Shorts Generator
16-stage deterministic pipeline that turns long-form video into publishable short clips with SQLite checkpointing.
PythonSQLiteFFmpeg
GitHub ↗ENGINEERING · BUILDING · SHARING
I build production software, open source projects, and explain how they work.
Engineering Manager & Backend Engineer — I write about systems architecture, deterministic AI pipelines, and lessons from shipping at scale.
Currently Building
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Building a Restartable Long-Video Processing Pipeline
How Shorts Factory uses a 16-stage deterministic pipeline with SQLite checkpointing to process hour-long videos into publishable shorts.
Read articleJul 16, 2026
Recent Articles
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Learning Paths
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Start here
Backend Engineering
API design, idempotency, and production reliability patterns.
Scale and reliability
Distributed Systems
State machines, orchestration, and fault-tolerant workflows.
Production AI
AI Systems
Guardrails, coherence, and deterministic agent pipelines.
From the field
Payments & Fintech
Payment gateways, SNAP banking APIs, and compliance at scale.
Case Studies
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Building a Restartable Long-Video Processing Pipeline
How Shorts Factory uses a 16-stage deterministic pipeline with SQLite checkpointing to process hour-long videos into publishable shorts.
Jul 16, 2026MD-AME: Autonomous Media Engine
Architecture of an autonomous YouTube production system built on deterministic pipelines and database-backed state machines.
Mar 20, 2025Polymarket Trading Agent
Autonomous prediction market agent with signal processing, risk gates, and real-time capital protection.
Mar 18, 2025Open Source
View all →shorts-generator
★ 12Restartable long-video processing pipeline with SQLite checkpointing.
Pythonskeleton-parallel
★ 8Deterministic agentic coding orchestrator with quality gates.
TypeScripta2a-brainstormer
★ 6Section-sequential document generation with coherence audits.
TypeScriptokfriansyah-moh.github.io
★ 4This engineering knowledge hub — Docusaurus portfolio site.
TypeScript