*projects
here are some of the projects i've worked on. i love building tools that make developers' lives easier and exploring new technologies along the way.
autonomous native forge (anf) ↗
creator (2026 - present)
a cloud-free, 4-agent autonomous software production pipeline running entirely on local hardware with no cloud dependency.
achievements
- •implemented sovereign, decentralized software manufacturing
- •zero-dependency local agent orchestration
- •highly efficient automated production workflow
technologies
pythonlocal llmsagentic workflowsrust
agent test methodology ↗
creator (2026 - present)
a framework-agnostic testing methodology and 58-block universal test battery for autonomous ai agents.
achievements
- •61-source benchmark map spanning function calling, web, os, and memory
- •58-block universal test battery covering l1–l4 capabilities and error recovery
- •owasp top 10 for agentic applications taxonomy and automated red-teaming
technologies
agentic workflowsbenchmarkingllm securityowaspevaluations
audiointelligence ↗
creator (2026 - present)
a production-ready audio intelligence library powered natively by apple silicon (metal/ane) within the wift ecosystem.
achievements
- •on-device audio processing with zero external cloud dependencies
- •hardware-accelerated inference utilizing metal and apple neural engine (ane)
- •seamless integration into wift ecosystem audio workflows
technologies
swiftapple siliconmetalaneaudio processing
project [coming soon] ↗
creator (2026)
detailed information for this project will be added soon. exploring the frontiers of decentralized tech.
achievements
- •ideation and prototyping phase
- •defining technical specifications
- •evaluating integration patterns
technologies
coming soon