Articles
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.
How to Prevent Contradictions in AI-Generated Documents
Section-sequential generation with cross-section coherence audits and guarded micro-fixes from A2A Brainstorm.
Designing a Deterministic Agentic Coding Orchestrator
Task-based agent loops with bounded retries, checkpoint rollback, and quality gates in skeleton-parallel.
Welcome to the AI Systems Engineering Knowledge Hub
What this knowledge base covers — systems architecture, production patterns, and lessons from real engineering work.
MD-AME: Autonomous Media Engine
Architecture of an autonomous YouTube production system built on deterministic pipelines and database-backed state machines.
Polymarket Trading Agent
Autonomous prediction market agent with signal processing, risk gates, and real-time capital protection.
Deterministic AI Pipelines
Why most AI pipelines fail in production — and how idempotent workers plus database state make them reliable.
Database-Backed State Machines
Using the database as the single source of truth to drive reliable workflow execution in distributed systems.
AI Orchestration Patterns
Central orchestrator patterns for coordinating AI workers, models, and pipelines without agent chaos.
LLM Guardrails
Engineering patterns for constraining LLM behavior — boundaries, validation, and rollback in production AI.