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FrontierMemory v1.1

Agents · 2026-10-29

Letta's benchmark of memory generation. A model reads 750 past agent trajectories and writes a memory, which a fixed task agent then uses on 15 coding and knowledge-work tasks that need that knowledge. Each row is the mean over three independent runs of the higher full-pass rate of Opus 5.5 and GPT-6 Sol at max reasoning, with memory generated in Letta Dream and tasks run in Letta Code. Corpus v1.1 replaced the 665-trajectory corpus of v1.0.

Benchmark source: Frontiermemory

Top models (higher is better)

ModelScoreSource
Claude Opus 5.573.3FrontierMemory v1.1 models: Opus 5.5 (max) · Letta
Kimi K371.1FrontierMemory v1.1 models: Kimi K3 (max) · Letta
GLM-5.368.9FrontierMemory v1.1 models: GLM-5.3 (max) · Letta
Gemini 4 Argon64.4FrontierMemory v1.1 models: Gemini 4 Argon (high) · Letta
Kimi K3.1 Pro55.6FrontierMemory v1.1 models: Kimi K3.1 Pro (max) · Letta
GPT-6.1 Sol51.1FrontierMemory v1.1 models: GPT-6.1 Sol (max) · Letta
Muse Wonder51.1FrontierMemory v1.1 models: Muse Wonder (xhigh) · Letta
GPT-6.1 Terra46.7FrontierMemory v1.1 models: GPT-6.1 Terra (max) · Letta
Grok 4.737.8FrontierMemory v1.1 models: Grok 4.7 (xhigh) · Letta
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