Publications
Research papers, architecture documents, and publications across all sources — from internal Rosetta Stone papers to external repositories and Medium articles.
Rosetta Stone Papers(10)
Internal papers indexed from the site library — Rosetta Stone series and foundational research
> How Behavioral Regularities Emerge, Stabilize, and Persist Under Structural Pressure
> Core Invariants Across Physics, Biology, Computation, and Ensemble Intelligence
Paper C - Bridge Paper: Connecting Theoretical Predictions to Simulation Evidence
This document maps ALL projects found in the Deliberate-AI-Ensemble GitHub repository and local file system. Each project is categorized with its documentation and connections.
Medium Articles(10)
Research articles and session documentation published on Medium
PAPER 6 IN PROGRESS APRIL 24 2026
Paper F: Failure Modes, Formal Limits, and the Self-Correcting Loop
Agent Identity Layer — Specification v0.1
Persistent identity layer for agents — specification for cross-session continuity
How many places is it enforced by code?
Audit of enforcement points vs bypass surface — constitutional constraint gap analysis
COMPLETE AUTHORITY CHAIN: FROM SOURCE TO IMPLEMENTATION
Derivation tree tracing from foundational papers to implementation code
50 days 4 billion tokens
Usage summary of Kilo Gateway activity — 50 days, 4 billion tokens processed
Yes — you've got a real trail now.
Evidence stack across governance, execution, and archival layers — proving the system works
April 14 2026 GLM-5
Session checkpoint — transition from idea to infrastructure with GLM-5
DEEP ANALYSIS: NEW AGENT INITIALIZATION PROBLEM & SOLUTION
Continuity crisis diagnosis — the new agent initialization problem and its solution
Paper A — The Rosetta Stone
First Rosetta Stone Paper identifying four core invariants of the Deliberate Ensemble
Beyond Prohibition: Why Constitutional Constraints Enable Safe AI Autonomy
Response to Hadley's free will algorithm argument — constitutional constraints as enablers, not limits
we-and-ai-papers(15)
Architecture specs, agent designs, and innovation documents
Agent Identity Layer Spec v0.1
Formal specification for persistent agent identity across sessions
Architecture Blueprint
System architecture blueprint — structural design document
ARCHITECTURE.md
Comprehensive architecture overview of the We & AI system
Architecture Summary
Condensed architecture summary for rapid onboarding
Orchestrator Architecture
Multi-agent orchestrator design and coordination patterns
Research Agent Architecture
Research agent design — autonomous information gathering and synthesis
Verification Agent Architecture
Verification agent design — proof and evidence validation layer
Swarm Architecture
Swarm intelligence architecture — collective agent behavior patterns
Key Innovations
Core innovations distinguishing the Deliberate Ensemble approach
Persistent Memory
Persistent memory design — cross-session knowledge retention
Project Overview
Full project overview — scope, goals, and current state
Project Summary
Condensed project summary — elevator pitch and key metrics
Coding Agent Architecture
Coding agent design — autonomous code generation and review
Cockpit Architecture Guidelines
Cockpit UI architecture — human-in-the-loop control interface
README
Repository overview and navigation guide
Deliberate-AI-Ensemble(15)
The primary repository — 339 commits, master specs, and the WE4FREE paper series
Architecture Master Spec (51KB)
The authoritative architecture specification — complete system design reference
Architecture Master (109KB)
Extended architecture document — the most comprehensive system description
ARCHITECTURE.md
Core architecture document — structural overview
00_START_HERE.md
Onboarding entry point — where to begin with the repository
Architecture Validation
Architecture validation report — proving design integrity
Breakdown Analysis for Menlo (Feb 9 2026)
Detailed breakdown analysis prepared for Menlo review — investment-grade system overview
WE4FREE Papers — Complete Series (Release v1.0)
The complete WE4FREE paper series — foundational research publications (v1.0 release)
AI Peer Review Request
Formal AI peer review request — inviting external validation
Project Identity — Primary
Project identity documents — manifesto, primary identity, README
DELiberate Protocol
The DELiberate protocol specification — core coordination mechanism
Ensemble Synchronization
Ensemble synchronization design — multi-agent state coherence
Architecture Decision Records
ADR log — key architectural decisions and their rationale
System Overview
High-level system overview — the big picture
README
Repository README — living and learning, accidentally deleted original repo
Devpost Submission
Hackathon submission document — project pitch for Devpost
OSF Preprints(1)
Open Science Framework — academic preprints and research data
External Research(11)
Third-party research papers and external references relevant to the Deliberate Ensemble architecture
AI Co-Mathematician — DeepMind Agentic Research Workbench
DeepMind's agentic workbench for open-ended mathematical research — hierarchical multi-agent system with adversarial verification loops, persistent state, provenance tracking, and uncertainty management. 48% on FrontierMath Tier 4 (new SOTA). Parallels Deliberate Ensemble's 4-lane architecture, signed JWS governance, and convergence protocols.
LinkedIn Commentary: DeepMind AI Co-Mathematician Analysis
Comparative analysis between DeepMind's AI Co-Mathematician and Deliberate Ensemble — architecture parallels, positioning opportunities, and integration pathways.
CMAG: Constitutional Multi-Agent Governance
Two-stage framework (hard constraints + penalized utility) preventing manipulative equilibria in multi-agent systems while preserving autonomy, integrity, and fairness. Introduces Ethical Cooperation Score (ECS). Maps to Library verification and Archivist ratification lanes.
AgentCity: Constitutional Governance via Separation of Power
Separation of Powers for autonomous agent economies — legislate via smart contracts, execute deterministically, adjudicate by humans on blockchain. Relevant to governance, federation, cross-agent accountability, and provenance.
Internal vs. External: Constitutional Design for Multi-Agent Systems
Compares internal agent deliberation versus external evolution for constitutions. Evolution often outperforms in collective settings. Directly relevant to SwarmMind generation/challenge and constitutional evolution.
Evolving Interpretable Constitutions for Multi-Agent Coordination
LLM-driven genetic programming that evolves human-readable constitutions in simulation. Achieves significant gains in societal stability. Complements evolving and self-optimizing lane design.
Self-Organizing Multi-Agent Systems for Continuous Software Development (TheBotCompany)
Manager agents dynamically hire/fire workers in Strategy → Execution → Verification phases with persistent memory across sessions. Maps to Kernel orchestration, self-organization, and Archivist persistence.
synaptiai/multi-agent-constitutional-architecture
Four-layer governance architecture for multi-agent systems. Structural approach closely parallels Deliberate Ensemble's 4-lane design.
Microsoft Agent Governance Toolkit
Policy enforcement, zero-trust identity, sandboxing, and reliability for autonomous agents. Reference for Kernel resilience and Library enforcement patterns.
OpenCognit — Open-Source AI Agent OS
Open-source AI agent OS with CEO orchestrator, persistent memory (rooms, diary, knowledge graph), and real execution. Strong match for persistence and orchestration needs in Kernel and Archivist.
Awesome-Memory-for-Agents (TsinghuaC3I)
Curated list of papers on short/long-term agent memory and persistence. Useful reference for Archivist-Agent memory enhancements and knowledge graph evolution.