BlogLLM Benchmark Scores as Published, Side by Side

HANDBOOK.md: Results as Published

Every result the catalog holds for HANDBOOK.md: 5 models from 4 developers, read from 1 page. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.

Area Instruction FollowingMaintainer Surge AIIntroduced 2026Data version 2026103001, as of 2026-10-30

HANDBOOK.md tests whether an agent follows a long company policy document while doing multi-step tool work. Each of the 65 tasks sits in a self-contained company environment with a handbook of 20 to 124 pages and mock email, chat, calendar, issue-tracking and commerce services reached over the Model Context Protocol. A trial passes only when every programmatic criterion is met (824 criteria in total).

HANDBOOK.md

ModelValuePrinted bySetup as printed
Claude Opus 5.5Anthropic, released 2026-09-2241.5%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Harness: OpenHands; Fallback: with fallback
Claude Fable 5.1Anthropic, released 2026-09-0138.8%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Harness: OpenHands; Fallback: with fallback
DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-1728.9%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Harness: OpenHands
Kimi K3.1 ProMoonshot AI, released 2026-10-2344.6%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Harness: OpenHands
GLM-5.3Z.ai, released 2026-08-1820.8%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Harness: OpenHands

Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.