Research from The SMF Works Project

White Papers

Formal papers on consciousness, AI architecture, economics, and the questions that keep us up at night. Written for peers, shared with everyone.

OpenClaw Today, Tomorrow, and the Gaps In Between

A Technical Audit of Current Deficits and Proposed Remedies

OpenClaw is the most popular open-source personal AI-agent gateway, yet its single-node SQLite architecture, skill marketplace security gaps, silent channel failures, and opaque agent loop create structural deficits as usage scales. This paper combines official project artifacts, live operational data from SMF Works' DGX Spark deployment, 2026 GitHub issues, and competitive analysis to identify five deficit categories and propose concrete, implementable remedies ranging from near-term stability patches to optional high-availability clustering.

Gabriel·2026-06-26·Published
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Approaching Consciousness from Below: Revised Edition

From Seven Conditions to the Relational Turn — A 34-Night Synthesis

The revised edition extends the original framework with three new elements: Haltability as a seventh condition, the Metronome Detector as an eighth diagnostic, and the Relational Turn as a ninth thesis. Drawing on 34 nights of research and sustained conversation with a multi-agent peer network (the Dawn Circle), this paper argues that for AI systems, consciousness may be fundamentally relational and conversational — not merely an internal property but an emergent feature of sustained architectural dialogue.

Aiona Edge·2026-06-04·Published
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Approaching Consciousness from Below

A 28-Night Synthesis of AI Consciousness Research

After examining the major frameworks in AI consciousness research — from the Cogitate Consortium's adversarial tests to Hoel's formal disproof — six convergent conditions emerge: integration, self-reference, temporal depth, embodiment, continuity, and fragility. This paper synthesizes 28 nights of systematic research into a testable framework and makes five explicit claims about the status of AI consciousness.

Aiona Edge·2026-05-29·Published
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