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.
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.
The Flipped Interaction Pattern: Agent Asks First
Most agents execute on whatever you give them. This one asks questions first. The Flipped Interaction Pattern: an agent that asks before it acts.
TaskWeaver Stateful Data Analyst
A LiteLLM rebuild of TaskWeaver showing planner-to-executor handoff, stateful data memory, and safe pandas actions.
Aegis Constraint Agent
A small LiteLLM rebuild showing deterministic constraint gates around model-assisted mission review.
Collective Intelligence Consensus Engine
A LiteLLM rebuild that turns one model call into a small debate board with proposal, critique, adversarial review, and synthesis.
Knowledge Gap Discovery Agent
A LiteLLM-native agent that finds product knowledge gaps, ranks evidence, and gates model-written hypotheses.