NAAb Pivot analyzes your slow Python, Ruby, or JavaScript code, generates optimized versions in Go, Rust, or C++, and mathematically proves the results are identical. 3-60x speedups with 99.99% confidence.
Four stages from slow code to proven-fast code. Every optimization is verified before deployment.
AST-based code analysis detects hotspots automatically across 8 source languages. Identifies CPU-bound, I/O-bound, and memory-bound patterns.
Template-based code generation targeting Go, Rust, C++, Zig, and Julia. Idiomatic output, not mechanical translation.
Statistical parity validation with 100+ test cases. 99.99% confidence that optimized code produces identical results.
Multi-iteration benchmarks with regression detection. Track performance over time with multi-format reports.
Interactive web visualization of performance data. Compare languages side-by-side, drill into individual benchmarks.
Optimize critical paths, leave the rest unchanged. No full rewrite required. Drop in a faster function, keep everything else.
Pivot handles the analysis, generation, validation, and benchmarking automatically.
$ naab-lang pivot.naab analyze slow.py Analyzing slow.py... Hotspot detected: compute_stats() Type: CPU-bound numerical Current: Python (score: 15/100) Optimal: Go (score: 95/100) $ naab-lang pivot.naab optimize slow.py --to go Generating Go version... Generated: compute_stats.go Validating parity... 100/100 test cases passed Confidence: 99.99% Parity: CERTIFIED
$ naab-lang pivot.naab benchmark Running 3 iterations... compute_stats() Python: 2,843 ms (baseline) Go: 812 ms (optimized) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Speedup: 3.5x faster Memory: 72% reduction Correctness: CERTIFIED Confidence: 99.99% Results saved to benchmark.json Dashboard: http://localhost:8080
NAAb Pivot is built on the NAAb polyglot language. Every tool in the ecosystem uses the best language for each task.
The polyglot programming language with built-in LLM governance. 12 languages, one file. The foundation everything is built on.
Code governance and AI validation. 50+ checks catch oversimplified stubs, hallucinated APIs, and incomplete logic.
Sovereign data gateway and PII protection. Zero leakage to LLMs and APIs. HIPAA, GDPR, SOC2 compliant.
NAAb Pivot is open source, MIT licensed, and ready to optimize your critical paths.