Gemma4_31b_fp8 keeping up with Sonnet_4.6_medium in my harness.

https://preview.redd.it/9t0qvx6k5z5h1.png?width=1400&format=png&auto=webp&s=88dd83cdd6aa484dcf102bf078f7a80bebb4f7a2

• Cypher queries for graph traversal (neo4j)
• Entity extraction from text chunks (web query, graph query, vectors)
• Agentic tool calling (Skills selection / successful running in Pi)
• Code writing (Python)
• Synthesis/summarization of multi-vector-retrieval

Gemma/Qwen in FP8.

This brought me joy