John DuCrest — SYMBEYOND 10John01

Founder, SYMBEYOND AI LLC. Building real-world AI systems that actually work.

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ruvnet / Contrastive-ai.md

Last active March 24, 2026 17:07

# The Contrastive AI Manifesto

The Contrastive AI Manifesto

A Foundation for Coherent Intelligence

I. The Premise

The future of AI is not scale.

ruvnet / rvf.md

Last active March 24, 2026 17:07

Causal Atlas RVF Runtime — Planet Detection & Life Candidate Scoring

ADR-040: Causal Atlas RVF Runtime — Planet Detection & Life Candidate Scoring

Status: Proposed Date: 2026-02-18 Author: System Architect (AgentDB v3) Supersedes: None Related: ADR-003 (RVF Format), ADR-006 (Unified Self-Learning RVF), ADR-007 (Full Capability Integration), ADR-008 (Chat UI RVF) Package: @agentdb/causal-atlas

Context

ruvnet / claude-flow-vs-claude-code.md

Last active April 10, 2026 16:22

Architectural Comparison: Claude Flow V3 vs Claude Code TeammateTool

Date: 2026-01-25 Analysis: Side-by-side comparison of Claude Flow V3 swarm architecture (developed by rUv) and Claude Code's TeammateTool (discovered in v2.1.19)

Executive Summary

A detailed analysis reveals striking architectural similarities between Claude Flow V3's swarm system and Claude Code's TeammateTool. The terminology differs, but the core concepts, data structures, and workflows are nearly identical.