muhammadmoiz.com : boot
$init muhammadmoiz.com
↳ loading neural stack...
↳ mounting AI/ML modules 100%
↳ locating Paris, France...
↳ warming instruments...
✓ready. welcome.
$ whoamiMuhammad
Muhammad
Moiz
~
Former robotics engineer, now doing AI/ML. I build things that think and tinker with things that move, then write about both. Based in Paris.
Open to AI/ML & software roles
loc: Paris, France
building: cool stuff
uptime: ···
//profile
Engineer by training.
Builder by instinct.
I came up through robotics. Getting machines to perceive and act pulled me into ML, and I build at that seam: LLM agents, real-time voice, edge vision, and the hardware and infra that ship them.
// what I build
7+Years building
5×Hackathon wins
//evidence ledger
//current signal Now
moiz@paris:~/now
$ps aux | grep "currently-running"
▸ verify-kit: a scaffold where one command, just verify, is ground truth for humans, CI, and coding agents
▸ writing: build logs and teardowns from recent projects
▸ this site: hand-built, always half-rebuilt. The project that is never quite done
$cat status.txt
# May 2026. Paris in spring. The coffee is still excellent and the GPUs are still rented.
//proof path Projects
Paper-Time
An AI tutor that interrupts itself: arXiv papers become narrated, animated explainers.
read case studyDexter
An AI co-scientist: a one-sentence hypothesis → a costed, runnable experiment plan in 90 seconds.
read case studydrag · scroll · arrows
[00] agentic ai
Paper-Time
An AI tutor that interrupts itself. Paste an arXiv paper and three voice personas teach it through 3Blue1Brown-style Manim animations the pipeline writes, validates, and renders on the fly. Built at the GOSIM Agentic Hackathon, Paris.
LLM AgentsManimFastAPINext.js
view case study [01] ai for science
Dexter
An AI co-scientist that turns a one-sentence hypothesis into a fact-checkable, fully-costed experiment plan (real reagents with catalog numbers, budget, timeline, and success criteria) in 90 seconds. Built for Hack-Nation 5, Fulcrum Science track.
LLMStructured OutputTypeScriptZod
view case study [02] agentic ai
Le Vrai Prix
A sovereign rental-listing auditor: an ADK agent on Vertex AI cross-checks any French listing against five official data.gouv.fr sources to surface overpricing and fraud. Built solo at Sovereign Agents 2026, Paris.
Google ADKVertex AICloud RunPython
view case study [03] voice ai
Sora the Explorer
A voice-first language-learning roguelike: speak Spanish to fight through a dungeon while six AI services (pronunciation scoring, intent extraction, generated art, and more) light up live. Built for the {Tech: Europe} Paris AI Hackathon.
VoiceKaplayFastAPINext.js
view case study [04] generative
Scriptorium
A renderer that makes the discrete Fourier transform visible: 4,096 epicycle arrows spin tip-to-tail to trace any image, one frame at a time. Written in Rust with a Python pipeline.
RustPythonDSPAnimation
view case study [05] dev tooling
verify-kit
A project scaffold where one command, just verify, is the single source of truth for humans, CI, and autonomous coding agents alike. Every feature ships with a way to prove it works end-to-end, not just a claim that it does.
PythonCopierJustOTel
view case study [2026]
Postvigil
A local-first email triage daemon for macOS that sorts every new message into Urgent, Important, FYI, or Noise, all on your own machine.
Python 3.12uvlaunchdProton Bridge IMAP
private
[2026]
Cerebruh
A cross-project second brain for agent-assisted development.
Pythonuv / uvxClaude Code hooksMCP
private
[2026]
Cloud Watcher
A personal multi-cloud cost monitor that polls GCP, RunPod, OpenAI, Vercel, and Lovable on a schedule and shows consolidated spend in one place.
Python 3.13FastAPIGoogle Cloud RunFirestore
private
[2026]
LinkedIn Engagement Engine
A personal, single-user tool for posting on LinkedIn consistently without it reading as AI-generated or risking the account.
TypeScriptReact 19WXT (Chrome extension)Python 3.12
private
[2026]
ROS Drone YOLO
A reproducible recipe for running a PX4 quadcopter simulation with live object detection on a cloud GPU.
PX4 Autopilot (SITL)ROS 2 HumbleGazebo HarmonicUltralytics YOLO11
private
[2026]
Incident Copilot
A voice-first AI copilot UI for production incident war rooms (branded War Room Copilot).
TypeScriptReact 18Viteshadcn/ui
private
[2026]
Vox
Vox is an Android app that runs a full real-time voice conversation with an AI entirely on the phone, no cloud calls.
KotlinJetpack ComposeHilt (dependency injection)Kotlin Coroutines + Flow
private
[2026]
PrivacyBlur
PrivacyBlur is a full-stack web app for anonymizing photos.
PythonFastAPIUvicornSQLAlchemy (async)
private
[2026]
War Room Copilot
War Room Copilot is a voice-first AI agent that sits in a production incident call, listens to the conversation, and speaks up with relevant context and catches mistakes.
Python 3.12LiveKit AgentsFastAPIUvicorn
private
[2026]
TrustMeBro
TrustMeBro is a hackathon project that gives AI agents (and wallets) a credit grade they can prove without exposing their financial data.
Rustrisc0-zkvm 3.0.4 (Groth16 receipts)TypeScriptNode.js
private
[2026]
Rant For Me
Rant For Me is a voice-first app: you talk freely, an AI listens and nudges you to keep going, then pulls structured insights from the transcript.
Python 3.12FastAPIUvicornWebSockets
private
[2026]
Paper-to-Code (Vision)
Marimo notebooks that re-implement landmark computer-vision architectures from scratch in PyTorch, then check each one against the torchvision reference.
Python 3.12PyTorchtorchvisionMarimo
private
[2026]
FlagOS KernelGen
Hand-written Triton GPU kernels for a kernel-generation competition: beat PyTorch on speed for three transformer inference ops while staying numerically equivalent.
PythonOpenAI TritonPyTorchCUDA
private
[2026]
Unify the AI
A dotfiles-style tool that gives Claude Code, Codex, and Gemini one shared config (the same rules, skills, MCP servers, and memory) after a single bootstrap.
chezmoiBashGo templates (chezmoi templating)Git hooks
private
[2026]
Ephemeral ComfyUI Runner
A Bash toolchain that spins up a cheap 48 GB GPU on Sesterce Cloud and tears it down when you're done. Weights persist on a volume, so you only pay for compute while it runs.
BashPythonuv (PEP 723 inline scripts)Sesterce Cloud REST API
private
[2025]
In-Browser Voice AI
A hands-free voice assistant that runs the whole speech pipeline in the browser on WebGPU: on-device, no server, no API keys.
Next.js 16React 19TypeScript@huggingface/transformers (transformers.js)
private
[2025]
ML Image Classification API
A FastAPI service that classifies uploaded images with a pretrained torchvision CNN (ResNet50 by default, with ResNet18 and MobileNetV3-Small selectable).
PythonFastAPIUvicornPyTorch
private
[2025]
Font Classification Pipeline
An end-to-end pipeline that classifies the font used in an image of text across roughly two dozen typeface classes (Aller, Antonio, Baskerville, Garamond, Oswald, Roboto, Times, and others).
PythonfastaiPyTorchtorchvision
private
[2025]
AI Ad-HTML Transformer
A Flask toolkit that edits marketing-banner HTML through OpenAI's Responses API.
PythonFlaskOpenAI Python SDK (Responses API)lxml
private
[2025]
Pokémon Chess
A desktop chess game built with Pygame where the standard pieces are reskinned as Pokémon (pawns are Rattata, rooks are Snorlax, knights are Ponyta, and so on).
PythonPygame
private
[2024]
Pimsleur Transcription
A Jupyter notebook that transcribes Pimsleur language-lesson MP3s using OpenAI Whisper.
PythonJupyter NotebookOpenAI Python SDK (Whisper)
[2024]
Fatigue Detection
A computer-vision system that watches a face through the webcam and flags signs of fatigue like yawning and blinking.
PythonOpenCVdlibNumPy
private
[2024]
Suspect Detector
A real-time webcam art/vision piece that overlays effects on a live face feed using OpenCV and MediaPipe FaceMesh.
PythonOpenCVMediaPipe (FaceMesh)NumPy
private
[2023]
Zaheen System
innovPlus 2023 challenge build (Skillseed × Zaheen). Details under NDA.
private
[2023]
CV Speed Estimation
A computer-vision pipeline that detects speeding vehicles from video and estimates their speed.
PythonJupyter NotebookYOLO (Ultralytics)OpenCV
private
[2023]
CV Utils
A small Python toolbox of helper functions for computer vision work.
Pythonyt-dlp
[2022]
Real-time Segmentation & Detection
A Python script that runs instance segmentation on a live webcam feed.
PythonPyTorchTorchvisionDetectron2
[2022]
PTSD Speech Pipeline
A speech-based depression/PTSD classification pipeline built on the DAIC-WOZ clinical interview dataset.
PythonJupyter Notebooklibrosapydub
private
[2021]
Visual Servoing
A course final project that drives a TurtleBot3 around a workspace using only a ceiling-mounted camera as the sensor.
PythonROS NoeticOpenCV 4.5.4 (ArUco module)TurtleBot3
[2021]
Image Caption Generator
A deep learning model that writes a text caption for an image.
PythonTensorFlow 2.xNumPypandas
[2021]
HMP Pipeline
A ROS perception pipeline skeleton for safe human-robot interaction.
PythonROS (rospy)CMakecatkin
private
[2021]
Mobile Service Robot
A simulation of a mobile service robot that tracks a person and follows them while keeping a safe distance.
LuaCoppeliaSim robotics simulator
[2021]
ML Project
A set of Jupyter notebooks comparing classic supervised learning models on the same dataset.
PythonJupyter NotebookGoogle Colabscikit-learn
[2020]
Realtime Sentiment Analysis
A real-time pipeline that streams tweets from the Twitter API and classifies each one as positive or negative as it arrives.
Pythonscikit-learnTweepyTextBlob
[2020]
Simpsons Character Classifier
An image classifier that predicts which Simpsons character is in a photo, across 43 character classes.
PythonJupyter NotebookTensorFlowKeras
[2020]
Autonomous Line Follower
A complete from-scratch line-following robot, hardware and firmware both.
C++ArduinoEncoder libraryProteus (PCB schematic, layout, simulation)
[2019]
UGV
A physical unmanned ground vehicle built end to end: mechanical design, electronics, and control firmware.
C++ArduinoSolidWorksFEA / static stress simulation
01 / 43
//field notes Recent writing
All writing →Jun 2026Tutorial
I Panicked in a Container With No Curl Until I Remembered Bash Has a Secret HTTP Client
No curl, no wget, no nc in a 12 MB container: bash's /dev/tcp redirection let me hand-write an HTTP request and hit the health endpoint.
→
Jun 2026Notes
My AI Refused to Use Markdown. Turns Out It Was Secretly Following Orders I Never Gave It.
My Markdown renderer was not broken. Hermes Agent was quietly telling the model to answer in plain text because I connected over HTTP.
→
//tool map Stack
The full stack I build on, from silicon and circuit boards up through robotics, the model layer, and the agents on top. Each category is its own interlocking block; tap or hover to light one up.
// 76 tools · 7 categories
tap or hover a block to light it · tap/click to focus
//seventeen signals Contact
Bring the
hard
problem.
Hiring for AI/ML, robotics, or product-minded software? Acquire a signal, then send the problem, timeline, and where proof matters.
live route
Acquire a Dragon BallFocus or hover a moving ball to identify its route.