Publications
Research papers, architecture documents, and publications across all sources — from internal Rosetta Stone papers to external repositories and Medium articles.
Internal Research Library(1)
Internal papers indexed from the site library — Papers A–F, CAISC material, Rosetta Stone / WE4FREE research, and supporting theory documents.
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