Miaa-774

client = MIAAClient(api_key="YOUR_API_KEY")

The container ships with , TensorRT‑optimized kernels , and a model‑sharding wizard that automatically splits the MoE across available GPUs. 5. Ethical & Safety Considerations | Issue | Mitigation Built into MIAA‑774 | |---|---| | Hallucination | Retrieval‑augmented generation + factuality scorer (0‑1 confidence). | | Bias | Pre‑training data filtered through a Fairness‑Lens pipeline; bias‑audit API ( client.audit_bias(...) ). | | Content Policy | Guardrails that block disallowed content (e.g., extremist speech) at the token level. | | Privacy | On‑premise mode ensures no data leaves the customer’s firewall; no‑logging mode for regulated industries. | MIAA-774

response = client.generate( text="Explain this chart:", image="https://example.com/sales_q1.png", max_tokens=512, temperature=0.2, ) MIAA-774