B.Y.T.E.

Behavior Yielding Through Evolution

A cognitive runtime that continuously transforms experience into reusable structure, reducing the amount of reasoning required to operate over time.

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New here? Start with START_HERE.md for a plain-language introduction. Want the concepts without the jargon? Read CONCEPTUAL_OVERVIEW.md. Looking up a term? See REFERENCE.md.

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Abstract

B.Y.T.E. is a distributed, event-sourced cognitive runtime architecture that unifies perception, reasoning, and action through a Git-like world-state graph. Instead of improving AI agents through larger models or more context, it tests a single hypothesis: can accumulated structure substitute for repeated inference? The system converts past reasoning into reusable structure — memory artifacts, knowledge artifacts, and macros — so that the minimum reasoning required to achieve a task decreases over time. Skills in the existing harness format provide optional seed behaviors; when installed, the system compiles personalized, optimized macros with provenance links back to their source. A companion code registry provides tested, versioned components for software development tasks.

In simple terms: B.Y.T.E. is a system that learns from its own experience. Instead of re-thinking every problem from scratch, it builds up a library of what it has learned — facts it knows, patterns it has seen, and solutions it has found — so that over time, it needs less and less computation to do the same work.

This project is in the design phase. Implementation has not yet begun. This document set defines the target architecture.

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Core Thesis

Can accumulated structure substitute for repeated inference?

The mechanism is a continuous loop:

(Optional: Skills) → Reasoning → Execution → History → Compression → Structure → Less future reasoning

The thesis is tested across four phases. If Phase 4 (Memory + Knowledge) does not demonstrate a measurable reduction in reasoning cost for equivalent outcomes, the core thesis fails. Phases 5–6 are experimental extensions built on that foundation.

What It Replaces

Before	Byte
Agent loops	Execution chains — persistent, prioritized, interruptible
Prompt chains	Planning-first workflows — plan, execute, observe, compress
Chatbots	Channels over world-state — state is primary, conversation is output
External dependencies	Code registry — tested, versioned components for software development
Cold start	Optional skills (acceleration, not requirement)

Build Phases

See PHASES.md for the full build phases table, dependencies, and current status.

Phases 1–4 test the core thesis. Phases 5–6 are experimental extensions.

Documentation

For Non-Technical Readers

Document	Purpose
START_HERE.md	Entry point: system overview, day-in-the-life narrative, reading paths
CONCEPTUAL_OVERVIEW.md	Plain-language explanation of the problem, solution, and user experience
REFERENCE.md	Glossary of all terms used across the documentation

For Technical Readers

Document	Purpose
TECHNICAL_CONCEPT.md	Full architecture specification (Sections 1–18)
GRAPH.md	World-state graph model (diagrams, heuristics)
RPU.md	Reasoning Processing Unit (flow diagrams, contract)
ORCHESTRATION.md	Semantic orchestration primitives
MACROS.md	Macro system (mining, validation, demotion)
REGISTRY.md	Code registry (transpilation, versioning)
ENTITIES.md	Entity model (schema, trust levels, permissions)
CHANNELS.md	Channel architecture (approval, control signals)
RETRIEVAL.md	Retrieval pipeline (filter chain, dual-access)
EDGE_ARCHITECTURE.md	Portable Personal Edge Node
MULTIMODAL_INTERFACE.md	Multimodal cognitive interface
OFFLINE_OPTIMIZATION.md	Background optimization loop
SECURITY.md	Security, privacy, and threat model
THREAT_MODEL.md	Attacker capability analysis (16 threat scenarios)
EVALUATION.md	Evaluation methodology and falsification criteria
KNOWN_GAPS.md	Open problems and future work
DESIGN_DECISIONS.md	Rationale behind key architectural choices
ARCHITECTURE_DIAGRAMS.md	All system flow diagrams
DOCUMENT_MAP.md	Document dependency graph and reading order

Recommended Reading Order

1. START_HERE.md — orientation
2. CONCEPTUAL_OVERVIEW.md — plain-language understanding
3. REFERENCE.md — terminology (keep open as reference)
4. TECHNICAL_CONCEPT.md — full specification
5. Core documents as needed for specific subsystems