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📰 Dev.to · OctoLab

3 articles · Updated every 3 hours · View all reads

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Same DeepSeek V4 Flash, Different Agent: Why the Runtime Changes the Result
Dev.to · OctoLab 4h ago
Same DeepSeek V4 Flash, Different Agent: Why the Runtime Changes the Result
A model ID is not an agent. Protocol, tool contracts, context recovery, and acceptance determine how much capability becomes reliable work.
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How I Use DeepSeek V4 Flash: Reserve the Strongest Model for Uncertainty
Dev.to · OctoLab 4h ago
How I Use DeepSeek V4 Flash: Reserve the Strongest Model for Uncertainty
I believe the group-chat comparison. I do not believe it reflects the model’s true value. One person...
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Auto-Compact Ate My Constraints: A Post-Mortem
Dev.to · OctoLab 1d ago
Auto-Compact Ate My Constraints: A Post-Mortem
AI-assisted writing disclosure: Yixiao Wang provided the incident, technical judgment, and final...
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