The Context Layer Is the Product
Context shapes decisions, creates leverage, and compounds over time. The next durable AI products will treat context as infrastructure, not prompt decoration.
ContextAI systemsKnowledge work
AI founder / mathematician / product thinker
I build systems that help ideas become real.
Product, AI, and writing shaped by curiosity, context, and craft.
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Why Agent Demos Break in Production
Agent demos are optimized for spectacle. Production agents need memory boundaries, verifiable action, recovery paths, and a clear theory of when not to act.
AgentsReliabilityProvenance
Designing Tools That Disappear Into the Work
The best tools reduce friction, preserve human taste, and make the work itself more visible than the interface around it.
DesignCraftToolsContext
About
I move between code, maths, and company-making to make complex ideas usable.
Read the longer storyOrigin
Engineering instinct, research patience.
I like problems where the first answer is too neat: tools, systems, proofs, products, and the small loops that make them useful for people.
Method
Turn ambiguity into working shape.
My work usually starts with a sketch, a model, or a prototype, then tightens through careful feedback from the humans using it.
Bias
Build the thing that changes the conversation.
I care about software that makes hard ideas easier to hold, explain, test, and share so better futures become more practical.
Now
Current attention: context-aware agents, meaningful work, and the systems between them.
Building
Contexta: context infrastructure for agents that need memory, provenance, and accountable action.
Testing
AI-native workflows where virtual employees can own bounded work without hiding uncertainty from humans.
Writing
A thesis on meaningful work after automation: how people keep authorship when execution becomes abundant.
Learning
Complexity science, organizational design, proof systems, and architectural spaces that make thought feel embodied.
Selected work
Projects around context, virtual employees, and purposeful work.
01
Contexta
A system for giving AI agents durable working memory, provenance, and context that can be inspected, updated, and trusted.
02
Amino.ai
An exploration of virtual employees: agents that can own bounded work, report progress, ask for judgment, and improve through feedback.
03
Work for Future
A research and product thread about meaningful work, career agency, and the tools people need to shape better futures.
04
Field Notes
A public notebook for mathematics, complexity science, design, architecture, and the emotional texture of building.
Long-running threads
- Applied mathematics
- Developer tools
- AI product systems
- Research workflows
- Company building
Contact