Shorts Generator
16-stage deterministic pipeline that turns long-form video into publishable short clips with SQLite checkpointing.
ENGINEERING · BUILDING · SHARING
Engineering Manager & Backend Engineer — I write about systems architecture, deterministic AI pipelines, and lessons from shipping at scale.
16-stage deterministic pipeline that turns long-form video into publishable short clips with SQLite checkpointing.
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Read articleAug 19, 2026


Start here
API design, idempotency, and production reliability patterns.

Scale and reliability
State machines, orchestration, and fault-tolerant workflows.

Production AI
Guardrails, coherence, and deterministic agent pipelines.

From the field
Payment gateways, SNAP banking APIs, and compliance at scale.
Architecture of a durable, resumable, evidence-verified control plane where a kernel owns state and side effects while a Plan Execution Coordinator proposes work under explicit policy envelopes.
Jul 21, 2026How Shorts Factory uses a 16-stage deterministic pipeline with SQLite checkpointing to process hour-long videos into publishable shorts.
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Mar 20, 2025Restartable long-video processing pipeline with SQLite checkpointing.
PythonDeterministic agentic coding orchestrator with quality gates.
TypeScriptSection-sequential document generation with coherence audits.
TypeScriptThis engineering knowledge hub — Docusaurus portfolio site.
TypeScript