Tag

#agent-core

3 posts

Agent Core: Database-Native Tool Calling Baked Into Weights
Applied ai ml 10 min

Agent Core: Database-Native Tool Calling Baked Into Weights

An open-source LoRA that teaches small language models to think in SQL before grep. 9 tools. 3 databases. 61.3% tool selection accuracy. One consumer GPU.

agent-core lora fine-tuning
Agent Core: 9 Tools Is All You Need
Applied ai ml 22 min

Agent Core: 9 Tools Is All You Need

How we trained a universal LoRA standard — 9 tools, 3 databases, a vault boundary — into a Qwen3-8B model that beats 23-tool fine-tuning with 87% fewer prompt tokens.

lora fine-tuning tool-calling
Self-Distillation: Mining Your AI Conversations for LoRA Data
Professional ai ml 20 min

Self-Distillation: Mining Your AI Conversations for LoRA Data

Your real coding agent interactions are the highest-quality training data you'll ever have. Here's the 4-stage pipeline that converts conversation histories into structured LoRA training data — zero cost until Stage 3.

lora fine-tuning training-data