Integrated Custom AI Models & Sovereign NLP

Technical specifications, inference pipelines, training methodologies, and security protocols for the custom AI models natively integrated into SmartERP for Ethiopian commercial operations.

• Custom AI Model Architecture & Enterprise Integration EN

  High-level architecture of SmartERP's integrated custom AI models, model serving infrastructure, and hybrid cloud-edge topologies.

• Model Weights, Quantization, and Inference Parameter Topology EN

  Technical parameters, weight quantization (GGUF/AWQ 4-bit/8-bit), attention architectures, and GPU/CPU resource requirements.

• Quick Start: Connecting and Invoking Custom AI Models EN

  15-minute guide to verifying the local inference server, configuring the Odoo connector, and testing model generation.

• Real-Time Inference Pipelines, JSON-RPC & Streaming API Hooks EN

  Architectural runbook on streaming token generation, JSON-RPC endpoints, and asynchronous Celery/cron task dispatch.

• Supervised Fine-Tuning on Ethiopian Commercial Datasets EN

  Dataset curation, instruction tuning pipelines (LoRA/QLoRA), and synthetic data generation for Ethiopian commercial workflows.

• Sovereign Amharic NLP & Regional Business Dialect Adaptation EN

  Ge'ez script tokenization, morphological normalization, stemming, and handling Ethiopian calendar and currency idioms.

• Accuracy Benchmarks, Hallucination Guards, and Latency SLA EN

  Evaluation frameworks, statutory accuracy benchmarks, retrieval-augmented verification (RAG), and latency benchmarks.

• Ethiopian Data Residency, On-Premise Inference, and Sovereignty EN

  Operational runbook for deploying full on-premise air-gapped inference clusters in compliance with national data sovereignty laws.

• Automated PII Redaction & Cryptographic Parameter Tunneling EN

  Rules and regular expressions for masking personal identifying information, salaries, and bank accounts in prompt payloads.

• Secure API Key Vault, Quota Management, and Rotation EN

  Managing encrypted API credentials in PostgreSQL, secret rotation runbooks, and department cost attribution.

• Model Diagnostics, Inference Exceptions & Troubleshooting FAQ EN

  Resolution runbook for GPU out-of-memory errors, tokenizer mismatches, slow inference latencies, and connectivity timeouts.