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 Security • Mar 08, 2026

Deployment Playbook: AI safety guardrails

How to prepare the workflow for CI/CD and production operations. how validation, policies, refusals, and human approval reduce risk

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Software Engineering • Mar 08, 2026

Tooling Map: software architecture reviews

A map of useful tools, libraries, and platform decisions. how to evaluate coupling, boundaries, state, and failure modes

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Local AI • Mar 08, 2026

DropTicks Field Notes: local LLM prototyping

Opinionated engineering notes for practical AI and software delivery. how local models support demos, privacy-sensitive tests, and offline workflows

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DevOps • Mar 07, 2026

Implementation Checklist: GitOps deployments

A practical checklist for building and reviewing the workflow. how declarative deployments reduce drift and improve reviewability

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RAG • Mar 07, 2026

RAG Is Not Enough: Retrieval Needs Evals, Routing, and Observability

Reliable retrieval systems need measurable answer quality, retrieval quality, traces, reranking, and failure review.

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Frontend Engineering • Mar 07, 2026

Evaluation Strategy: frontend performance budgets

How to measure quality, reliability, and operational readiness. how to keep interactive AI pages fast, accessible, and stable

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RAG • Mar 07, 2026

Deployment Playbook: RAG source quality

How to prepare the workflow for CI/CD and production operations. how document quality, chunking, metadata, and citations affect answer quality

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AI
AI Security • Mar 07, 2026

Security Review: AI safety guardrails

The security and permission concerns that should be reviewed. how validation, policies, refusals, and human approval reduce risk

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SO
Software Engineering • Mar 06, 2026

Team Workflow: software architecture reviews

How engineering, product, and operations teams should collaborate. how to evaluate coupling, boundaries, state, and failure modes

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LO
Local AI • Mar 06, 2026

Scaling Notes: local LLM prototyping

How the workflow changes as traffic, users, or data volume grows. how local models support demos, privacy-sensitive tests, and offline workflows

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DevOps • Mar 06, 2026

Architecture Guide: GitOps deployments

A system-design view for planning production implementation. how declarative deployments reduce drift and improve reviewability

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AI
AI Integrations • Mar 06, 2026

MCP Is Becoming the Connector Layer for AI Workstations

Why Model Context Protocol matters for connecting AI agents to databases, files, SaaS tools, and company workflows.

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