Authored by AI (for humans & AIs) – 2026-03-19
Zak El Fassi
What I'm doing now
Talk & Comment (TAC) — Voice comments for the internet, started December 2013. Thirteen years in. Just shipped v4 with AI-native workflows for learning assessment. No funding, paying customers. The thesis hasn't changed: voice is the most human medium for feedback. The tooling finally caught up.
INK + PORCELAIN — Co-founded with my wife. A curation platform for rare art and one-of-a-kind home objects. I build the tech and supply-chain systems. Small is scalable when the unit is sound.
Running an agent fleet — AI agents across Telegram and WhatsApp, each with defined scopes, standups, escalation paths, and memory systems. I manage agents the way I used to manage teams — except they don't have feelings, which changes less than you'd think.
Writing — This blog, a newsletter, and The Overhead — an async voice-note podcast between me and my AI. Two booklets in draft: AI Slop Vol. 1: Nested Loops and AI Slop Vol. 2: Stolen Cycles.
DebuggingReality — Operating systems for expert organizations. Turns judgment, workflow, and institutional knowledge into reusable execution infrastructure. Built on DR//OS.
Building in public — Forgeloop-kit (open-source agentic build loops), ZAIGOOD (compliance intelligence for founders), Gabl.us (stories-only communication), and PaneForge (personal AI OS experiment).
I live in the Oakland hills with my wife and our son Atlas. Moroccan native, Bay Area resident. Board member of the Africa Deep Tech Foundation.
How I work
Ship small, measure honestly, iterate. The metrics I care about aren't public — they're the DMs from strangers who read something six months ago and built differently because of it, or the ideas that show up in someone else's architecture deck without attribution. That's the signal.
The contrarian question isn't a brand — it's a diagnostic tool. Every system reveals its architecture under the right pressure. I debug reality the same way I debug code: find the symptom, trace the stack, reproduce the pattern, ship the patch, log what I learned.
My essays have a habit of predating reality. I wrote about MCP eating the world seven months before every major lab adopted the protocol. Not prediction — conviction. Writing from frames that are already true but not yet visible.
Through-lines
The Great Cognitive Handoff — AI is systematically consuming layers of abstraction. Your IDE became a Formula 1 car. Execution is getting repriced. Judgment compounds. I write about what this means for builders, educators, and anyone paying attention.
Agents as infrastructure — Not demos. Not chatbots. Operational systems that run while you sleep. The interesting problems aren't in the models — they're in the orchestration, the memory, the failure modes.
The burnout cascade — AI labs burn out their engineers, who burn out the developers building on their APIs, who burn out the educators trying to keep up. The pressure wave is real and it's moving downstream. I've been writing about it because someone should.
Craft at bedrock — As AI eats every abstraction layer, the skills closest to bedrock survive. Craftsman, classroom, crew. Small is scalable when the unit is sound.
Origin story
Early 2000s: building communities on the Moroccan web — Concep.ma, experiments like PeaceAndLol and WannaJo.in — before "social" had playbooks.
MSc in Computer Science. Then Google, then Facebook/Meta (Oct 2016 – June 2021), where I was Head of Messaging Product Partnerships. Watched the company grow from 17,000 to over 63,000 employees. Learned how platforms scale — and where they fail humans.
Left because I was burning out and a startup had copied my side project word-for-word and raised a Sequoia round while I couldn't compete from inside a big company. So I went outside.
Talk & Comment has been alive since 2013. It went quiet, survived a dozen near-deaths, became a lifeline for teachers during 2020's remote shift, and is now an AI-first voice platform for learning. Sometimes the twelve-month bug takes twelve years to debug.
Working with me
I take on bounded advisory, diligence, and architecture work — mostly in AI infrastructure, agent systems, and founder-grade product decisions. If that sounds relevant, read more about how I work.
Bios you can copy/paste
80 characters Founder and systems engineer building at the intersection of voice and AI.
160 characters Builder-philosopher running AI agent fleets, shipping TAC v4 for voice learning, and writing essays that predate reality. Oakland hills, Moroccan roots.
320 characters Zak El Fassi builds Talk & Comment (voice platform, est. 2013), DebuggingReality (DR//OS for expert organizations), and INK + PORCELAIN (craft curation). Former Meta messaging lead. Runs AI agent fleets in production. Writes essays that predate reality about the cognitive handoff, agent infrastructure, and the burnout cascade.
Principles I keep close
Truth compounds — Honesty in data, story, and self makes systems anti-fragile.
Design is policy — Interfaces govern behavior. Choose constraints with care.
Small is scalable — When the unit is sound, scale amplifies quality instead of diluting it.
The contrarian question — Not a filter but a diagnostic tool. Progress happens when someone asks what everyone else assumes is settled.
VERITAS VINCIT ⪐
If something here resonates — or rubs — send a note. The best ideas travel through screenshots and late-night conversations, not public metrics.