Kimi K2.5 Is Now Live on AgentsFlare
Moonshot AI has officially released and open-sourced its latest flagship model, Kimi K2.5. Positioned as the most intelligent and versatile Kimi model to date, K2.5 achieves state-of-the-art performance among open-source models across agent reasoning, code generation, image and video understanding, and general intelligence. Kimi K2.5 is now available on AgentsFlare, enabling teams to deploy it directly into production-grade agent workflows with unified access, routing, observability, and governance.
Built for Multimodal, Agent-Native Workflows
Native Multimodality by Design
Kimi K2.5 is natively multimodal, supporting text, images, and video as first-class inputs. It also offers both “thinking” and “non-thinking” modes, and works seamlessly across conversational and agent-based tasks.
This makes K2.5 particularly suitable for real-world scenarios where problems are not fully expressible in text. Users can upload screenshots, photos, PDFs, or screen recordings to communicate intent more naturally and precisely.
Lowering the Barrier to Effective AI Use
By combining visual understanding, reasoning, and coding capabilities into a single model, K2.5 significantly lowers the barrier to building usable AI systems. Complex tasks that previously required detailed textual specifications can now be initiated through direct visual context.
Everyday Office Productivity
K2.5 extends its agent capabilities into common office workflows, including Word, Excel, PowerPoint, and PDF processing. It can assist with drafting, restructuring, and analyzing documents, making it suitable for semi-professional and internal business use cases.
Advanced Visual-to-Code Capabilities
Stronger Code Generation
K2.5 introduces substantial improvements in code generation, especially for frontend and interactive UI development. From simple prompts, the model can generate complete, structured, and usable interfaces.
From Screen to Code
One of the most notable capabilities is visual-to-code translation. K2.5 can analyze screen recordings or interface demonstrations, deconstruct the interaction logic, and reproduce it with clean, maintainable code. This is particularly valuable for rapid prototyping and agent-driven development workflows.
Agent Cluster: Parallel Intelligence at Scale
Kimi K2.5 introduces an experimental Agent Cluster mode, representing a shift from single-agent execution to coordinated, parallel agent systems.
Team-Based Agent Execution
In Agent Cluster mode, K2.5 can spawn up to 100 specialized agent instances that collaborate in parallel on complex tasks, supporting workflows with up to 1,500 steps.
Measurable Efficiency Gains
According to Moonshot AI, Agent Cluster reduces the number of critical reasoning steps by 3–4.5× and shortens total execution time by up to 4.5× in complex scenarios such as large-scale research synthesis and multi-document analysis.
This capability aligns closely with AgentsFlare’s vision of orchestrated, multi-agent systems operating reliably in production environments.
Kimi Code: Multimodal Programming Assistance
Alongside the model release, Moonshot AI has launched Kimi Code, a dedicated programming tool built on top of K2.5.
Kimi Code can be used directly in terminals or integrated into popular IDEs such as VS Code and JetBrains. It supports multimodal inputs, allowing developers to use images or videos as part of programming instructions, and demonstrates significant performance improvements over previous Kimi models on internal benchmarks.
Availability, Pricing, and Production Readiness
Kimi K2.5 is available through:
kimi.com and the Kimi App
The Kimi API Open Platform
Kimi Code
AgentsFlare, for unified, production-grade access
The model offers four interaction modes:
Quick Mode
Thinking Mode
Agent Mode
Agent Cluster Mode (Beta)
API pricing has been significantly reduced compared to Kimi K2 Turbo, with input token costs reduced by 50% and output token costs reduced by approximately 64%, making K2.5 more suitable for large-scale and long-running workloads.
Early enterprise users have reported strong results in areas such as scientific document analysis, laboratory video understanding, and complex scene recognition, reinforcing K2.5’s readiness for real-world deployment.
From Powerful Models to Production-Ready Agents
Kimi K2.5 reflects a broader industry transition: from standalone model intelligence to coordinated, agent-based systems that operate across modalities and workflows.
AgentsFlare serves as a best-in-class enterprise agent infrastructure partner for Kimi K2.5, enabling organizations to move from experimentation to production with confidence.
Through AgentsFlare, enterprises can run Kimi K2.5 with:
Unified model access and agent orchestration
Multi-agent routing and execution control
Observability, cost tracking, and performance monitoring
Security, isolation, and governance aligned with enterprise requirements
Rather than treating Kimi K2.5 as a standalone model endpoint, AgentsFlare integrates it as a first-class component within production-grade agent systems, supporting scalable, auditable, and controllable AI operations.
Beyond Kimi K2.5, AgentsFlare connects and manages 100+ leading models across multiple providers, allowing enterprises to:
Route tasks dynamically across models
Combine different models within the same agent workflow
Avoid vendor lock-in while maintaining consistent governance
Evolve their agent systems as models improve
This separation of model intelligence and agent infrastructure is what enables enterprises to build scalable, future-proof agent systems.
Launch with AgentsFlare, and build agents that work in the real world.