# NibTip Labs | ML Optimization Systems

Last updated: 2026-04-16
Website: https://ml.nibtip.tech
Region: Kyrgyzstan (UTC+6)
Languages: English, Russian
Primary product naming: ML Optimization Systems

## One-line Summary
NibTip Labs delivers ML-powered optimization systems that solve hard physical warehouse tasks and edge telemetry analytics with deterministic, production-grade behavior.

## Product Context
- Origin project context: PalletVision (3D packing and pallet optimization).
- ML runtime context: atlantic010-neptun-ml-library (deterministic embedded anomaly analytics).
- Public-facing positioning: optimization engineering + embedded ML + enterprise integration.

## Core Use Cases
- 3D pallet planning for mixed SKU orders.
- Deterministic packing under real physical constraints.
- Repack and post-processing scenarios for denser loads.
- Embedded anomaly detection for edge telemetry streams.
- Integration into WMS, ERP, BI, and operations workflows.

## Technical Capabilities
- Optimization Engine:
  - 3D bin packing for pallet footprint 1200x800 scenarios.
  - Deck-aware and constraint-driven packing logic.
  - Deterministic queueing and reproducible load plans.
  - Repack pipelines and post-optimization workflows.
- Embedded ML Runtime:
  - Fixed-point Q10 runtime math.
  - Zero-heap architecture for embedded/edge constraints.
  - Micro-pattern leakage and macro anomaly detection.
  - Radio signal instability monitoring (flapping detection).
  - C++ API and plain C API for firmware integration.
- Integration Layer:
  - Excel order ingestion.
  - API-first adapters and webhooks.
  - Event logs, metrics, and audit-ready traces.
  - On-prem and air-gapped deployment support.

## Delivery Principles
- Deterministic outcomes over heuristic opacity.
- Physical realism over synthetic demos.
- Enterprise integration over isolated prototypes.
- Measurable throughput and traceable decisions.

## Standards Baseline
- Architecture & quality: ISO/IEC/IEEE 42010, ISO/IEC 25010, ISO/IEC/IEEE 12207.
- AI/ML governance: ISO/IEC 42001, ISO/IEC 23894, ISO/IEC 22989, NIST AI RMF.
- Security & industrial: ISO/IEC 27001, ISO/IEC 27002, ISA/IEC 62443, ETSI EN 303 645, NIST CSF 2.0.
- App/API security: OWASP API Security Top 10, OWASP Top 10 for LLM Applications.

## Public Website Sections
- Home (EN): https://ml.nibtip.tech/
- Home (RU): https://ml.nibtip.tech/ru/
- Services: https://ml.nibtip.tech/#services
- Standards & FAQ: https://ml.nibtip.tech/#compliance
- Contact: https://ml.nibtip.tech/#contact-block

## Contact
- Telegram: https://t.me/m/5QotgoCPOTAy
- WhatsApp: https://wa.me/996505785807
- Email: mailto:apps@nibtip.tech