Articles

AI engineering notes from real workflow work

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

TE
Testing • Apr 15, 2026

Common Failure Modes: browser automation testing

The mistakes teams should identify before launch. how Playwright and Cypress support reliable end-to-end coverage

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DA
Data Engineering • Apr 15, 2026

Security Review: dataset governance

The security and permission concerns that should be reviewed. how dataset quality, lineage, licensing, and privacy affect AI systems

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IN
Infrastructure • Apr 15, 2026

Team Workflow: infrastructure as code

How engineering, product, and operations teams should collaborate. how teams manage cloud state, secrets, environments, and reviews

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BA
Backend Engineering • Apr 15, 2026

Scaling Notes: Laravel admin architecture

How the workflow changes as traffic, users, or data volume grows. how to structure admin CRUD, dashboards, policies, and operational tools

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CH
ChatGPT Tips, Prompt Engineering • Apr 14, 2026

ChatGPT Tip: Create Reusable Prompt Templates

Turn repeated work into templates you can reuse.

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LL
LLM Infrastructure • Apr 14, 2026

Architecture Guide: LLM gateway design

A system-design view for planning production implementation. how to centralize provider access, budgets, routing, and observability

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AI
AI Infrastructure • Apr 14, 2026

DropTicks Field Notes: cost-aware AI architecture

Opinionated engineering notes for practical AI and software delivery. how routing, caching, batching, and evals control model spend

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TE
Testing • Apr 14, 2026

Implementation Checklist: browser automation testing

A practical checklist for building and reviewing the workflow. how Playwright and Cypress support reliable end-to-end coverage

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DA
Data Engineering • Apr 14, 2026

Evaluation Strategy: dataset governance

How to measure quality, reliability, and operational readiness. how dataset quality, lineage, licensing, and privacy affect AI systems

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IN
Infrastructure • Apr 13, 2026

Deployment Playbook: infrastructure as code

How to prepare the workflow for CI/CD and production operations. how teams manage cloud state, secrets, environments, and reviews

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BA
Backend Engineering • Apr 13, 2026

Tooling Map: Laravel admin architecture

A map of useful tools, libraries, and platform decisions. how to structure admin CRUD, dashboards, policies, and operational tools

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CH
ChatGPT Tips, Business Writing • Apr 13, 2026

ChatGPT Tip: Ask For A First Draft, Then A Critique

The best result often comes from generating then reviewing.

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