Articles

AI engineering notes from real workflow work

Practical writing on agentic systems, orchestration, automation design, and the operating patterns behind reliable AI delivery.

AI
AI Systems • Jun 23, 2026

Implementation Checklist: multimodal AI products

A practical checklist for building and reviewing the workflow. how text, image, audio, and video inputs change product architecture

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CI
CI/CD • Jun 23, 2026

Evaluation Strategy: CI/CD for Laravel

How to measure quality, reliability, and operational readiness. how to build, test, migrate, cache, and deploy Laravel safely

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CH
ChatGPT Tips, Business Writing • Jun 23, 2026

ChatGPT Tip: Use ChatGPT For Naming

Naming is better when criteria and constraints are explicit.

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AI
AI Security • Jun 23, 2026

Deployment Playbook: MCP connector security

How to prepare the workflow for CI/CD and production operations. how to connect tools and data sources without overexposing permissions

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AI
AI Engineering • Jun 22, 2026

Tooling Map: AI engineering operating model

A map of useful tools, libraries, and platform decisions. how teams combine product thinking, model behavior, software architecture, testing, and operations into one AI delivery practice

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DA
Data Engineering • Jun 22, 2026

Team Workflow: data pipeline orchestration

How engineering, product, and operations teams should collaborate. how batch jobs, DAGs, and transforms power reliable analytics

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AI
AI Workflows • Jun 22, 2026

Scaling Notes: content workflow automation

How the workflow changes as traffic, users, or data volume grows. how creators turn raw source material into reusable publishing assets

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AI
AI Systems • Jun 22, 2026

Architecture Guide: multimodal AI products

A system-design view for planning production implementation. how text, image, audio, and video inputs change product architecture

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CI
CI/CD • Jun 21, 2026

Common Failure Modes: CI/CD for Laravel

The mistakes teams should identify before launch. how to build, test, migrate, cache, and deploy Laravel safely

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CH
ChatGPT Tips, Software Engineering • Jun 21, 2026

ChatGPT Tip: Prompt For Accessibility

Accessibility should be requested early, not patched later.

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AI
AI Security • Jun 21, 2026

Security Review: MCP connector security

The security and permission concerns that should be reviewed. how to connect tools and data sources without overexposing permissions

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AI
AI Engineering • Jun 21, 2026

Team Workflow: AI engineering operating model

How engineering, product, and operations teams should collaborate. how teams combine product thinking, model behavior, software architecture, testing, and operations into one AI delivery practice

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