neurop-forge 2.0.0

Production-grade semantic block composition engine with 2,060+ verified deterministic blocks

Neurop Forge

2,700+ verified function blocks AI can execute but never modify.

Neurop Forge is an immutable function library for AI systems. AI agents can search, compose, and execute blocks — but they cannot write code, alter logic, or bypass trust rules.

This turns AI from unpredictable authors into controlled operators.

The Problem

AI systems that generate or modify code are:

• Unpredictable
• Impossible to audit
• Difficult to roll back
• Risky in production

The Solution

Neurop Forge enforces immutability at the architecture level:

What AI Can Do	What AI Cannot Do
Search blocks by intent	Write new code
Compose block graphs	Modify existing blocks
Execute with full trace	Bypass verification
Reason over metadata	Skip trust tiers

Every block is:

• Verified — passes automated validation before admission
• Immutable — hash-locked, cannot be altered
• Traced — full execution lineage on every run
• Scored — trust tier classification (A or B)

Trust Tiers

Blocks are classified into safety tiers for controlled AI composition:

Tier	Count	What It Means
A	2,060	Deterministic, pure functions, no side effects, no external dependencies
B	680	Context-dependent, may require specific inputs, explicit opt-in required

Tier-A blocks are safe for unrestricted AI use.
Tier-B blocks require explicit permission — AI cannot silently use them.

Quick Example

AI executes blocks. AI does not write code.

from neurop_forge import NeuropForge

forge = NeuropForge()

# AI executes a verified block
result = forge.execute_block("reverse_string", {"s": "hello"})
print(result)  # {'result': 'olleh', 'success': True}

# AI composes a workflow from verified blocks
workflow = forge.run_workflow("text_normalization", {"text": "Hello World"})

# AI queries the library
blocks = forge.list_verified_blocks(category="string", tier="A", limit=10)

The AI used three blocks. It modified zero lines of code.

Installation

pip install neurop-forge

Neurop Forge is designed to sit under AI agents, not replace them.

CLI

neurop-forge stats                                    # Library overview
neurop-forge execute reverse_string -i '{"s":"hi"}'   # Execute a block
neurop-forge list --tier A --limit 10                 # List Tier-A blocks
neurop-forge info reverse_string                      # Block details
neurop-forge workflows                                # Available workflows

What's Included

2,740 verified blocks across 175 source modules and 30+ categories:

• String manipulation (trim, split, join, replace, case conversion)
• Collection operations (flatten, unique, sort, chunk, filter)
• Data validation (email, URL, phone, patterns, schemas)
• Type conversions (int, float, string, boolean, parsing)
• Date/time utilities (formatting, calculation, comparison)
• Math & statistics (sqrt, median, variance, trigonometry)
• Encoding & hashing (MD5, SHA256, base64, URL encode)
• Security utilities (sanitize, mask, injection detection)
• HTTP/API helpers (status codes, headers, cookies, MIME types)
• Database patterns (SQL building, migrations, transactions)
• And more...

Who This Is For

Good fit:

• Teams deploying AI agents in production
• Enterprises needing auditable AI execution
• Platforms requiring deterministic AI behavior
• Developers building AI-powered automation

Not a fit:

• Projects needing AI to generate arbitrary code
• Research on unconstrained AI capabilities
• Applications where auditability doesn't matter

V2.0.0 Features

• Verification Gate — blocks must pass validation to enter the library
• Tier Classification — automated A/B safety classification
• Deduplication Engine — removes duplicate blocks automatically
• Parameter Standardization — canonical names with alias support
• Full Execution Trace — every run is logged and auditable

v2.0.0 establishes the execution and trust layer. Policy engines and orchestration remain external by design.

License

Dual License:

• Non-Commercial: Free with attribution
• Commercial: Contact for licensing

Copyright (c) 2024-2026 Lourens Wasserman. All rights reserved.