Articles

AI engineering notes from real workflow work

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

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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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LLM Engineering • Jul 09, 2026

Scaling Notes: tool-calling reliability

How the workflow changes as traffic, users, or data volume grows. how to validate tool arguments, retries, failures, and side effects

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LLM Engineering • Jul 08, 2026

Tooling Map: tool-calling reliability

A map of useful tools, libraries, and platform decisions. how to validate tool arguments, retries, failures, and side effects

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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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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

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LLM Engineering • Jul 03, 2026

Security Review: tool-calling reliability

The security and permission concerns that should be reviewed. how to validate tool arguments, retries, failures, and side effects

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LLM Engineering • Jul 02, 2026

Evaluation Strategy: tool-calling reliability

How to measure quality, reliability, and operational readiness. how to validate tool arguments, retries, failures, and side effects

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LLM Engineering • Jun 30, 2026

Common Failure Modes: tool-calling reliability

The mistakes teams should identify before launch. how to validate tool arguments, retries, failures, and side effects

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LLM Engineering • Jun 28, 2026

Implementation Checklist: tool-calling reliability

A practical checklist for building and reviewing the workflow. how to validate tool arguments, retries, failures, and side effects

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LLM Engineering • Jun 27, 2026

Architecture Guide: tool-calling reliability

A system-design view for planning production implementation. how to validate tool arguments, retries, failures, and side effects

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