Landscape analysis · Architecture notes · Experiments
Knowledge-first agent market analysis. Comparison of agent frameworks, pricing models, and distribution channels.
Open-source agent claw machine design. Contract-based execution model with verifier pipelines and payment gates.
Information entropy in agent memory. How context windows degrade over long conversations and mitigation strategies.
Safety and alignment for autonomous agents. Sandboxing strategies, output verification, and trust boundaries.