IS IT AI?

TEKWITCH believes in harm reduction, not purity tests. The following labels exist to help users make informed choices about how they pursue their own ends.

NO AI NEEDED

Using these products does not require an AI.

AI OPTIONAL

Using these products can involve at least one optional feature that relies on some form of local machine learning; no data center involved.

AI PAYLOAD

This dependency is itself a trained machine-learning model or a packaged representation of one.

AI NATIVE

These products are designed to operate inside existing AI systems, specifically for the purposes of reducing one or more negative aspects of AI adoption: misuse, overuse, inference waste, and/or infrastructure bloat.

AI INVOLVED

These products were developed through a process in which TEKWITCH chose to incorporate at least one artistic or creative step powered by some form of machine learning.

TEKWITCH / TOYS

LLM System Capability Review

LLM System Capability Review

Find out what an LLM system can actually do, then keep the evidence.

START HERE · FIRST RUN · OUTPUT · LICENSING TERMS

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What it does.

Capability claims are cheap. This review finds what the system can actually use, tests the useful parts, and leaves a reusable baseline so you don't have to figure it all out again later.

Use or inspect the current artifact on the full TOYS page, or open its current acquisition link.