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 13, 2026

Scaling Notes: AI governance workflow

How the workflow changes as traffic, users, or data volume grows. how teams define ownership, review paths, and measurable risk controls

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RA
RAG • Jul 12, 2026

Architecture Guide: RAG source quality

A system-design view for planning production implementation. how document quality, chunking, metadata, and citations affect answer quality

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SE
Search Engineering • Jul 12, 2026

DropTicks Field Notes: search relevance engineering

Opinionated engineering notes for practical AI and software delivery. how lexical, vector, hybrid, and reranked search combine

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SO
Software Engineering • Jul 12, 2026

Implementation Checklist: software architecture reviews

A practical checklist for building and reviewing the workflow. how to evaluate coupling, boundaries, state, and failure modes

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LO
Local AI • Jul 12, 2026

Evaluation Strategy: local LLM prototyping

How to measure quality, reliability, and operational readiness. how local models support demos, privacy-sensitive tests, and offline workflows

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DE
DevOps and CI/CD • Jul 11, 2026

Deployment Playbook: AI-aware deployment pipelines

How to prepare the workflow for CI/CD and production operations. how deployment pipelines should handle prompts, evals, migrations, secrets, caches, queues, and scheduled AI jobs together

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AI
AI Governance • Jul 11, 2026

Tooling Map: AI governance workflow

A map of useful tools, libraries, and platform decisions. how teams define ownership, review paths, and measurable risk controls

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LL
LLM Engineering • Jul 11, 2026

DropTicks Field Notes: tool-calling reliability

Opinionated engineering notes for practical AI and software delivery. how to validate tool arguments, retries, failures, and side effects

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SE
Search Engineering • Jul 11, 2026

Scaling Notes: search relevance engineering

How the workflow changes as traffic, users, or data volume grows. how lexical, vector, hybrid, and reranked search combine

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SO
Software Engineering • Jul 10, 2026

Architecture Guide: software architecture reviews

A system-design view for planning production implementation. how to evaluate coupling, boundaries, state, and failure modes

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LO
Local AI • Jul 10, 2026

Common Failure Modes: local LLM prototyping

The mistakes teams should identify before launch. how local models support demos, privacy-sensitive tests, and offline workflows

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DE
DevOps and CI/CD • Jul 10, 2026

Security Review: AI-aware deployment pipelines

The security and permission concerns that should be reviewed. how deployment pipelines should handle prompts, evals, migrations, secrets, caches, queues, and scheduled AI jobs together

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