Multi-objective performance optimization plot from a 13-hour Kimi K2.6 session: throughput lifts from 0.43 MT/s baseline to 1.24 MT/s afterMulti-objective performance optimization plot from a 13-hour Kimi K2.6 session: throughput lifts from 0.43 MT/s baseline to 1.24 MT/s after CPU-aware tuning and empty-set short-circuit optimizationsKimi K2.6 Qwen3.5-0.8B inference optimization case showing a jump from ~15 to 193 tokens/sec, 20% faster than LM StudioKimi Design Bench comparing K2.6 Agent against Gemini 3.1 Pro — Kimi wins 47.5%, tie 21.1%, Google wins 31.4%Kimi Code Bench chart showing K2.5 at 57.4% and K2.6 at 68.2% on Moonshot's internal coding evaluationMoonshot AI Releases Kimi K2.6 Open-Source Coding Model with Autonomous Multi-Day Task ExecutionKimi Claw Bench chart showing K2.5 at 59.6 and K2.6 at 65.5 on heterogeneous agent collaborationKimi K2.6 launch visual showing a moon with iridescent aurora over a dark backgroundcrimedy7 illustration of robots running a marathon --ar 169 - efc437bd-489e-444c-88e3-8cf58e91a063 3Moonshot AI Releases Kimi K2.6, Beats Top US Models On Some BenchmarksThe image displays a comparison chart of various AI agents' performance across different tasks, including human evaluation, browsing, deep search, tool use, and code-based tasks, with specific metrics and tool configurations highlighted.Kimi K2.6 Review: Best Features, Pricing, and Essential Use CasesA detailed infographic compares Kimi K2.6's long 13-hour benchmark performance, focusing on API, multimodal tasks, and multi-step work, with sections explaining agent runtime, context, inputs, tools, and validation within a technological and artificial intelligence framework.Kimi K2.6 Turns Coding Into Agent ControlA group of well-dressed professionals observes a room filled with multiple operators monitoring large computer screens, suggesting a high-stakes, long-running technical or benchmark review related to Kimi K2.6.Kimi K2.6 Turns Coding Into Agent ControlA comparison of performance metrics for various AI agents and benchmarks, highlighting Kimi's long-running 13-hour code review claim.https://www.kimi.com/blog/kimi-k2-6Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, AgentThe image features the text "Moonshot AI" above a molecular structure with a black sphere on top, set against a dark background with a subtle network pattern, highlighting advancements in autonomous coding and scalable agent technology.Moonshot AI Open-Sources Kimi K2.6 — The Coding Model That RunsA depiction of a solar eclipse with the text "Kimi K2.6" overlaid in the center, set against a dark background with a glowing, colorful aura around the moon.Kimi K2.6 Tech Blog: Advancing Open-Source CodingA presentation slide displays the title "Kimi Code Bench" with the version "K2.6" and a progress bar comparing performance metrics 57.4 and 68.2.Moonshot AI releases Kimi K2.6 with long-horizon coding and agentMoonshot AI releases Kimi K2.6 with long-horizon coding and agent ...Moonshot AI Open-Sources Kimi K2.6 with Native Multimodal MoE Architecture and Agent Swarm ScalingThe image displays an overview of the Moonshot AI Kimi K2.6 release, highlighting a native multimodal agent model with interconnected icons representing image input, speech input, and long-horizon coding, all centered around a massive agent swarm on a dark background with green accents.
On April 20, 2026, Moonshot AI released Kimi K2.6 — a 1-trillion-parameter open-source Mixture-of-Experts model positioned directly at the agentic-coding segment that Claude Opus 4.7 and GPT-5.4 have dominated through early 2026. Tosea.ai sits at the orchestration layer for document-to-presentation workflows, turning PDFs, research papers, and long-form reports into decks your team can share with stakeholders — a workflow that stays the same whether the underlying agent model is K2…
Kimi K2.6 is Moonshot AI's 1T-parameter open-weight model with 256K context, native video input, and 300-agent swarm orchestration. Moonshot AI shipped Kimi K2.6 with a bold claim: it’s the new state of the art in open-source coding, long-horizon execution, and agent swarms. Kimi K2.6 is Moonshot AI’s next-generation open-source model focused on state-of-the-art coding, long-horizon execution, and agent swarms. Sign in, pick K2.6 in the model selector, and you have chat, agent mode, Agent Swarm, vision, and Kimi Code tool integration. We wrote a full walkthrough in How to Use the Kimi K2.6 AP…
Kimi K2.6 runs agents for days — and exposes the limits of enterprise orchestration. Most orchestration frameworks were built for agents that run for seconds or minutes. Several model providers, such as Anthropic with Claude Code and OpenAI with Codex, introduced early support for long-horizon agents through multi-session tasks, subagents and background execution. Open-source models, such as Kimi K2.6, that rely on agent swarms are making the case that their orchestration approach comes close to managing stateful agents. ## The difficulties of orchestrating long-running agents. Other model…
Moonshot AI dropped Kimi K2.6 yesterday, as an open-weight successor to K2.5 aimed squarely at long-horizon coding, agent swarms, and autonomous execution. And, Moonshot shipped workload proofs that are hard to fake: a 13-hour autonomous rewrite of exchange-core (8-year-old open-source financial matching engine) that produced a 185% throughput gain across 4,000+ lines of code and 1,000+ tool calls, plus a 12-hour port of Qwen 0.8B inference to Zig on a Mac. Math (AIME 2026, HMMT), general reasoning (HLE without tools), and vision (MMMU-Pro, MathVision) still trail the closed frontier by 3-6…
Kimi K2.6 Explained: Long-Horizon Coding, Agent Swarms, Benchmarks & API on Qubrid AI - Qubrid AI. Developers. Company. # Kimi K2.6 Explained: Long-Horizon Coding, Agent Swarms, Benchmarks & API on Qubrid AI. * [What Is Kimi K2.6?](https://qubrid.com/…
Kimi K2.6 Has Arrived: An Open-Weight Powerhouse for Agentic Work. Moonshot AI just dropped their latest model, Kimi K2.6, and it’s an absolute powerhouse for agentic workflows. During our early preview testing, Kimi K2.6 blew us away with its ability to handle complex, long-context tasks across massive codebases. We’re thrilled to announce that Kimi K2.6 is already live, fully integrated, and available to use in Kilo Code and KiloClaw.. K2.6 offers SOTA-level performance at a fraction of the cost. It's tremendously good at long-context tasks across the codebase, as well as the…
Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, Agent Swarm Scaling to 300 Sub-Agents and 4,000 Coordinated Steps. Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, Agent Swarm Scaling to 300 Sub-Agents and 4,000 Coordinated Steps. Moonshot AI, the Chinese AI lab behind the Kimi assistant, today open-sourced Kimi K2.6 — a native multimodal agentic model that pushes the boundaries of what an AI system can do when left to run autonomously on hard software engineering problems. Perhaps the most striking number for agentic workloads is **Humanity’s Last Exam (HLE-Full) with…
Kimi K2.6 is an open-source LLM) from Moonshot AI, released in April 2026. It is the successor to Kimi K2.5 and is positioned as an open-weight frontier model for long-horizon, agent-style coding and tool use, competing directly with Claude Opus 4.7, GPT-5.4, and Gemini 3 on coding and agentic benchmarks. Kimi K2.6 is an open-source LLM? It is the successor to Kimi K2.5 and is positioned as an open-weight frontier model for long-horizon, agent-style coding and tool use, competing directly with Claude Opus 4.7, GPT-5.4, and Gemini 3 on coding and agentic bench. I'm Sébastien Dubois, and I'm on…
Skip to main contentKimi k2.6 worth it? Go to kimi. r/kimi•3d ago. Discussion. ["It is very good with pi-mono agent and detailed skills and references from these skills on documentation."](h…
Introducing Kimi K2.6 in Microsoft Foundry. ###### We’re excited to welcome Moonshot AI’s Kimi K2.6 to Microsoft Foundry expanding the platform’s growing catalog of open and frontier models designed for real-world, production-grade AI systems. Kimi K2.6 represents a new class of agentic, multimodal models built for long-horizon reasoning, coding, and autonomous execution—bringing developers closer to fully self-directed AI systems that can plan, act, and deliver outcomes end-to-end. ##### Why Kimi K2.6 matters. According to Moonshot AI, K2.6 is a **native multimodal agentic mode…
Kimi K2.6 Now on SiliconFlow: SOTA Long-horizon Coding. This open-source multimodal model delivers state-of-the-art long-horizon coding, autonomous agent orchestration, and coding-driven design capabilities. With 58.6 on SWE-Bench Pro and 86.3 on BrowseComp (Agent Swarm), K2.6 outperforms leading closed-source models in agentic workflows. Start building with SiliconFlow's API today to explore long-horizon coding tasks. Kimi K2.6, Moonshot AI's latest open-source multimodal agentic model. This release brings exceptional long-horizon coding capabilities, proactive autonomous execution, and sw…
Kimi K2.6: Architecture, Benchmarks, and What It Means for Production AI. ## What Kimi K2.6 Is. Kimi K2.6 is an open-source, native multimodal agentic model released by Moonshot AI on April 20, 2026, under a Modified MIT License. Kimi K2.6 is a Mixture-of-Experts (MoE) model with 1 trillion total parameters and 32 billion active parameters per token. All scores below are sourced directly from Moonshot AI's official tech blog at kimi.com/blog/kimi-k2-6 and the HuggingFace model card at huggingface.co/moonshotai/Kimi-K2.6. SWE-Bench Pro scores for the K2 series were evaluated using an in-hous…
Artificial Intelligence & Deep Learning | Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, Agent Swarm Scaling to 300 Sub-Agents and 4,000 Coordinated Steps | Facebook. Moonshot AI releases Kimi K2.6 with long-horizon coding and agent swarm scaling. . ## [Artificial Intelligence & Deep Le…
Kimi K2.6 is an open-source coding model release from Moonshot AI, published on April 20, 2026. According to Moonshot’s release blog, Kimi K2.6 is designed for long-horizon coding work: multi-hour tasks, repeated tool use, and autonomous code changes across large projects. Moonshot reports that Kimi K2.6 spent 13 hours rewriting parts of the open-source matching engine exchange-core, made more than 1,000 tool calls, changed over 4,000 lines of code, and produced large throughput gains without human intervention. The release matters because Moonshot is marketing Kimi K2.6 as an **open-sour…
Kimi K2.6 Tech Blog: Advancing Open-Source Coding. # Kimi K2.6 Tech Blog: Advancing Open-Source Coding. Moonshot AI has open-sourced Kimi K2.6, a new model with state-of-the-art coding, long-horizon execution, and agent swarm capabilities. Key highlights include: demonstrated 12-13 hour autonomous coding runs with thousands of tool calls (e.g., optimizing a Zig-based inference engine to 193 tokens/sec, and achieving a 185% Show more. Image 1: Post cover image. Long-Horizon Coding Coding-Driven Design Agent Swarms, Elevated Proactive Agents Bring Your Own Agents Benchmark Table Footnot…
Kimi K2.6 is an open-source, native multimodal agentic model that advances practical capabilities in long-horizon coding, coding-driven design, proactive autonomous execution, and swarm-based task orchestration. ollama run kimi-k2.6:cloud. curl http://localhost:11434/api/chat \ -d '{ "model": "kimi-k2.6:cloud", "messages": [{"role": "user", "content": "Hello!"}] }'. from import'kimi-k2.6:cloud' 'role' 'user' 'content''Hello!' print. import from 'ollama' const await'kimi-k2.6:cloud' 'user''Hello!'. Claude Code
Multi-objective performance optimization plot from a 13-hour Kimi K2.6 session: throughput lifts from 0.43 MT/s baseline to 1.24 MT/s afterMulti-objective performance optimization plot from a 13-hour Kimi K2.6 session: throughput lifts from 0.43 MT/s baseline to 1.24 MT/s after CPU-aware tuning and empty-set short-circuit optimizationsKimi K2.6 Qwen3.5-0.8B inference optimization case showing a jump from ~15 to 193 tokens/sec, 20% faster than LM StudioKimi Design Bench comparing K2.6 Agent against Gemini 3.1 Pro — Kimi wins 47.5%, tie 21.1%, Google wins 31.4%Kimi Code Bench chart showing K2.5 at 57.4% and K2.6 at 68.2% on Moonshot's internal coding evaluationMoonshot AI Releases Kimi K2.6 Open-Source Coding Model with Autonomous Multi-Day Task ExecutionKimi Claw Bench chart showing K2.5 at 59.6 and K2.6 at 65.5 on heterogeneous agent collaborationKimi K2.6 launch visual showing a moon with iridescent aurora over a dark backgroundcrimedy7 illustration of robots running a marathon --ar 169 - efc437bd-489e-444c-88e3-8cf58e91a063 3Moonshot AI Releases Kimi K2.6, Beats Top US Models On Some BenchmarksThe image displays a comparison chart of various AI agents' performance across different tasks, including human evaluation, browsing, deep search, tool use, and code-based tasks, with specific metrics and tool configurations highlighted.Kimi K2.6 Review: Best Features, Pricing, and Essential Use CasesA detailed infographic compares Kimi K2.6's long 13-hour benchmark performance, focusing on API, multimodal tasks, and multi-step work, with sections explaining agent runtime, context, inputs, tools, and validation within a technological and artificial intelligence framework.Kimi K2.6 Turns Coding Into Agent ControlA group of well-dressed professionals observes a room filled with multiple operators monitoring large computer screens, suggesting a high-stakes, long-running technical or benchmark review related to Kimi K2.6.Kimi K2.6 Turns Coding Into Agent ControlA comparison of performance metrics for various AI agents and benchmarks, highlighting Kimi's long-running 13-hour code review claim.https://www.kimi.com/blog/kimi-k2-6Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, AgentThe image features the text "Moonshot AI" above a molecular structure with a black sphere on top, set against a dark background with a subtle network pattern, highlighting advancements in autonomous coding and scalable agent technology.Moonshot AI Open-Sources Kimi K2.6 — The Coding Model That RunsA depiction of a solar eclipse with the text "Kimi K2.6" overlaid in the center, set against a dark background with a glowing, colorful aura around the moon.Kimi K2.6 Tech Blog: Advancing Open-Source CodingA presentation slide displays the title "Kimi Code Bench" with the version "K2.6" and a progress bar comparing performance metrics 57.4 and 68.2.Moonshot AI releases Kimi K2.6 with long-horizon coding and agentMoonshot AI releases Kimi K2.6 with long-horizon coding and agent ...Moonshot AI Open-Sources Kimi K2.6 with Native Multimodal MoE Architecture and Agent Swarm ScalingThe image displays an overview of the Moonshot AI Kimi K2.6 release, highlighting a native multimodal agent model with interconnected icons representing image input, speech input, and long-horizon coding, all centered around a massive agent swarm on a dark background with green accents.
On April 20, 2026, Moonshot AI released Kimi K2.6 — a 1-trillion-parameter open-source Mixture-of-Experts model positioned directly at the agentic-coding segment that Claude Opus 4.7 and GPT-5.4 have dominated through early 2026. Tosea.ai sits at the orchestration layer for document-to-presentation workflows, turning PDFs, research papers, and long-form reports into decks your team can share with stakeholders — a workflow that stays the same whether the underlying agent model is K2…
Kimi K2.6 is Moonshot AI's 1T-parameter open-weight model with 256K context, native video input, and 300-agent swarm orchestration. Moonshot AI shipped Kimi K2.6 with a bold claim: it’s the new state of the art in open-source coding, long-horizon execution, and agent swarms. Kimi K2.6 is Moonshot AI’s next-generation open-source model focused on state-of-the-art coding, long-horizon execution, and agent swarms. Sign in, pick K2.6 in the model selector, and you have chat, agent mode, Agent Swarm, vision, and Kimi Code tool integration. We wrote a full walkthrough in How to Use the Kimi K2.6 AP…
Kimi K2.6 runs agents for days — and exposes the limits of enterprise orchestration. Most orchestration frameworks were built for agents that run for seconds or minutes. Several model providers, such as Anthropic with Claude Code and OpenAI with Codex, introduced early support for long-horizon agents through multi-session tasks, subagents and background execution. Open-source models, such as Kimi K2.6, that rely on agent swarms are making the case that their orchestration approach comes close to managing stateful agents. ## The difficulties of orchestrating long-running agents. Other model…
Moonshot AI dropped Kimi K2.6 yesterday, as an open-weight successor to K2.5 aimed squarely at long-horizon coding, agent swarms, and autonomous execution. And, Moonshot shipped workload proofs that are hard to fake: a 13-hour autonomous rewrite of exchange-core (8-year-old open-source financial matching engine) that produced a 185% throughput gain across 4,000+ lines of code and 1,000+ tool calls, plus a 12-hour port of Qwen 0.8B inference to Zig on a Mac. Math (AIME 2026, HMMT), general reasoning (HLE without tools), and vision (MMMU-Pro, MathVision) still trail the closed frontier by 3-6…
Kimi K2.6 Explained: Long-Horizon Coding, Agent Swarms, Benchmarks & API on Qubrid AI - Qubrid AI. Developers. Company. # Kimi K2.6 Explained: Long-Horizon Coding, Agent Swarms, Benchmarks & API on Qubrid AI. * [What Is Kimi K2.6?](https://qubrid.com/…
Kimi K2.6 Has Arrived: An Open-Weight Powerhouse for Agentic Work. Moonshot AI just dropped their latest model, Kimi K2.6, and it’s an absolute powerhouse for agentic workflows. During our early preview testing, Kimi K2.6 blew us away with its ability to handle complex, long-context tasks across massive codebases. We’re thrilled to announce that Kimi K2.6 is already live, fully integrated, and available to use in Kilo Code and KiloClaw.. K2.6 offers SOTA-level performance at a fraction of the cost. It's tremendously good at long-context tasks across the codebase, as well as the…
Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, Agent Swarm Scaling to 300 Sub-Agents and 4,000 Coordinated Steps. Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, Agent Swarm Scaling to 300 Sub-Agents and 4,000 Coordinated Steps. Moonshot AI, the Chinese AI lab behind the Kimi assistant, today open-sourced Kimi K2.6 — a native multimodal agentic model that pushes the boundaries of what an AI system can do when left to run autonomously on hard software engineering problems. Perhaps the most striking number for agentic workloads is **Humanity’s Last Exam (HLE-Full) with…
Kimi K2.6 is an open-source LLM) from Moonshot AI, released in April 2026. It is the successor to Kimi K2.5 and is positioned as an open-weight frontier model for long-horizon, agent-style coding and tool use, competing directly with Claude Opus 4.7, GPT-5.4, and Gemini 3 on coding and agentic benchmarks. Kimi K2.6 is an open-source LLM? It is the successor to Kimi K2.5 and is positioned as an open-weight frontier model for long-horizon, agent-style coding and tool use, competing directly with Claude Opus 4.7, GPT-5.4, and Gemini 3 on coding and agentic bench. I'm Sébastien Dubois, and I'm on…
Skip to main contentKimi k2.6 worth it? Go to kimi. r/kimi•3d ago. Discussion. ["It is very good with pi-mono agent and detailed skills and references from these skills on documentation."](h…
Introducing Kimi K2.6 in Microsoft Foundry. ###### We’re excited to welcome Moonshot AI’s Kimi K2.6 to Microsoft Foundry expanding the platform’s growing catalog of open and frontier models designed for real-world, production-grade AI systems. Kimi K2.6 represents a new class of agentic, multimodal models built for long-horizon reasoning, coding, and autonomous execution—bringing developers closer to fully self-directed AI systems that can plan, act, and deliver outcomes end-to-end. ##### Why Kimi K2.6 matters. According to Moonshot AI, K2.6 is a **native multimodal agentic mode…
Kimi K2.6 Now on SiliconFlow: SOTA Long-horizon Coding. This open-source multimodal model delivers state-of-the-art long-horizon coding, autonomous agent orchestration, and coding-driven design capabilities. With 58.6 on SWE-Bench Pro and 86.3 on BrowseComp (Agent Swarm), K2.6 outperforms leading closed-source models in agentic workflows. Start building with SiliconFlow's API today to explore long-horizon coding tasks. Kimi K2.6, Moonshot AI's latest open-source multimodal agentic model. This release brings exceptional long-horizon coding capabilities, proactive autonomous execution, and sw…
Kimi K2.6: Architecture, Benchmarks, and What It Means for Production AI. ## What Kimi K2.6 Is. Kimi K2.6 is an open-source, native multimodal agentic model released by Moonshot AI on April 20, 2026, under a Modified MIT License. Kimi K2.6 is a Mixture-of-Experts (MoE) model with 1 trillion total parameters and 32 billion active parameters per token. All scores below are sourced directly from Moonshot AI's official tech blog at kimi.com/blog/kimi-k2-6 and the HuggingFace model card at huggingface.co/moonshotai/Kimi-K2.6. SWE-Bench Pro scores for the K2 series were evaluated using an in-hous…
Artificial Intelligence & Deep Learning | Moonshot AI Releases Kimi K2.6 with Long-Horizon Coding, Agent Swarm Scaling to 300 Sub-Agents and 4,000 Coordinated Steps | Facebook. Moonshot AI releases Kimi K2.6 with long-horizon coding and agent swarm scaling. . ## [Artificial Intelligence & Deep Le…
Kimi K2.6 is an open-source coding model release from Moonshot AI, published on April 20, 2026. According to Moonshot’s release blog, Kimi K2.6 is designed for long-horizon coding work: multi-hour tasks, repeated tool use, and autonomous code changes across large projects. Moonshot reports that Kimi K2.6 spent 13 hours rewriting parts of the open-source matching engine exchange-core, made more than 1,000 tool calls, changed over 4,000 lines of code, and produced large throughput gains without human intervention. The release matters because Moonshot is marketing Kimi K2.6 as an **open-sour…
Kimi K2.6 Tech Blog: Advancing Open-Source Coding. # Kimi K2.6 Tech Blog: Advancing Open-Source Coding. Moonshot AI has open-sourced Kimi K2.6, a new model with state-of-the-art coding, long-horizon execution, and agent swarm capabilities. Key highlights include: demonstrated 12-13 hour autonomous coding runs with thousands of tool calls (e.g., optimizing a Zig-based inference engine to 193 tokens/sec, and achieving a 185% Show more. Image 1: Post cover image. Long-Horizon Coding Coding-Driven Design Agent Swarms, Elevated Proactive Agents Bring Your Own Agents Benchmark Table Footnot…
Kimi K2.6 is an open-source, native multimodal agentic model that advances practical capabilities in long-horizon coding, coding-driven design, proactive autonomous execution, and swarm-based task orchestration. ollama run kimi-k2.6:cloud. curl http://localhost:11434/api/chat \ -d '{ "model": "kimi-k2.6:cloud", "messages": [{"role": "user", "content": "Hello!"}] }'. from import'kimi-k2.6:cloud' 'role' 'user' 'content''Hello!' print. import from 'ollama' const await'kimi-k2.6:cloud' 'user''Hello!'. Claude Code
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Go to kimi. r/kimi•3d ago. Discussion. ["It is very good with pi-mono agent and detailed skills and references from these skills on documentation."](h…
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