dream: 2026-06-07 14:23, 6 change(s)
[MEMORY] minimax-m3:cloud is blocked for nanobot agent deployment due to empty tool result responses (ollama/ollama #16389) [MEMORY] kimi-k2.6:cloud is blocked for nanobot agent deployment due to random Chinese output drift [MEMORY] deepseek-v4-pro:cloud is blocked for interactive nanobot agent use due to 15.4 tok/s and 57s TTFT [MEMORY] deepseek-v4-flash:cloud is a viable nanobot agent alternative with 1M ctx, MIT license, and ~30-50 tok/s speed [MEMORY] 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 [MEMORY] devstral-2:123b-cloud is a viable nanobot agent alternative with Terminal-Bench 77.3%, coding-only focus, and 128K ctx limit [MEMORY] GLM-5.2 does not exist as of June 2026; Z.AI has made no official announcement [MEMORY] User is interested in switching to GLM-5.2:cloud as primary nanobot agent model if/when it becomes available on Ollama Cloud [MEMORY] nemotron-3-ultra:cloud released 2026-06-04 and is too new for real-world nanobot agent validation [MEMORY] `python` command is unavailable in runtime; `python3` must be used instead [MEMORY] Czech language support is a hard requirement for nanobot agent models; Chinese output drift is a deployment blocker [MEMORY] GLM-5.1:cloud achieves ~198 tok/s on Ollama Cloud [MEMORY] GLM-5.1:cloud has no known bugs and is proven across hundreds of nanobot agent turns [MEMORY] Agent model comparison report saved to `results/2026-06-07_ollama-cloud-agent-model-comparison.md` [MEMORY-REMOVE] "Coding agents (like OpenCode) are a different category from general-purpose agents like nanobot — not relevant for comparison" duplicates USER.md Zájmy section [MEMORY-REMOVE] "Evaluates alternatives based on what they add beyond nanobot's existing capabilities" duplicates USER.md Zájmy section
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@@ -50,10 +50,7 @@ This file stores important information that should persist across sessions.
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- Nanobot command handler return contract: OutboundMessage | None — None = fall through to LLM agent (/goal uses this hybrid pattern: returns None → LLM receives modified content)
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- No existing `!` prefix handling in nanobot — all current commands use `/` prefix only
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- cli_apps tool exists at nanobot/agent/tools/cli_apps.py — relevant for calling external apps from custom commands
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## Agent Evaluation Philosophy
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- Coding agents (like OpenCode) are a different category from general-purpose agents like nanobot — not relevant for comparison
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- Evaluates alternatives based on what they add beyond nanobot's existing capabilities
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- `python` command is unavailable in runtime; `python3` must be used instead
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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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@@ -71,6 +68,19 @@ This file stores important information that should persist across sessions.
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- Both Kimi K2.6 and GLM-5.1 are Chinese-English models without specific Czech training data — both risky for Czech
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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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- devstral-2:123b-cloud is a viable nanobot agent alternative with Terminal-Bench 77.3%, coding-only focus, and 128K ctx limit
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- GLM-5.2 does not exist as of June 2026; Z.AI has made no official announcement
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- User is interested in switching to GLM-5.2:cloud as primary nanobot agent model if/when it becomes available on Ollama Cloud
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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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## Reminder System
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