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Accelflare AUTOMATA™

Generic LLM Reasoning Engine

 

A ​Cognitive AGI Reference Design Featuring

Parallel Chain-of-Thought Patterns with unmatching Hardware Acceleration performance.

FEATURES

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FSMs meets LLMs

AUTOMATA is the main environment where Parallal Multiple FSMs fusion with Multiple LLMs for Better Cognitive Reasoning and for better Automated Systems Design.

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HYPERGRAPH COMPATIBLE

Hypergraph structure compatible.

Dedicated for supporting SingularityNET's MeTTa Atomspace.

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GRAPH STREAMING ANALYSIS

Reasoning Graph Streaming Analysis for better AGI and Beyond.

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HORIZONTAL & VERTICAL SCALING

Supporting Chip level, Board level and Cluster Level Scaling Capabilitiy

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HARDWARE ACCELERATED ARCHITECTURE

Capable of deploying to CPUs, FPGAs, ASICs and FSM Acceleration Infrastructures and Heteregonous Computing Support 

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Cognition Assessment Tools

Cq Tester - Automated Cognitive Quotient (Cq)
Scoring System

Our own proprietary Cq Test is specifically designed to measure Cq performance across Descriptive, Knowledge, and Reasoning Schemes and Representations by generating a quantifiable cognitive performance metric based on any form of execution data or history.

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Coming Soon on Android and iOS

Cognitive Footprint
Extraction, Profiling and Channeling 

Convert any conversational data—spoken or written—into structured, measurable formats that can be consistently analyzed and compared, improving the reasoning accuracy and cognitive depth of large language models (LLMs). Aimed for better LLM Reasoning Performance and Applications.

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Cognition Assessment Tools

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Continuous Testing Platforms

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Graph Represented
Time Series Evaluation Platform

Convert time series data into graph and hypergraph stream structures to better capture temporal and relational patterns. These structures support smarter predictions of what should happen next based on past data trends.

 

Powered by ExpertBOT GRAPHGENIE™

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GeoAI Geographic Cognition
Analysis Testbed

Geographical Analysis Testbed powered by reasoning and descriptive insights generated by large language models (LLMs) and Accelflare AUTOMATA to uncover hidden patterns and valuable features across the globe. The system analyzes geographic tiles—including RGB imagery, metadata, and Digital Elevation Models (DEMs)—to extract structured knowledge within the GIS domain, all accelerated by the Accelflare AUTOMATA Engine.

TOOLCHAIN

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XILINX

Better FPGAs better conclusions.

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AWS

Cloud Support

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ExpertBOT GraphGenIE™

GraphGenIE Licensor

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Accelflare KORRELA™

Massively Parallel Query and Correlation Engine based backbone.

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OpenCog Hyperon and MeTTa AGI Language

A strong supporter of MeTTa AGI Programming Language and OpenCog Hyperon Platform.

SUPPORTED PLATFORMS

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SingularityNET

For a better tomorrow where the AGI blossoms at Singularity.NET

Frontiers in Cognitive AI and AGI Research

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AUTOMATA™ is the place where FSMs meet Multi-LLMs

to lead to achieving Artificial Super Intelligence (ASI).

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Powered, enabled and delivered by Accelflare

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Accelflare LTD UK

Next Generation Domain Intelligence Platforms

Phone: +44 7446 461096

© 2025-2026 Accelflare UK

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