The CoordinatorsStrict ZDR Verified

Moonshot AI

Name: ARMES
Availability: InStock
Author: ARMES

Multi-agent reasoning, math, deep research.

Run Moonshot AI in ARMES

Laboratory Overview

Moonshot AI focuses on long-context modeling and multi-turn conversational agents with their Kimi family (K3, K2.7). Highly capable in document analysis, code debugging, and iterative project coordination.

Core Research Focus:Multi-agent reasoningmathdeep researchagentic workflowstool use mastery.

Privacy & Zero Data Retention

Strict Zero Data Retention (ZDR): Requests are processed ephemerally in RAM. No user data, prompts, or completions are stored, indexed, or used for model training.

No user telemetry sent to Moonshot AI

Moonshot AI Foundation Models (5)

Available under ARMES unified subscription without separate API keys or billing agreements.

Tier:

Dense Transformer

Pro

Kimi K3

GDPval-AA v2: 1668 Elo (#3; Fable 5: 1760, Sol: 1748, Opus 4.8: 1600), AA-Briefcase: 1548 Elo (#2; Fable 5: 1583, Sol: 1495), BrowseComp: 91.2% (#1; Sol: 90.4), Terminal-Bench 2.1: 88.3% (#2; Sol: 88.8), DeepSWE: 67.5% (#3; Sol: 73.0, Fable 5: 70.0), FrontierSWE: 81.2% (#2; Fable 5: 86.6), SWE Marathon: 42.0% (#1; Opus 4.8: 40.0), Program Bench: 77.8% (#1; Sol: 77.6), Automation Bench: 30.8% (#1; Sol: 29.7), SpreadsheetBench 2: 34.8% (#1; Fable 5: 34.7), JobBench: 52.9% (#2; Fable 5: 57.4), CharXiv (RQ) w/ tool: 91.3%, Zerobench w/ tool: 41.0%, Kimi Code Bench 2.0 (internal): 72.9%.

Stable LatentMoE (2.8T total, 896 routed experts with 16 active per token; KDA/MLA hybrid attention at 3:1

1M ctx

$3.00 / $15.00 /MTok

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Mixture of Experts (MoE)

MoEEco

Kimi-k2.7-code

(vendor-reported, in-house suites) Kimi Code Bench v2: 62.0 (+21.8% vs K2.6's 50.9; GPT-5.5 69.0, Opus 4.8 67.4), Program Bench: 53.6 (vs K2.6 48.3), MLS Bench Lite: 35.1 (+31.5% vs K2.6 26.7), Kimi Claw 24/7 Bench: 46.9, MCP Atlas: 76.0 (vs K2.6 69.4), MCP Mark Verified: 81.1 (vs K2.6 72.8) | Cost-efficient long-horizon agentic coding — multi-file refactors, hours-long autonomous engineering, CI/CD, large-codebase analysis across Rust/Go/Python/frontend/DevOps.

256K ctx

$0.95 / $4.00 /MTok

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Mixture of Experts (MoE)

MoEEco

Kimi-k2.6

SWE-Bench Pro: 58.6 (leading), GPQA Diamond: 90.5%, HLE-Full w/ Tools: 54.0, MathVision (w/ Python): 93.2, GDPval-AA: 1520 Elo (vs 1309 for K2.5), Hallucination rate: 39% (vs K2.5's 65%) | Long-horizon agentic coding, autonomous engineering, full-stack workflows, persistent 24/7 background agents, multi-step DevOps.

256K ctx

$0.95 / $4.00 /MTok

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Mixture of Experts (MoE)

MoEEco

Kimi-k2.5

GPQA Diamond: 87.6%, SWE-bench: 76.8%, HLE-Full w/ Tools: 50.2% (#1), BrowseComp Swarm: 78.4%, TerminalBench: 50.8% | Research with tools, complex multi-step tasks, agentic workflows, strategic reasoning, document analysis, philosophy, deep conceptual work.

256K ctx

$0.60 / $2.50 /MTok

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Mixture of Experts (MoE)

MoEEco

Kimi-k2

— | Previous generation research and reasoning

256K ctx

$0.60 / $2.50 /MTok

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The CoordinatorsStrict ZDR Verified

Moonshot AI

Multi-agent reasoning, math, deep research.

Run Moonshot AI in ARMES

Laboratory Overview

Core Research Focus:Multi-agent reasoningmathdeep researchagentic workflowstool use mastery.

Privacy & Zero Data Retention

Strict Zero Data Retention (ZDR): Requests are processed ephemerally in RAM. No user data, prompts, or completions are stored, indexed, or used for model training.

No user telemetry sent to Moonshot AI