Articles

AI engineering notes from real workflow work

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

DE
DevOps • Mar 12, 2026

Security Review: GitOps deployments

The security and permission concerns that should be reviewed. how declarative deployments reduce drift and improve reviewability

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LL
LLM Infrastructure • Mar 12, 2026

LLM Gateways and Model Routing Are Becoming Core AI Infrastructure

Why teams need model routing, budgets, fallback logic, observability, and provider abstraction before AI usage scales.

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FR
Frontend Engineering • Mar 12, 2026

Team Workflow: frontend performance budgets

How engineering, product, and operations teams should collaborate. how to keep interactive AI pages fast, accessible, and stable

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RA
RAG • Mar 11, 2026

Scaling Notes: RAG source quality

How the workflow changes as traffic, users, or data volume grows. how document quality, chunking, metadata, and citations affect answer quality

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AI
AI Security • Mar 11, 2026

Tooling Map: AI safety guardrails

A map of useful tools, libraries, and platform decisions. how validation, policies, refusals, and human approval reduce risk

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SO
Software Engineering • Mar 11, 2026

DropTicks Field Notes: software architecture reviews

Opinionated engineering notes for practical AI and software delivery. how to evaluate coupling, boundaries, state, and failure modes

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LL
LLM Infrastructure • Mar 11, 2026

Implementation Checklist: self-hosted inference

A practical checklist for building and reviewing the workflow. how to serve open models with throughput, batching, and cost control

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DE
DevOps • Mar 10, 2026

Evaluation Strategy: GitOps deployments

How to measure quality, reliability, and operational readiness. how declarative deployments reduce drift and improve reviewability

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EV
Evaluation • Mar 10, 2026

AI Evaluation Is the Difference Between a Demo and a Product

How to create practical eval loops for prompts, RAG, agents, tool use, and production regressions.

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FR
Frontend Engineering • Mar 10, 2026

Deployment Playbook: frontend performance budgets

How to prepare the workflow for CI/CD and production operations. how to keep interactive AI pages fast, accessible, and stable

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RA
RAG • Mar 10, 2026

Tooling Map: RAG source quality

A map of useful tools, libraries, and platform decisions. how document quality, chunking, metadata, and citations affect answer quality

Read article → Save
AI
AI Security • Mar 10, 2026

Team Workflow: AI safety guardrails

How engineering, product, and operations teams should collaborate. how validation, policies, refusals, and human approval reduce risk

Read article → Save