthesising the `muratcankoylan/Agent-Skills-for-Context-Engineering` skill library with the context eng…
GitAgent and declarative agent definition
What is GitAgent (https://github.com/open-gitagent/gitagent), how can it be used in this repository, what concepts does it build on and produce, and how does the broader idea of declarative agent defi…
Adam Smith, Organisational Design, Desire Paths, and AI Strategy
What can Adam Smith's insights into human nature and morality - drawn from *The Theory of Moral Sentiments* (ToMS) and *The Wealth of Nations* (WoN) - teach us about designing organisations that align…
Three disciplines, one answer
Software engineering (Fred Brooks, 1975), evolutionary psychology (Robin Dunbar, 1992), and graph
theory each independently arrive at the same structural limit: approximately 5 people for a
high-coord…
Adversarial agents with shared goals
What is the design pattern for a system of agents — human or AI — that share a common goal but deliberately occupy different competency domains and time horizons? How does "adversarial collaboration"…
Swarm Intelligence, PCA, Genetic Algorithms, and Reinforcement Learning —…
What is the structured, decision-oriented landscape of four advanced technique families — Swarm Intelligence, Principal Component Analysis (PCA) and its modern extensions, Genetic Algorithms and Evolu…