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 Governance • Jul 06, 2026

Security Review: AI governance workflow

The security and permission concerns that should be reviewed. how teams define ownership, review paths, and measurable risk controls

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LL
LLM Engineering • Jul 06, 2026

Team Workflow: tool-calling reliability

How engineering, product, and operations teams should collaborate. how to validate tool arguments, retries, failures, and side effects

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SE
Search Engineering • Jul 06, 2026

Deployment Playbook: search relevance engineering

How to prepare the workflow for CI/CD and production operations. how lexical, vector, hybrid, and reranked search combine

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DE
Developer Tools • Jul 06, 2026

Tooling Map: AI coding workstations

A map of useful tools, libraries, and platform decisions. how skills, MCP, review loops, and tests improve software delivery

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AI
AI Systems • Jul 06, 2026

DropTicks Field Notes: multimodal AI products

Opinionated engineering notes for practical AI and software delivery. how text, image, audio, and video inputs change product architecture

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DE
DevOps and CI/CD • Jul 05, 2026

Implementation Checklist: AI-aware deployment pipelines

A practical checklist for building and reviewing the workflow. how deployment pipelines should handle prompts, evals, migrations, secrets, caches, queues, and scheduled AI jobs together

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CH
ChatGPT Tips, Prompt Engineering • Jul 05, 2026

ChatGPT Tip: Create A Personal Prompt Library

Save prompts that repeatedly work.

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AI
AI Governance • Jul 05, 2026

Evaluation Strategy: AI governance workflow

How to measure quality, reliability, and operational readiness. how teams define ownership, review paths, and measurable risk controls

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LL
LLM Engineering • Jul 05, 2026

Deployment Playbook: tool-calling reliability

How to prepare the workflow for CI/CD and production operations. how to validate tool arguments, retries, failures, and side effects

Read article → Save
SE
Search Engineering • Jul 05, 2026

Security Review: search relevance engineering

The security and permission concerns that should be reviewed. how lexical, vector, hybrid, and reranked search combine

Read article → Save
DE
Developer Tools • Jul 04, 2026

Team Workflow: AI coding workstations

How engineering, product, and operations teams should collaborate. how skills, MCP, review loops, and tests improve software delivery

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AI
AI Systems • Jul 04, 2026

Scaling Notes: multimodal AI products

How the workflow changes as traffic, users, or data volume grows. how text, image, audio, and video inputs change product architecture

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