Articles

AI engineering notes from real workflow work

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

IN
Infrastructure • Apr 09, 2026

Common Failure Modes: infrastructure as code

The mistakes teams should identify before launch. how teams manage cloud state, secrets, environments, and reviews

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BA
Backend Engineering • Apr 08, 2026

Security Review: Laravel admin architecture

The security and permission concerns that should be reviewed. how to structure admin CRUD, dashboards, policies, and operational tools

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CH
ChatGPT Tips, Productivity • Apr 08, 2026

ChatGPT Tip: Turn Long Text Into Action Items

Convert messy meeting notes, emails, transcripts, or documents into decisions and next steps.

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EM
Embeddings • Apr 08, 2026

Team Workflow: embedding model evaluation

How engineering, product, and operations teams should collaborate. how to test embeddings for search, clustering, deduplication, and recommendations

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AI
AI Infrastructure • Apr 08, 2026

Deployment Playbook: cost-aware AI architecture

How to prepare the workflow for CI/CD and production operations. how routing, caching, batching, and evals control model spend

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BA
Backend Engineering • Apr 08, 2026

Tooling Map: API rate limits

A map of useful tools, libraries, and platform decisions. how throttling, retries, queues, and budgets prevent overload

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ML
ML Engineering • Apr 07, 2026

DropTicks Field Notes: fine-tuning workflows

Opinionated engineering notes for practical AI and software delivery. how to prepare data, choose adapters, test outputs, and track model versions

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IN
Infrastructure • Apr 07, 2026

Implementation Checklist: infrastructure as code

A practical checklist for building and reviewing the workflow. how teams manage cloud state, secrets, environments, and reviews

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BA
Backend Engineering • Apr 07, 2026

Evaluation Strategy: Laravel admin architecture

How to measure quality, reliability, and operational readiness. how to structure admin CRUD, dashboards, policies, and operational tools

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CH
ChatGPT Tips, Business Writing • Apr 07, 2026

ChatGPT Tip: Use Examples To Lock The Style

Examples beat abstract style words when you want a specific tone.

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EM
Embeddings • Apr 07, 2026

Deployment Playbook: embedding model evaluation

How to prepare the workflow for CI/CD and production operations. how to test embeddings for search, clustering, deduplication, and recommendations

Read article → Save
AI
AI Infrastructure • Apr 06, 2026

Security Review: cost-aware AI architecture

The security and permission concerns that should be reviewed. how routing, caching, batching, and evals control model spend

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