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A 1B Model Just Matched the 70B. Here's How.
1+ day, 1+ hour ago (1713+ words) How to distill frontier LLMs into small, cheap models that retain 98% accuracy on agent tasks. The teacher-student pattern, NVIDIA's data flywheel, and the Plan-and-Execute architecture that cuts agent costs by 90%. Start testing your AI agents with these scenarios today. Our…...
Your Agent Aced the Benchmark. Production Disagreed.
1+ day, 1+ hour ago (1679+ words) We scored 92% on GAIA. Production CSAT: 64%. Here's which AI agent benchmarks actually predict deployed performance, why most don't, and what to measure instead. Start testing your AI agents with these scenarios today. We scored 92% on GAIA. Our agent aced the…...
Fine-Tune a 7B Model for $1,500 (Not $50,000)
18+ hour, 21+ min ago (1774+ words) Full fine-tuning costs $50K in H100s. QLoRA on an RTX 4090 costs $1,500. Learn how LoRA and QLoRA let you train only 0.1-1% of parameters with nearly identical results, with working code for fine-tuning models that understand your agent's tool schemas. Start testing your AI…...
Chanl - Build, Connect, and Monitor AI Agents
6+ day, 2+ hour ago (1657+ words) A practical developer guide to Claude 4.6 " adaptive thinking, 1M context, compaction API, tool search, and structured outputs. Real code examples in TypeScript and Python for building production AI agents. Start testing your AI agents with these scenarios today. You'll need Node....