
TalkAndComment
LiveVoice comments for the internet, running since 2013. AI-first voice platform for learning assessment. No funding, paying customers, thirteen years alive.
Voice-first web / Chrome extension / Ed-tech
2013 – present
THE LABS / 32 BUILDS / 2006–PRESENT
Products that pay their way. Open tools that make the next product cheaper. Methods distilled from the work. Compost from twenty years of trying.
CURRENT OPERATING SPINE
STRATUM 01 / 07 ENTRIES
Work that has to survive contact with customers, money, and time.

Voice comments for the internet, running since 2013. AI-first voice platform for learning assessment. No funding, paying customers, thirteen years alive.
Voice-first web / Chrome extension / Ed-tech
2013 – present

Design commerce studio spotlighting female artists. Co-founded with my wife. I build the tech and supply-chain systems.
Design commerce / E-commerce / Co-founding
2020 – present

Operating system for expert organizations. DebuggingReality builds DR//OS to turn judgment, workflow, and institutional knowledge into reusable execution systems for consultants, agencies, media companies, and founder-led teams.
Expert organizations / Operating systems / Institutional memory
2025 – present

Compliance intelligence for founders and AI agents. Entity health checks, compliance calendar, contract review. Resurrected from a dead Delaware C-Corp in 48 hours with Forgeloop.
Legal tech / AI agents / Compliance
2026 – present

Finished AI films, not loose clips. A pipeline that turns prompts into complete shorts.
AI video / Generative / Filmmaking
2026 – present

Stories-only, project-scoped, private-by-default communication platform. No infinite feed, no algo ranking, invite-only.
Communication / Privacy-first / Stories
2025 – present

AI-powered coaching platform. Diagnostic forms, personalized training programs, vault templates. Auth and homepage live, monetization layer in progress.
AI coaching / Personal development / SaaS
2026
STRATUM 02 / 08 ENTRIES
Machinery made reusable so the next build starts further ahead.

Open-source portable agentic build loop. Git sync, task routing, multi-model execution, push results. The engine that powers everything else.
Open source / Agentic AI / Build loops
Elixir / 2025 – present

Git-like filesystem observability for AI agents. Snapshots and diffs of exactly what an agent touched.
AI agents / Devtools / Observability
Rust / 2026 – present

CLI for the Hugging Face Papers API. Search, read, and explore AI research from your terminal.
CLI / AI research / Devtools
Go / 2026 – present

Turn agent answers — or any stdout — into self-contained, shareable HTML artifacts.
AI / Devtools / Web
JavaScript / 2026 – present

Read-only desktop companion for Repo Prompt. A high-signal control plane for live agent sessions — watch the work without steering it off a cliff.
Devtools / AI agents / Control planes
TypeScript / 2026 – present

Prompt-to-scene-prep control plane for OBS streamers. Describe what you're about to record; Greenroom preps everything else.
Streaming / Devtools / AI
JavaScript / 2026 – present

Neon-style gradients and glow, rendered in your terminal. A small repository with a story.
CLI / Terminal / Fun
JavaScript / 2026 – present

Five screen scenes for photo-ready laptops — fire one up before a shoot.
Design / Web / Fun
TypeScript / 2026
STRATUM 03 / 07 ENTRIES
Ideas forced into protocols, experiments, and things another person can run.

Methodology where agent capabilities accumulate in the repository over time. Each task leaves reusable knowledge. The repo gets smarter, not just bigger.
Methodology / Open source / Agent skills
TypeScript / 2025 – present

An open two-file protocol — GROWTH.md + VALUE.md — for growth discipline in the agentic era. Evidence in, verifiable claims out.
Methodology / Open source / Growth
2026 – present

Personal AI operating system experiment. References the meta-os/DR//OS self-alignment framework. Early stages — exploring what it means to give an individual a full agent-native OS.
Personal AI / Operating system / Experiment
2025 – present

Eighteen interactive demos of bleeding-edge CSS — every experiment leans on a 2026-era feature.
CSS / Web / Experiments
CSS / 2026

Tinnitus relief and focus through engineered noise — white, pink, brown, with binaural beats and notch filters. Built for my own ears first.
Audio / Health / Web
TypeScript / 2026

An ongoing human-judged benchmark: each day, the latest AI models draw a unicorn in pure SVG.
AI benchmark / SVG generation / Human evaluation
2026 – present

Light bending through polygonal boundaries — Snell's law, total internal reflection, and emergent caustics in 2D ray-tracing or 3D WebGL.
TypeScript / Three.js / Vite
2026
STRATUM 04 / 01 ENTRIES
Ecosystems tended with other people; infrastructure measured in trust.

Building the operating system for Africa's deep tech founders — talent pipelines, capital, and systems adoption playbooks.
Ecosystem building / Deep tech / Africa
2024 – present
STRATUM 05 / 09 ENTRIES
Closed chapters from 2006–2024. Nothing wasted; the nutrients travel upward.

The original venture studio. Experiments across AI, augmented/extended reality, and web3. Dissolved the C-Corp in 2024 after years of compliance drag. The name got resurrected — see ZAIGOOD above.
AI / Augmented & virtual reality / Web3
2012 – 2024

Moroccan job search and talent platform indexing 1M+ roles for 100K seekers. Built aggregation, matching, and recruiter tooling.
Jobs marketplace / Morocco / Search
2012 – 2016

Multi-channel messaging automation stack (email, SMS, social) for North African brands. Tens of thousands of campaigns shipped.
MarTech / Messaging
2013 – 2016

Browser extension and mobile app converting longform thoughts into image-based tweets before the character limit expanded. 500K+ users.
Social media / Growth
2013 – 2019

Seven-minute workout coach blending voice guidance with light AI gamification. Experimented with adherence loops for busy teams.
Health & fitness / Mobile app
2016 – 2019

Advocacy toolkit created when Morocco throttled VoIP. Coordinated data, petitions, and developer resources to restore open access.
Open internet / Advocacy
CSS / 2016

Mobile social network for spontaneous friend meetups — push notifications, lightweight RSVPs, and location routing.
Social networking / Mobile
2013 – 2015

Humor-driven community and media experiments from the early 2010s testing moderation, meme economies, and lightweight CMS tooling.
Community / Media
2010 – 2013

Product design and technology studio serving Moroccan SMEs — end-to-end ecommerce, marketing automation, and custom software.
Consulting / Product design / Agency
2006 – 2012