What earns a new model a permanent spot in your agent? Devs weigh in after testing M3.1 Flash Preview
Willing_Amphibian825 · reddit · 2026-10-10
An agent developer describes an architecture of one upfront reasoning call followed by a long tail of short tool calls (lookups, reformatting). A new model appeared under an existing key — M3.1 Flash Preview — seemingly aimed at exactly that high-frequency short-call pattern. With no model card or benchmarks published, they've only run throwaway batches and ask the community: what signals in a model's first runs earn it a permanent spot in your agent?
More from coding & agent
- Three plugins to squeeze more token savings out of the Pi coding agent — solyarisoftware · 2026-10-10
- AI-Generated Proposals Are Making Reviewers Work Harder Than the Authors — yangyi · 2026-10-10
- LCRK proposes a passive agent runtime where the model, not a planner, decides the next action — Artreju · 2026-10-10
- "Superintelligence at $5/Task, But AI Mods Still Suck" — Devs Complain — Aryvyo · 2026-10-10
- TokenMaster launches: a prettier ccusage-style AI token usage tracker — cneuralnetwork · 2026-10-10
- Matt Pocock: Turn Repeated Tasks into CLI + Skills Agents Own to Cut Tokens and Hallucinations — mattpocockuk · 2026-10-10