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Case studies and concise overviews of private projects, with a conversation about the work one click away.

Case studies

Three-pass aggregate · 19 questions

Mean judge score: 3.93 → 4.04
Keyword recall: 0.579 → 0.580
Mean request latency: 14.7s → 23.3s

Baseline → planner · measured aggregate, limited scope

Planner and evaluation harness

TokenSmith Query Decomposition

Public planner/evaluation snapshot
Project status not reported

Across three passes on 19 questions, the planner reported a 4.04 vs 3.93 mean judge score, 0.580 vs 0.579 keyword recall, and 23.3s vs 14.7s mean request latency.

Read case study Public planner/evaluation snapshot

Private projects

High-level scope and confirmed contributions. Source code is private; request a technical walkthrough to learn more.

Personal finance workspace

Smart Vault

Source code is private.

A personal finance application that brings accounts, transactions, budgets, and liquidity planning into one workspace.

The need: Financial activity and upcoming obligations can be difficult to review across separate accounts and tools.
My contribution: Built the finance interface and backend, including liquidity-planning functionality.
Role: Sole developer (AI-assisted)
Potential value: Could make it easier to understand cash needs and financial priorities in one place.

Request a technical walkthrough

Personal AI coordination

Life Orchestrator

Source code is private.

A personal AI coordination system that manages assistant requests, permissions, and human approvals.

The need: Personal AI tools need a consistent way to coordinate work while keeping sensitive actions under human control.
My contribution: Built the orchestration backend and operator dashboard, including human-approval workflows.
Role: Sole developer (AI-assisted)
Potential value: Could help people supervise assistant activity and keep permission decisions consistent across tools.

Request a technical walkthrough

Market research and personal watchlists

Kinscape

Source code is private.

A market-research workspace with quotes, news, and personal watchlists for signed-in users.

The need: Researching a company can mean moving between quote pages, news, and separate lists of companies to follow.
My contribution: Built the market-research application and its interface for company research and personal watchlists.
Role: Sole developer (AI-assisted)
Potential value: Could help users organize market research around the companies they follow, with watchlists tied to their account.

Request a technical walkthrough

Personal AI chat interface

Home LLM

Source code is private.

A private chat interface for a personal AI system, with conversation history, model choices, and approval prompts.

The need: Working with a personal AI system needs a usable interface for conversations and supervised actions.
My contribution: Built the chat application, including conversation management, model selection, and approval prompts.
Role: Sole developer (AI-assisted)
Potential value: Could make a personal AI system easier to use while keeping approval decisions visible.

Request a technical walkthrough

Inactive research project

Prediction Arb Bot

Source code is private · Inactive project.

An inactive research bot for comparing related prediction markets across exchanges.

The need: Related prediction markets can be difficult to compare when exchanges describe and price events differently.
My contribution: Built the research bot and API for reviewing market comparisons.
Role: Sole developer (AI-assisted)
Potential value: Could support discussion of market-data comparison and research limitations. No live trading access or returns are presented.

Request a technical walkthrough