Process Optimization
SOP.md · 11 documents
MCP Server Migration Guide
Use this guide when you need to:
The workflow:
Documents a multi-phase NASA NEO data pipeline with extraction, transformation, quality checks, and Airflow orchestration.
System Prompt Refactor - Complete Summary
Documents a 67% reduction of an AI system prompt, cutting AI calls from 5-7 to 2 per storyboard and saving 55% time.
Generic pipeline
Describes the Generic Pipeline for declarative deep learning experiments using YAML, covering installation, project structure, training, and customisation.
The EchoModules worklogs
Documents the design history, module breakdown, and next steps for a modular ultrasound development kit based on the Murgen project.
Standard Operating Procedure (SOP) for Project Completion
Defines a 12-step process for closing collaborative research projects, covering documentation, archiving, feedback, and follow-up.
Standard Operating Procedure: Video Transcription & Summarization Workflow
Defines an end-to-end workflow for ingesting video, generating transcripts, producing summaries, and delivering outputs to stakeholders.
Effect Patterns Rules
Defines 11 rules for handling errors, branching, retries, timeouts, and logging in Effect-TS, each with code examples.
How to create a standard operating procedure
Walks through building a Lua-based standard operating procedure with checklists, voices, and sound mappings for the X-Plane AudioChecklist plugin.
454_sop
Walks through a 454 pyrosequencing 16S rRNA gene sequence processing pipeline using mothur, from raw flow files to chimera-free, classified sequences.
Metamodel Database SOPs
Defines schedules, processes, and conventions for maintaining a metamodel database with Liquibase changelogs and MDF model files.