Use MiniMax M3.1 Flash in Tabbit
Explore coding, tool use, and multistep agent tasks through official configuration guides, independent evaluations, and firsthand reports. Availability in Tabbit depends on your account's model picker.
Use in Tabbit MiniMax M3.1 Flash
Featured prompts
Multimodal and Streaming Configuration for MiniMax M3.1 Flash's OpenAI-Compatible API
MiniMax's OpenAI-compatible Chat Completions API provides image and video content parts for MiniMax-M3.1-Flash; streaming responses put incremental reasoning in reasoningcontent and the main response in content, with fixed reasoning, sampling, and input limits.
MiniMax M3.1-Flash text generation and model configuration
MiniMax-M3.1-Flash targets agents, tool calling, coding, and long-context tasks. Text generation is available through Anthropic-compatible or OpenAI-compatible APIs, with effort / reasoningeffort controlling adaptive thinking depth.
MiniMax M3.1-Flash official tool-calling and interleaved-thinking workflow
MiniMax-M3.1-Flash supports interleaved thinking between each round of tool interaction. The application must put the model's complete assistant message, including thinking / reasoningcontent and tool-calling fields, back into the history before submitting the.
MiniMax-M3.1-Flash Anthropic Protocol and Adaptive Reasoning Configuration
MiniMax-M3.1-Flash's Anthropic-compatible API supports text, image, video, tool, and thinking content blocks, and uses outputconfig.effort to adjust reasoning depth; the model always has thinking enabled and cannot turn it off.
MiniMax-M3.1-Flash Claude Code Manual Setup and Model Verification
Option 2 on the official Claude Code integration page writes the Anthropic-compatible endpoint, Subscription Key, 512K automatic compaction window, and the MiniMax-M3.1-Flash[1m] model alias into ~/.claude/settings.json, then uses /status and /model for verifi.
MiniMax M3.1-Flash Codex Manual Setup and Model Catalog Configuration
The official Codex integration page's Manual setup uses the Responses API and writes MiniMax-M3.1-Flash to ~/.codex/config.toml; the optional model catalog exposes low, medium, high, xhigh, and max to /model, and explicitly prohibits none.
Reviews and field notes
MiniMax M3.1 Flash: Official Benchmarks, Cost, and Availability
MiniMax says M3.1 Flash is designed for Agent, coding, Computer Use, and cybersecurity tasks. The launch-page table lists DeepSWE v1.1 at 73.7%, OSWorld 2.0 at 61.7, and CyberGym at 82.2, with API pricing of $0.15 per 1 million input tokens, $0.60 per 1 millio.
Artificial Analysis Independent Benchmark: A Snapshot of MiniMax-M3.1-Flash's Intelligence, Speed, and Cost
The current Artificial Analysis page gives MiniMax-M3.1-Flash the following snapshot: an Intelligence Index v4.3.2 score of 43, an output speed of 93.1 tokens/s, a TTFT of 1.39 s, and an Intelligence Index task cost of $0.22; the model ranks fourth among 173 c.
Vals AI Task Benchmarks and Cost: A Capability Snapshot of MiniMax-M3.1-Flash
The current Vals AI page shows MiniMax-M3.1-Flash with an overall Vals Index score of 53.78% ± 1.07, ranked 15/23, and also lists seven component benchmarks. The page's update note says that the evaluation used Vals Index v2.2, the official MiniMax API, temper.
Arena WebDev: Human Preference Evaluation of MiniMax M3.1 Flash
Arena.ai says that MiniMax-M3.1-Flash entered the open-model rankings at No. 12 and the overall rankings at No. 32 in Code Arena: WebDev with a score of 1588. That is 106 points higher than MiniMax-M3’s 1482. This is a snapshot of human preference rankings for.
Plotly Data Analytics Benchmark: MiniMax M3.1 Flash Scores and Cost
On Plotly's 43-question data analytics exam, MiniMax M3.1 Flash answered 41 questions correctly (95%) and found all 5 hidden patterns embedded in the data. At MiniMax's list prices, a complete exam cost $4.09, but the model's median time per question was 3 min.
MiniMax
Use MiniMax M3.1 Flash in Tabbit
Explore MiniMax M3.1 Flash prompts, workflows, API configuration, and evaluation evidence with original sources, test conditions, and limitations.