Your Own Private AI on a $798 Laptop: 2B Model, 91% Pass
We built an AI router that keeps 89% of queries free and on-device. 35 tests. Real numbers.
Labs & Projects
Educational demos, study builds, and technical experiments by NosisTech. Published for learning and documentation only, not as production systems or implementation guidance.
4GB GPU Made Laptop an AI Workstation + Smart Cloud Routing
A $798 gaming laptop with a 4GB GPU runs private local AI and automatically escalates the hard stuff to the cloud. Here’s the test data.
Running Local AI on a $798 Laptop: The NosisTech Test
We installed a local AI on a $798 gaming laptop and ran 71 real-world tasks.
You Changed the Context to 64k and Hermes Still Won’t Start
You changed the context to 64k and Hermes still rejects it. Here is the parallel slots problem nobody is writing about yet.
Maxing Out Gemma 4 on a Laptop GPU + Hermes Agent
How I turned a 12GB laptop GPU into a 114 tok/s local AI agent with MTP, Hermes, and three config changes.
OpenHands Sandbox Planner
An educational demo inspired by OpenHands, showing review-gated software task planning with LiteLLM.
Hallucination Detection Agent
An educational demo of an agent that checks AI responses against source context and flags unsupported or contradicted claims.
Promptfoo Redteam Eval Agent
An educational demo of a LiteLLM-native evaluation harness that tests AI responses with visible assertions and compact verdicts.
LLM Guard: Building an AI Safety Gateway
A safe educational rebuild of the LLM Guard pattern as a small LiteLLM safety gateway that scans inputs, redacts data, and checks outputs.
Prompt Injection Defense Agent: Screening Build
educaitonal demo of small prompt injection screening agent that flags suspicious text before it reaches a main AI model.