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Preliminary bare-bones page for BERIL
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---
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layout: project
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title: BERIL
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active: true
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funding: DOE BER
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homepage:
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github:
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logo:
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---
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## BERIL: Integrated AI Infrastructure for Genome-to-Phenotype Research Using the BER Data Lakehouse
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BERIL is a new (late 2025) $4M project funded by the Department of Energy’s department of Biological and Environmental Research (BER).
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The BER Data Lakehouse seeks to provide consistently labeled, harmonized datasets designed for AI-driven reasoning and inference across multiple heterogeneous data sources.
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The **BER** **I**ntegrative **L**ayer will develop an extensible, self‑updating AI ecosystem
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that leverages the BER Data Lakehouse to orchestrate specialized reasoning agents and accelerate genome‑to‑phenotype discovery.
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BERIL’s unified agentic AI infrastructure includes a Central Orchestration Agent (Generalist Agent)
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working collaboratively with multiple Specialized Agents.
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The Generalist Agent coordinates overall activities and user interaction and facilitates literature searches, tool execution and Data Lakehouse queries.
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It also manages "reasoner traces," collecting detailed records of reasoning processes and engaging in rationale-driven refinement loops.
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This dual-layer feedback approach combines curiosity-driven interactions (reasoner traces) and formal benchmarking.
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The integrated agent coordination framework will employ a hybrid approach, combining curiosity-driven exploration and
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structured modular extensions via the Model Context Protocol (MCP).
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As a pilot demonstration of BERIL, we will select genes, pathways,
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and microbial strain targets that support DOE BER biomanufacturing and bioproduct development objectives.

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