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Insights on Software Engineering, DevOps, Containerization, and Agentic AI Systems.

Ollama on Intel Celeron, Part V: Deconstructing Chain-of-Thought (CoT) Pitfalls, KV-Cache Latencies, and System Rule Defenses

In Part IV of this series, we benchmarked local LAN and Tailscale mesh network latency for grav-ai-chatbot, proving that network transport was fast and reliable. But shortly after deploying reasoning models like qwen3.5:2b to production, users began reporting a perplexing bug: sending a sim...