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Developer Tools

MQTT and OPC UA security: what the specifications say

What the MQTT 5.0 and OPC UA specifications say about authentication, authorization and secure communication, and what you still must configure yourself.

Oct 18, 20263 min read
Developer Tools

Model routing for cost: send easy work to a smaller model

Model routing sends each request to the cheapest model that can do it. Compare static routing, cascades, and classifier routing, and how to evaluate them.

Oct 18, 20263 min read
Developer Tools

Model migration cost: when a new tokenizer changes your bill

A lower list price may not lower your bill after a model upgrade. Anthropic says a newer tokenizer gives about 30 percent more tokens. Worked examples.

Oct 18, 20263 min read
Developer Tools

Model distillation explained: teacher and student models

Distillation trains a small student model to imitate a larger teacher. Where the idea came from, how it is used today, and the limits to plan for.

Oct 18, 20263 min read
Developer Tools

Model deprecation plan for LLM apps: pin, test, migrate

Providers retire models, and requests to a retired model fail. A simple routine to pin versions, test replacements and migrate before the cutoff.

Oct 18, 20263 min read
Developer Tools

Forced updates and minimum OS versions for mobile apps

MASVS-CODE-1 and CODE-2 ask for a minimum platform version and a way to force app updates. How to design both without locking out honest users.

Oct 18, 20264 min read
Developer Tools

ML-KEM-512, 768 or 1024: how to pick a parameter set

FIPS 203 defines three ML-KEM parameter sets mapped to NIST security categories 1, 3 and 5. How to choose among them without guessing, with a test list.

Oct 18, 20263 min read
Developer Tools

The minimum scanner stack for a repository using AI assistants

Five automated checks that give you a safety net when an AI writes much of the code: secrets, dependencies, static analysis, lockfile control and tests.

Oct 18, 20263 min read
Developer Tools

Metric naming and units: conventions that prevent confusion

Use base units, plural unit suffixes, _total for counters and ratios from 0 to 1. Prometheus naming advice turned into a short checklist for your team.

Oct 18, 20263 min read

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