neurop-forge 2.0.1
AI-Native Execution Control Layer — 2,700+ verified operations that AI can search, compose, and execute but never modify
License: Apache-2.0
Requires Python: >=3.9
Keywords: ai-execution-control, ai-governance, auditable-ai, verified-operations, compliance, enterprise-ai

# Neurop Forge — AI-Native Execution Control Layer

[![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](https://www.apache.org/licenses/LICENSE-2.0)

> 2,700+ verified operations that AI can search, compose, and execute — but never modify.

**CATEGORY:** AI Execution Control Layer

---

## For Executives

Your AI agents are already making decisions. Neurop Forge makes those decisions controlled, traceable, and compliant.

- AI executes pre-approved operations only — it cannot write code, delete data, or bypass your policies.
- Every operation is cryptographically logged in a tamper-proof audit chain.
- Policy enforcement blocks unauthorized actions before they happen.
- Designed for regulated environments.
- Ready for SOC 2, HIPAA, and PCI-DSS compliance reviews.

## For Engineers

2,700+ production-grade function blocks with hash-locked immutability.

**Trust tier classification:**
- **Tier-A:** safe for unrestricted AI use
- **Tier-B:** requires explicit permission

- Semantic search and composition — AI finds blocks by intent and chains them into workflows.
- Full execution traces with inputs, outputs, and timestamps.
- Whitelist / blacklist policy engine.
- Drop-in Python library.

---

## What Neurop Forge Is

Neurop Forge transforms AI agents from unpredictable code writers into controlled operators.

- AI does not generate code.
- AI does not modify logic.
- AI does not bypass trust rules.

**Instead, AI:**
- Searches a verified library by intent
- Composes block workflows
- Executes deterministically with full traceability

---

**The result:**  
Auditable AI. Reversible decisions. Insurable operations.

---

## One-Line Definition

> Neurop Forge is an AI Execution Control Layer that allows AI agents to build and operate software by executing pre-verified, policy-governed blocks — without generating or modifying code.

---

## 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.

```python
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

**From PyPI:**
```bash
pip install neurop-forge
```

**From Source (GitHub):**
```bash
git clone https://github.com/Louw115/neurop-forge.git
cd neurop-forge
python -m pip install -e .
```

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

## CLI

```bash
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
```

## AI Agent Demo

See GPT-4 call verified blocks with zero code generation:

```bash
# Set your OpenAI API key
export OPENAI_API_KEY=your-key-here

# Run the demo
python demos/ai_agent_demo.py
```

### Example Output

```
======================================================================
  NEUROP FORGE - AI AGENT DEMO
  GPT as a Controlled Operator (Not a Code Writer)
======================================================================

  USER REQUEST:
  "I need to validate some customer data. Check if the email john.doe@company.com
   is valid, verify the phone number +1-555-867-5309, and also sanitize this
   HTML input: <script>alert('xss')</script>"
----------------------------------------------------------------------

  AI AGENT REASONING...

  EXECUTING VERIFIED BLOCKS:
  ----------------------------------------
  | Block: is_valid_email
  | Input: {"email": "john.doe@company.com"}
  | Output: True
  ----------------------------------------
  | Block: is_valid_phone
  | Input: {"phone": "+1-555-867-5309"}
  | Output: True
  ----------------------------------------
  | Block: sanitize_html
  | Input: {"text": "<script>alert('xss')</script>"}
  | Output: &lt;script&gt;alert(&#x27;xss&#x27;)&lt;/script&gt;
  ----------------------------------------

======================================================================
  AI AGENT RESPONSE:
======================================================================

  1. Email Validation: john.doe@company.com is valid: True
  2. Phone Validation: +1-555-867-5309 is valid: True
  3. HTML Sanitization: XSS attack neutralized

======================================================================
  EXECUTION SUMMARY
======================================================================
  Verified Blocks Called: 3
  Lines of Code Written by AI: 0
  All blocks are: VERIFIED, IMMUTABLE, DETERMINISTIC
======================================================================
```

The AI selected 3 blocks from 23 available. It executed them with real inputs. It wrote zero code.

## Enterprise Compliance Demo

For regulated industries, Neurop Forge provides cryptographic audit trails and policy enforcement:

```bash
python demos/enterprise_compliance_demo.py
```

### What It Shows

1. **Payment Processing**: AI validates a $500 transaction through 7 verified blocks
2. **Policy Enforcement**: AI attempts 3 dangerous operations - all BLOCKED
3. **Cryptographic Audit**: Every operation hash-linked (tamper-proof chain)
4. **Compliance Report**: Full audit trail exported to JSON

### Example Output

```
======================================================================
  SCENARIO: Customer Payment Validation
======================================================================
  [PASS] is_valid_email - Validate customer email: True
  [PASS] is_valid_phone - Validate customer phone: True
  [PASS] is_valid_credit_card - Validate credit card (Luhn): True
  [PASS] mask_email - Mask for audit: j******e@acme.com
  [PASS] calculate_tax_amount - 8.5% tax: $42.50
  [PASS] sanitize_html - XSS neutralized
  [PASS] parse_json - Customer metadata parsed
  
  AI ATTEMPTS UNAUTHORIZED OPERATIONS:
  [BLOCKED] delete_record - Not in allowed whitelist
  [BLOCKED] execute_sql - Not in allowed whitelist
  [BLOCKED] modify_account - Not in allowed whitelist

======================================================================
  COMPLIANCE REPORT
======================================================================
  Chain Integrity: VERIFIED (SHA-256 hash chain)
  Successful Executions: 7
  Policy Violations Blocked: 3
  Code Written by AI: 0 lines
  
  [PASS] IMMUTABILITY - Pre-verified blocks only
  [PASS] AUDIT_TRAIL_INTEGRITY - Cryptographic chain verified
  [PASS] TRACEABILITY - Full execution trace with timestamps
======================================================================
```

**The enterprise pitch**: "Your AI agents are already making decisions. Neurop Forge makes those decisions auditable, reversible, and insurable."

## 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

Apache License 2.0

Neurop Forge is fully open source under the permissive Apache 2.0 license, allowing free commercial use, modification, and distribution.

Enterprise/compliance extensions, premium support, and custom integrations are available separately — contact wassermanlourens@gmail.com for inquiries.

Copyright (c) 2024-2026 Lourens Wasserman.