Technical Reference

DOCUMENTATION

Complete technical reference for NARE CLI. Autonomous coding agent with verified reasoning.

77%
Token Reduction
5.2x
Faster Execution
$0.35
Cost per Task

Getting Started

Install NARE CLI and run your first autonomous task in under 2 minutes.

# Install via pip
pip install narecli
# Run your first task
nare "analyze this codebase and suggest optimizations"
Read full guide →

Architecture

Proprietary 5-tier routing engine: FAST → REFLEX → COMPILED → HYBRID → SLOW.

FAST / REFLEX
0-token retrieval from HNSW/Episodic memory
HYBRID
Memory-assisted delta reasoning (80% token savings)
SLOW
Full verified synthesis with AST-oracle validation
Deep dive →

Memory System

Episodic memory with semantic search. Stores task history, code patterns, and verified solutions.

SQLite + Vector Embeddings
sentence-transformers for semantic search
Automatic Skill Compilation
Learns from successful tasks
Context-Aware Retrieval
Cosine similarity matching
Learn more →

API Reference

Complete tool reference for building autonomous agents.

apply_hunks

Unified diff application

find_function

Smart code search

compile_skills

Pattern extraction

batch_edit

Bulk file operations

Full API docs →

CLI Usage

Command-line interface for autonomous coding tasks.

# Simple task
nare "fix the bug in auth.py"
# Multi-file refactor
nare "refactor the API layer to use async/await"
CLI reference →

NARE Field

Proprietary reasoning engine for high-integrity autonomous systems and cognitive continuity.

Explore Field Protocols →
Nare LabsNare Labs

Research laboratory building high-performance AI infrastructure for deterministic reasoning.

Foundation

Proprietary Technology.
All rights reserved.
© 2026 Nare Labs.

Verified SynthesisDeterministic Reasoning
SYSTEM_STATUS: [OPERATIONAL]