01
Workflow Automation & Internal Tools
Practical Python tools and internal utilities that remove repetitive work, improve visibility, and help teams complete daily tasks more consistently.
SarmadDomit.
Technical Operations & Workflow Automation Specialist
Python · Internal Tools · Data Movement · Validation · Media Systems · Production Technology
I build practical tools and workflow systems that help teams reduce manual work, move data reliably, and keep production running smoothly.
My work combines Python automation, data movement, validation, reporting, Linux-based operations, and media production workflows.
Production proof
Built in real production environments.
Experience across Planet X, MPC Film, Mirage3D, and more than 200 freelance IT support clients.
~12h → ~2h
Multi-terabyte Planet X transfer workflow
~10 min → one action
MPC delivery-email prep, per shot
Up to 70%
less manual work in selected workflows
40+
users supported · up to 40 TB handled
How I solve problems
Find it, fix it, automate it.
How I turn an operational problem into a reliable solution — traced through one real build: the transfer controller that took a recurring 12-hour job down to 2 hours.
01
Diagnose
12h transfer bottleneck
02
Research
rsync / Aspera / custom
03
Communicate
pipeline / IT / production
04
Design
queue / checksums / logs
05
Build
Python / rsync / SSH
06
Deliver
12h → 2h, in production
Tap a step to see how it went
PythonrsyncSSH / SFTPFFmpegOpenImageIOOpenEXRACESOCIOAYONUSD
BlenderUnreal EngineNukeDaVinci ResolveNAS / RAIDSynologyLTO-9TCP/IPVPNFibre optics
What I build
Capabilities built around real workflows.
I combine technical operations, workflow automation, and production awareness to make complex work easier to run, verify, and maintain.
02
Data Movement & Validation
Reliable workflows for large transfers, folder checks, delivery preparation, progress monitoring, reporting, logging, and recovery.
03
Production Technology & Media Systems
Technical support for Linux, storage, artist workflows, media tools, color-managed environments, deliveries, and production operations.
04
AI-Assisted Engineering
Structured multi-model workflows for architecture, task design, implementation support, review, testing, documentation, and privacy-aware local work.
05
Visual Production Foundation
VFX, 3D, photography, color, and media experience that helps me build systems around how production teams actually work.
Featured · Technical projects
Tools built for reliable operations.
Each project starts with a real workflow problem: slow transfers, unclear status, repeated checks, delivery risk, privacy concerns, or manual reporting.
Server-to-Server Copy Controller
Active
S2SC
Safe, resumable server-to-server copy orchestration using rsync over SSH — dry-run review, allowlisted paths, no overwrite by default, optional checksum verification, and per-job logs.
Production Media Library Browser & Indexer
Active
RootFX
Read-only media library browser and indexing system for VFX pipelines — controlled API access, search, preview endpoints, and tool-managed cache/index.
Privacy Tool for AI-Assisted Workflows
Active
Text2AiCleaner
Tool for sanitizing sensitive text, paths, names, project data, logs, and technical content before sharing with AI tools — privacy-first, reusable data-cleaning logic.
Delivery Packaging & Workflow Automation
Active
Pipeline Copy & Delivery Manager
Tooling for production delivery prep — folder validation, copy planning, checksum checks, structured logs, and delivery email/report generation for VFX workflows.
Color Pipeline Analysis Tool
Active
ChromaScope
Technical color-analysis tool for inspecting gamut geometry, transfer curves, white-point adaptation, and image-pipeline diagnostics — exact math separated from preview.
Pipeline Intelligence · Active R&D
1280×720
SD · idle · schematic
AI R&D: Pipeline Risk Analysis
Active
Pipeline Intelligence Lab
Active R&D — research prototype for detecting render risks, bottlenecks, worker anomalies, and pipeline failure patterns from render and delivery logs. Real logs stay private; synthetic data is used only for public demos.
Featured · VFX / media work
Visual production experience that informs the systems.
My VFX and visual-production background helps me understand artist workflows, color, image quality, delivery requirements, and the pressure behind a final shot.
Open source · GitHub
Built to be used, reviewed, and maintained.
I treat internal tools as products: clear scope, controlled operations, visible status, validation, logging, testing, documentation, and version-controlled iteration.
code
v.1
SD/lib
open ↗
github.com/Sdomit
code
v.1
SD/lib
open ↗
Pipeline-Manager-Showcase
Active
Desktop VFX media delivery tool for scanning assets, planning verified robocopy transfers, and exporting AAF/FCPXML/Resolve metadata.
github.com/Sdomit
code
v.1
SD/lib
open ↗
Chroma_Scope_showcase
Active
Technical color-analysis tool for RGB spaces, transfer curves, gamut geometry, and diagnostic pipeline views.
github.com/Sdomit
code
v.1
SD/lib
open ↗
rtk
Active
CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies.
github.com/Sdomit
Photography · Cinematography
A separate visual practice.
Photography and cinematography remain an important creative practice, strengthening my eye for composition, color, visual storytelling, and image quality.
Proof · Case studies
Evidence behind the work.
Selected case studies show the problem, technical decisions, role, implementation approach, and operational outcome behind the tools.
CS.01
RootFX: Read-Only Media Library Browser
Controlled indexer and preview API for production media libraries.
S2SC: Safe Server-to-Server Copy Controller
Direct rsync-over-SSH transfers with dry-run, allowlist and logs.
ChromaScope: Color Pipeline Diagnostic Tool
Gamut, transfer curves, and white-point adaptation as clear diagnostics.
Pipeline Intelligence Lab: AI R&D
Active R&D prototype for render risk and pipeline failure patterns.
Portrait
Sarmad Domit
About
Technical operations with production awareness.
Belgian citizen with full EU work rights, based in Amsterdam and open to opportunities in Belgium, the Netherlands, and Paris/France. I work where technical systems meet real team workflows: improving reliability, reducing friction, and helping people spend less time fighting tools.
Based
Amsterdam, Netherlands
Open to
Belgium · Netherlands · Paris / France
Languages
AR native · EN fluent · FR pro · NL beginner
Mobility
Driving license
Let's build something reliable
Technical systems that
Technical systems that
make work easier.
Open to roles in workflow automation, technical operations, production technology, data and pipeline operations, media systems, and IT support with an automation focus.