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Production frameworks for governing autonomous agents: bounded autonomy, inter-agent security, jailbreak prevention, and compliance under the EU AI Act.
How 3B-30B parameter models are moving to edge devices — from smartphones to industrial systems — driven by NPU hardware, quantization advances, and…
Production patterns for tiered inference routing: how to reduce LLM costs by 50-100x while improving latency and privacy by routing 70-80% of queries to…
Nanbeige's 3B-parameter Looped Transformer increases effective model capacity without adding parameters by reusing layers in a recurrent loop.…
Mind Lab's Macaron-V1 uses a Mixture-of-LoRA architecture with separate specialists for chat, agent, coding, and UI tasks.…
A practical guide to fine-tuning open source LLMs in production — when to fine-tune, LoRA vs QLoRA vs full fine-tuning, tooling landscape, data quality…