Knowledge Base / Technical Playbooks

AI & Automation Playbooks

Step-by-step engineering guides, copy-ready TypeScript recipes, and architectural blueprints for production automation pipelines.

Showing 6 of 6 automation playbooks

Social Automation

8 min read

Autonomous Meta Carousel & Flyer Publishing Engine (Graph API v21.0)

Complete blueprint for zero-touch multi-platform social media publishing across Instagram and Facebook using serverless cron triggers and dynamic flyers.

•3-Step Instagram Carousel Container Lifecycle (Item -> Container -> Publish)

•Multi-photo attach workflow for Facebook Page Graph endpoints

Meta Graph APINext.js Route HandlersVercel OG

AI & LLMs

6 min read

Autonomous Expense Classification & Multimodal Receipt Parsing

How to extract structured financial line-items from raw messy receipts and invoices using Multimodal LLMs and JSON Schema enforcement.

•Image pre-processing & downsampling for low-latency visual OCR

•Strict schema enforcement via Zod structured output typing

Gemini 2.5 FlashStructured OutputsZod

Cloud & Cron

7 min read

Resilient Serverless Cron Architecture with Exponential Backoff & DLQ

Architecting zero-maintenance background task schedulers on serverless runtimes with automated retries, rate-limit shielding, and alert dispatchers.

•Bearer authorization & secret signing on cron HTTP endpoints

•Distributed mutex locking to eliminate race conditions across edge instances

Next.js App RouterGitHub ActionsVercel Cron

Data Engineering

5 min read

Google Sheets CSV Ingestion & Byte Order Mark (BOM) Normalization

Handling dirty CSV exports, dynamic header offset discovery, and unescaped quote normalization in automated data ingestion pipelines.

•Automatic UTF-8 / UTF-16 BOM byte stripping prior to buffer parsing

•Heuristic header detection across unknown leading title rows

TypeScriptNode.js StreamsPapaparse

Vision & Media

6 min read

High-Throughput Dynamic Image & Marketing Flyer Generation via Satori

Render pixel-perfect marketing flyers, promotional graphics, and social cards on edge runtime in under 120 milliseconds.

•Vector JSX-to-SVG conversion on edge runtimes

•Custom brand typography loading with embedded TTF font buffers

@vercel/ogSatoriResvg

AI & LLMs

7 min read

Autonomous 4-Pillar AI Candidate Screening & Google Meet Auto-Scheduler

Architecting a deterministic, high-precision candidate evaluation pipeline that parses resumes, scores against 4 weighted pillars, and dispatches calendar payloads.

•4-Pillar Rubric Matrix (35% Hard Skills, 35% Experience, 15% Education, 15% Culture)

•Strict mandatory qualification circuit-breakers preventing underqualified passes

Next.js App RouterFastAPIpypdf