Use Kimi K2.5 in Tabbit

Use in Tabbit Kimi K2.5

Kimi K2.5 · Model overview

Check the evidence before choosing a workflow

A compact view of reviewed task guides, public evaluations, and evidence boundaries. Client access still depends on your current account.

Official source

Task guides2

Review sources4

Sources reviewed2

Editor picks5

Model access and permissions must be checked in the current Tabbit account.

Find a guide by task

Extract structured data, build a visual prototype, or start a coding task.

All prompts and workflows

Coding · Agent workflowSource reviewed

Kimi K2.5 Vision Coding and Agent Swarm Task Prompt

Kimi's official material connects K2.5 visual input, coding tasks, and Agent Swarm decomposition with completion checks and evidence capture.

Prepare: task goal, source or reference material, runtime constraints, acceptance criteria
Runtime: Kimi K2.5 client or API; confirm the live model ID, tools, permissions, and version before execution.

View steps

reasoning · Agent workflowUnverified

Kimi K2.5 Thinking/Instant and Vision Tool Configuration

Kimi's official repository separates Thinking and Instant parameters and vision-tool configuration, with chat-template and reasoning_content checks at deployment.

Prepare: task goal, source or reference material, runtime constraints, acceptance criteria
Runtime: Kimi K2.5 client or API; confirm the live model ID, tools, permissions, and version before execution.

View steps

Read evidence and limits

Public results use different versions, tiers, and harnesses; unknown values stay unknown.

All reviews and sources

Kimi Tech Blog / Visual Agentic IntelligenceVendor report

Kimi K2.5 Official Release: Multimodality, Agent Swarm, and Coding Benchmarks

Kimi's official release positions K2.5 as a vision, coding, and Agent Swarm model and publishes Thinking, tool, context, and some benchmark conditions.

Evidence: Vendor report
Boundary: It supports official capability positioning and harness boundaries, not third-party deployment or production success rates.

Read evidence Original source

Fireworks AIIndependent measurement

Fireworks' Quality Comparison of the Official Kimi K2.5 API and Deployment Stack

Fireworks reruns Kimi through the official API and shows that chat templates, EOS, reasoning_content, sampling, and load errors can change tool-call quality.

Evidence: Independent measurement
Boundary: It supports including provider and harness configuration in K2.5 tests, not representing every cloud or local deployment.

Read evidence Original source

BenchLMIndependent measurement

BenchLM's Public Benchmark Ledger and Task Stratification for Kimi K2.5

BenchLM's Kimi K2.5 ledger, current through 2026-08-17, aggregates Coding, Agentic, Reasoning, and Multimodal sources, but its total score and ranking are custom aggregates.

Evidence: Independent measurement
Boundary: It supports category-level source comparison, not a uniform controlled ranking or current price.

Read evidence Original source

Moonshot AI

Use Kimi K2.5 in Tabbit

Explore sourced prompt guides, evaluations, and community reports for Kimi K2.5—then use the model directly in Tabbit.