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Selected work · Current allocation

Fewer projects.
Stronger evidence.

This is not a catalog of every repository. It includes only work with a defined role, evidence boundary, and allocation policy. Status describes investment — not users, revenue, or research results that do not yet exist.

Read the research thesis

Focused bets

Only these three lines receive unconditional new investment.

Flagship · Open source

Tuff

A local-first command bar and desktop agent runtime with sandboxed plugins, typed capabilities and a TypeScript SDK.

Evidence boundary

Cross-platform releases, signed macOS delivery, plugin lifecycle and production-grade release gates.

Repository
Research program

Reliable Agent Systems

A longitudinal program on incident-to-skill learning, memory governance, negative transfer and verifier-gated completion.

Evidence boundary

Task trajectories, failure reports, governed skills and external completion evidence.

Open
Private · Production validation

ai-effects

Multimodal generation systems built around identity, cost, payment, provider behavior and delivery provenance.

Evidence boundary

Immutable workflow versions, human review gates, provider accounting and recoverable production releases.

No public link

Incubating experiments

Each project has one external validation gate; missing the gate returns it to hold.

Learning experiment · Open source

Lexi

Context-aware reading, translation and vocabulary learning inside real web pages.

Evidence boundary

Public repository interest; learning effect and four-week retention still need measurement.

Repository
macOS utility · Open source

MenuCue

A lightweight native menu-bar dashboard for time, calendar, system metrics and quick actions.

Evidence boundary

Developer ID signing, notarization, Homebrew distribution and Sparkle OTA are complete.

Repository
Education workflow · Open source

hum

A governed pipeline for SongSpec, candidate review, master approval and learning evidence.

Evidence boundary

Institutional demand, teacher review cost and real learning outcomes remain unverified.

Repository
Private · Learning experiment

Wordly

A mobile-first vocabulary system intended to test contextual learning and delayed recall.

Evidence boundary

Product and content assets exist; it stays private until provenance and experimental design are complete.

No public link

Maintained infrastructure

These projects serve a focused bet. They do not become independent product lines by default.

Agent operations · Open source

tds.skill

A reusable delivery discipline for evidence-first engineering, releases and system operations.

Evidence boundary

Procedural knowledge distilled from repeated real-world incidents.

Repository
Flagship ecosystem · Open source

Tuff official plugins

First-party plugins and templates that exercise the same SDK and capability boundaries external authors use.

Evidence boundary

Maintained only when they validate or unblock the Tuff ecosystem.

Repository
Cloud utility · Open source

Touch Mail Router

A Cloudflare email-to-HTTPS router with an administrative control surface.

Evidence boundary

Kept available as infrastructure; no independent growth investment without users.

Repository
Minecraft system · Open source

TalexSoulTech

A long-running Paper ecosystem project containing machines, progression and deterministic world systems.

Evidence boundary

Preserved as a vertical engineering and content asset, not the primary company direction.

Repository
Allocation ruleAny project not shown here is hold, reference, archive, or pending legal review.

Promotion requires sustained users, payment, irreplaceable research value, or a direct dependency of a focused bet.