dream: 2026-06-07 18:36, 4 change(s)
[MEMORY] For Ollama Cloud `/detach` research tasks, explicitly specifying the model (e.g., `qwen35`, `gemini`) is more reliable than generic model-agnostic prompts
[MEMORY-REMOVE] "kimi-k2.6:cloud is blocked for nanobot agent deployment due to random Chinese output drift" — duplicates the more detailed Kimi K2.6 Chinese-output bug entry two lines above; the blocked-status conclusion is already implied by "critical risk for Czech use"
[MEMORY-REMOVE] "GLM-5.1:cloud has no known bugs and is proven across hundreds of nanobot agent turns" — "proven across hundreds of turns" duplicates the primary-model entry ("best sustained productivity over long sessions/hundreds of rounds"); merge unique fact ("no known bugs") into the primary-model line
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@@ -55,7 +55,7 @@ This file stores important information that should persist across sessions.
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## Agent Model Selection
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- Ollama subscription covers all discussed models; price/cost excluded from model comparison criteria
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- Prioritizes agentic performance, correct tool calling, and overall result quality
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- Primary nanobot agent model: GLM-5.1:cloud (best sustained productivity over long sessions/hundreds of rounds, strong real-world agent benchmarks)
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- Primary nanobot agent model: GLM-5.1:cloud (best sustained productivity over long sessions/hundreds of rounds, strong real-world agent benchmarks, no known bugs)
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- Alternative nanobot agent model for tool-heavy tasks: Qwen 3.5:cloud (397B variant)
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- Conservative fallback nanobot agent model: DeepSeek V3.2:cloud
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- OpenRouter is pay-per-token alternative to Ollama subscription for model access
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@@ -69,7 +69,6 @@ This file stores important information that should persist across sessions.
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- For Czech use with Chinese-English models: always explicitly specify language in system prompt (critical for Kimi K2.6, recommended for GLM-5.1)
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- Kimi K2.6 supports `preserve_thinking` mode for multi-turn agent scenarios (retains reasoning content across turns)
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- minimax-m3:cloud is blocked for nanobot agent deployment due to empty tool result responses (ollama/ollama #16389)
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- kimi-k2.6:cloud is blocked for nanobot agent deployment due to random Chinese output drift
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- deepseek-v4-pro:cloud is blocked for interactive nanobot agent use due to 15.4 tok/s and 57s TTFT
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- deepseek-v4-flash:cloud is a viable nanobot agent alternative with 1M ctx, MIT license, and ~30-50 tok/s speed
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- qwen3.5:397b-cloud is a viable nanobot agent alternative with multimodal support, 1M ctx, 201 languages including Czech, but has speed and accuracy tradeoffs
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@@ -79,9 +78,9 @@ This file stores important information that should persist across sessions.
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- nemotron-3-ultra:cloud released 2026-06-04 and is too new for real-world nanobot agent validation
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- Czech language support is a hard requirement for nanobot agent models; Chinese output drift is a deployment blocker
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- GLM-5.1:cloud achieves ~198 tok/s on Ollama Cloud
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- GLM-5.1:cloud has no known bugs and is proven across hundreds of nanobot agent turns
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- Agent model comparison report saved to `results/2026-06-07_ollama-cloud-agent-model-comparison.md`
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- User prefers Qwen model for deep research tasks (not currently in presets)
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- For Ollama Cloud `/detach` research tasks, explicitly specifying the model (e.g., `qwen35`, `gemini`) is more reliable than generic model-agnostic prompts
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- Available model presets: gemini-flash, gemini-flash-lite, glm, haiku, kimi, minimax, sonnet
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- minimax models have poor error recovery on tool calls — loop on blocked URLs instead of skipping and continuing
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