Stop AI drift
at the language level

NAAb is the first programming language where governance is a runtime constraint, not a suggestion. A single govern.json enforces what AI-generated code can do — before it executes.

12 languages governed by one config

Python JavaScript Rust C++ Go C# Ruby PHP Shell Nim Zig Julia
governed-pipeline.naab
// govern.json allows: python, shell, go
// govern.json bans: eval, exec, os.system
// govern.json requires: no stubs, no TODOs

main {
  // AI generated this — governance validated it
  let files = <<shell
    find . -name "*.csv" -type f
  >>

  let data = <<python[files]
    import csv, json
    rows = list(csv.DictReader(open(files.strip())))
    print(json.dumps(rows))
  >>

  let result = <<go[data]
    fmt.Println(processData(data))
  >>

  print(result)
  // ✓ 3 blocks validated, 0 violations, 0 hallucinations
}
50+
Governance Checks
3-tier
Enforcement
12
Languages Governed
325
Tests Passing

Every other tool suggests. NAAb enforces.

Linters catch style. SAST catches known CVEs. Nobody catches an AI hallucinating pandas.fast_merge() or shipping a stub that returns hardcoded True. NAAb does.

Hallucination Detection

50+ checks catch APIs that don't exist, cross-language mix-ups (.push() in Python), and fabricated function signatures — before execution.

govern.json

One config file. Allowed languages, banned functions, line limits, timeout caps, code quality rules. Enforced at the runtime — not in a PR comment.

Stub & Drift Detection

Catches pass-only functions, TODO placeholders, always-true validators, and identity functions that AI passes off as complete code.

3-Tier Enforcement

Hard: blocked, no override. Soft: blocked with --override flag. Advisory: warned, runs anyway. You choose per rule.

12-Language Runtime

Python, JS, Rust, C++, Go, C#, Ruby, PHP, Shell, Nim, Zig, Julia. Each block runs natively. The right language for each task, governed by one config.

Audit Trail

Every execution reports what passed, what was blocked, and why. Export as SARIF, JUnit XML, or JSON. CI/CD ready out of the box.

AI writes the code. You write the rules. NAAb enforces them.

Four steps between AI output and production. The governance layer is not optional — it's the language.

1

Define Rules

Drop a govern.json in your project. Whitelist languages, ban dangerous functions, set line limits, require quality checks. This is your single source of truth.

2

Generate Code

Use any AI — ChatGPT, Claude, Copilot, local models. Generate code in any of 12 languages. The AI doesn't need to know about your rules.

3

NAAb Validates

Before execution, 50+ governance checks run against every code block. Hallucinated APIs, banned functions, stubs, security violations — caught and blocked.

4

Ship with Proof

Audit trail of every check. What passed, what was blocked, why. Export as SARIF for GitHub, JUnit for CI, or JSON for your pipeline.

The gap in every AI coding workflow

Tools exist for style, syntax, and known CVEs. Nothing enforces code correctness, completeness, and project rules at the language level. Until now.

What exists today

Linters (ESLint, Pylint) catch style and syntax. They don't know if pandas.fast_merge() is a real API or a hallucination.
SAST tools (Semgrep, CodeQL) catch known CVE patterns. They don't catch a stub that returns hardcoded True.
Guardrails AI / NeMo validate LLM text responses. They don't validate the code an LLM generates before it runs.
Prompt engineering is a suggestion with no memory. Each AI session starts fresh. Your rules are forgotten every time.
Code review catches problems days later, if the reviewer knows 12 languages. AI generates faster than humans can review.

What NAAb does

Hallucination blocking. 50+ checks validate imports, function calls, and APIs against real language specs. Fake APIs never execute.
Completeness enforcement. Detects stubs, TODO placeholders, pass-only functions, always-true validators. AI can't ship incomplete work.
Runtime constraint. Rules enforced at execution time, not in a PR comment. govern.json is to AI code what Rust's borrow checker is to memory.
Session-proof consistency. Every AI session, every developer, every CI run — same govern.json, same rules. No drift between sessions.
Instant enforcement. Catches problems at execution time, not during review. Blocked code never runs. No waiting, no human bottleneck.

One config file controls everything

govern.json
{
  "languages": {
    "allowed": ["python", "go", "shell"],
    "enforcement": "hard"  // blocked, not warned
  },
  "restrictions": {
    "banned_functions": {
      "python": ["eval", "exec", "__import__"],
      "javascript": ["eval", "Function"]
    }
  },
  "limits": {
    "max_lines_per_block": 100,
    "timeout_seconds": 30
  },
  "code_quality": {
    "detect_stubs": true,
    "detect_todos": true,
    "enforcement": "soft"  // block with override
  }
}

The AI drift problem nobody is solving

Every AI coding session starts from zero. No memory of your architecture, security requirements, or banned patterns. Generation 1 looks great. Generation 10 has drifted into a different codebase. Generation 50 uses APIs that don't exist, ships stubs as "complete," and ignores your language standards.

The industry's answer is "better prompts" and "human review." Prompts are suggestions an LLM can ignore. Reviews happen days later. NAAb is the first language where governance is a runtime constraint — enforced at the same level as syntax errors. The AI generates freely. govern.json decides what actually executes. No hallucinated API has ever reached production through NAAb's governance layer.

50+
governance checks per execution
3-tier
enforcement: hard / soft / advisory
0
hallucinated APIs reach production

Tools built on NAAb

Production-ready companions that extend governance into scanning, optimization, and data protection.

Governance

NAAb BOLO

Be on the lookout for bad code. Scans your codebase for hallucinated APIs, oversimplified stubs, security vulnerabilities, and incomplete logic — catching what code review misses.

50+ checks 5 profiles 4 report formats 64 regression tests
Performance

NAAb Pivot

Rewrite slow code, prove it's correct. Analyzes Python, Ruby, or JavaScript hotspots, generates optimized Go, Rust, or C++ — and mathematically proves the results are identical.

3-60x speedups 8 target languages 99.99% confidence 10 proven examples
Security

NAAb Passage

Sovereign data gateway. Zero PII leakage to LLMs, APIs, or third-party services. Self-synthesizing worker binaries with SHA-256 verification and forensic shredding on shutdown.

100% detection <0.01% false positives HIPAA / GDPR / SOC2