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E.M.B.E.R. A Fully Autonomous, Resource-Efficient Cognitive Architecture with Persistent Event-Driven Reflection and Native Vision-Language

Authors: Schildgen, Patrick;

E.M.B.E.R. A Fully Autonomous, Resource-Efficient Cognitive Architecture with Persistent Event-Driven Reflection and Native Vision-Language

Abstract

This report presents EMBER (Evolutionary MariaDB-driven Backend-integrated EPYC-accelerated Reflective-Agent), a production-ready, fully autonomous cognitive architecture in continuous operation since October 2025. The architecture runs entirely on non-accelerated CPU hardware — 16 dedicated cores of an AMD EPYC 9645 "Turin" — and orchestrates a 26-billion-parameter Mixture-of-Experts (MoE) core model (Gemma 4 26B) within an asynchronous, dual-context PHP backend paired with a persistent RAID-10 NVMe MariaDB as episodic long-term memory (LTM). We present three technical contributions: (1) a RAG-Lite system built on native FULLTEXT indices with Boolean-mode hardening for low-latency lore retrieval; (2) a probabilistically gated, context-isolated self-reflection pipeline with hard volatility hygiene; and (3) a vision-language closed-loop browsing system that streams base64-encoded screenshot frames with a coordinate-calibrated ghost cursor over a Server-Sent Events channel. We empirically characterize the hardware's inference profile and show that on CPU-only hardware the dominant latency driver is prompt mass, not model size — a finding that motivates the lore-gating and prompt-trimming mechanisms central to the architecture. We also report the Thinking-Bleed phenomenon: enforcing JSON grammar on a thinking-enabled model causes output to migrate to the internal thinking channel, a failure mode resolved by targeted per-call disabling of the thinking path.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green