Base Layer

Base Layer is an open-source AI tool that encodes how a person reasons, decides, and communicates into a portable behavioral specification. It allows AI agents to align their decisions with user-defined behavioral constraints, offering a traceable and testable framework.

Claim this tool

1View

At a glance

Pricing

Free · Open Source

Free tier

Yes

API

Skill level

Technical

About

What is Base Layer?

Base Layer is an open-source research project focused on behavioral compression, extracting patterns of beliefs, behaviors, and tensions from text. It compresses this information into portable identity briefs usable by various AI models and memory systems. The tool provides verifiable and auditable insights into user behavior, moving beyond simple factual storage. It features a 47-predicate grammar, a three-layer architecture (Anchors, Core, Predictions), and is agent-agnostic, working with models like Claude, GPT, and Gemini. Users can import text, extract structured facts, embed for traceability, author identity layers, and compose a brief behavioral specification.

Best used for

Ideal for AI developers and researchers who need to define and enforce specific behavioral constraints for autonomous agents, create traceable identity models from text, and ensure AI decisions align with human reasoning patterns. Especially valuable for developing agentic infrastructure with verifiable and auditable behavioral specifications.

Common actions

align AI behavior

extract behavioral patterns

create identity models

constrain agent decisions

specify AI reasoning

Capabilities

Key features

47-predicate behavioral grammar
Three-layer architecture
Agent-agnostic compatibility
Portable behavioral specifications
Structured fact extraction
Behavioral compression

Target Audience

ai/ml researchersnlp engineersdata scientistsai developers

Integrations

Not yet documented

Pricing & Plans

Free · Open Source

Open Source

FAQs

What is the core purpose of Base Layer?

Base Layer aims to encode how a person reasons, decides, and communicates into a portable behavioral specification. This specification can then be used by any AI agent to align its decisions with the defined behavioral constraints, ensuring more predictable and human-like interactions.

How does Base Layer extract behavioral patterns?

The tool processes text through a five-step pipeline: import, extract structured facts using Claude Haiku, embed for traceability with MiniLM, author identity layers with Claude Sonnet, and compose a brief behavioral specification using Claude Opus. This creates a structured identity model.

What kind of AI agents can use Base Layer's specifications?

Base Layer is agent-agnostic, meaning its behavioral specifications can be used with various AI models and frameworks. This includes large language models like Claude, GPT, and Gemini, as well as local models and any agentic framework that can interpret the brief.

Trending

Subcategories trending in Marketing & Growth

Social Media Lead Generation Advertising SEO & AEO Sales Outreach Analytics & Attribution

Trending

Explore

Browse AI tools by category

Content & Design Productivity & Business Coding & Development AI Agents & Automation Research & Education Wellness & Lifestyle Career Development Marketing & Growth Data & Analytics Customer Support & CX Finance E-commerce