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#homelabai — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #homelabai, aggregated by home.social.

  1. Tested Cogito V1 14B Qwen on my Linux server. 45 t/s, 9.7GB VRAM, and the same IDA self-awareness trick its 8B sibling pulled -- Run 2 deliberately stepped back to brute force because a beginner probably needed simpler first. Run 3 came back stronger with a nice candy analogy. That's DeepCogito's IDA training making a transformation of Qwen into something way better.

    Read the full breakdown below.

    #LocalAI #Ollama #HomeLabAI #LLM #AIBenchmark

    goarcherdynamics.com/2026/04/0

  2. Tested Cogito V1 8B on my Linux server. 83 t/s, 5.4GB VRAM, 131k context. The real story is where it deliberately wrote worse code because it decided a beginner needed simplicity over efficiency -- and admitted it! That's IDA self-reflection making a live call.
    I guess a 5GB model with a conscience is worth more than a 70B model with none?

    Read the full breakdown below.

    #LocalAI #Ollama #HomeLabAI #LLM #AIBenchmark

    goarcherdynamics.com/2026/04/0

  3. Tested ServiceNow's Apriel 1.6 15B Thinker on my RTX 5060 Ti -- and the thinking logs made me put my tea down.

    This model runs a compliance check before it writes a Python function. Literally. "We need to comply with the request. No disallowed content." Enterprise
    DNA, fully intact.

    But buried inside that corporate throat-clearing is something genuinely impressive. Full breakdown on the blog -- link in comments.

    #AI #LocalLLM #Ollama #HomeLabAI #ReasoningModel #ServiceNow #OpenSourceA

    goarcherdynamics.com/2026/04/0

  4. Tested ServiceNow's Apriel 1.6 15B Thinker on my RTX 5060 Ti -- and the thinking logs made me put my tea down.

    This model runs a compliance check before it writes a Python function. Literally. "We need to comply with the request. No disallowed content." Enterprise
    DNA, fully intact.

    But buried inside that corporate throat-clearing is something genuinely impressive. Full breakdown on the blog -- link in comments.

    #AI #LocalLLM #Ollama #HomeLabAI #ReasoningModel #ServiceNow #OpenSourceA

    goarcherdynamics.com/2026/04/0

  5. Tested ServiceNow's Apriel 1.6 15B Thinker on my RTX 5060 Ti -- and the thinking logs made me put my tea down.

    This model runs a compliance check before it writes a Python function. Literally. "We need to comply with the request. No disallowed content." Enterprise
    DNA, fully intact.

    But buried inside that corporate throat-clearing is something genuinely impressive. Full breakdown on the blog -- link in comments.

    #AI #LocalLLM #Ollama #HomeLabAI #ReasoningModel #ServiceNow #OpenSourceA

    goarcherdynamics.com/2026/04/0

  6. Tested ServiceNow's Apriel 1.6 15B Thinker on my RTX 5060 Ti -- and the thinking logs made me put my tea down.

    This model runs a compliance check before it writes a Python function. Literally. "We need to comply with the request. No disallowed content." Enterprise
    DNA, fully intact.

    But buried inside that corporate throat-clearing is something genuinely impressive. Full breakdown on the blog -- link in comments.

    #AI #LocalLLM #Ollama #HomeLabAI #ReasoningModel #ServiceNow #OpenSourceA

    goarcherdynamics.com/2026/04/0

  7. Tested ServiceNow's Apriel 1.6 15B Thinker on my RTX 5060 Ti -- and the thinking logs made me put my tea down.

    This model runs a compliance check before it writes a Python function. Literally. "We need to comply with the request. No disallowed content." Enterprise
    DNA, fully intact.

    But buried inside that corporate throat-clearing is something genuinely impressive. Full breakdown on the blog -- link in comments.

    #AI #LocalLLM #Ollama #HomeLabAI #ReasoningModel #ServiceNow #OpenSourceA

    goarcherdynamics.com/2026/04/0