SEMANTIC FIDELITY

How well a message preserves its core meaning as it moves through filters, algorithms, translations, or people. High fidelity means the intent survives. Low fidelity means the words still look right but the meaning has drifted.

“I told him I needed support, and he sent me a link to a productivity hack. Zero semantic fidelity.”

by GuyWhoWritesDefinitions November 5, 2025

Latent Neurolese Semantic Encoder

A neural architecture that performs semantic compression using nuclear diversity preservation, operating in pure vector space to bypass linguistic tokenization while maintaining conceptual understanding. The system compresses high-dimensional embeddings (e.g., 384D → 256D) through a teacher-student knowledge distillation framework that employs extreme weighting to prevent mode collapse, creating mathematical "semantic GPS coordinates" where related concepts cluster in measurable dimensional neighborhoods.

The Latent Neurolese Semantic Encoder achieved 6x inference speedup and 35% memory reduction while maintaining 63.5% semantic preservation through its nuclear diversity training methodology, demonstrating that AI systems can reason directly with compressed mathematical concepts rather than linguistic tokens.

by Trentism July 9, 2025

semantic

1. A number that just increases every time someone does something, because doing things properly is hard.

When someone does a thing with a code change and expects semantic versioning to increment itself. Simply append the version by one (depending on a breaking/major/minor change) and deploy. Fairly simple...

by anonymous April 20, 2023

semantic

1. a number that just increases every time someone does something, because doing things properly is hard.

Ive just made a code change. I expect semantic versioning to automatically increment, because bumping a version up (0.0.1 -> 0.0.2) by 1 is hard.

by anonymous April 20, 2023

Anti-Semantic

When people are upset by the choice of words you use. Can be used as a noun or adjective.

For example, if you were to use “death” to describe “dismantling an institution”, and someone takes offence. They were to say, “hey saying death to an institution is just as bad as murdering babies and committing genocide.”You could call that person an Anti-Semantic. Or you could say their views are Anti-Semantic.

by Words are okay June 30, 2025

empty semantics

An insult derived from an irrelevant but pithy-sounding technical term. Combining the perjorative and jargon terms feigns a deep, smart reason for refusing to shed ignorance.

James felt fearful and unaccustomed to using his own mind and habitually ceased his thinking at the perimeter of his peer group's established belief system. When someone posted an article with ideas threatening its gossamer bonds, his instinct for conservation drove him to cry, "Empty semantics!"

by facebook_is_the_best November 6, 2017

Semantic Drift

When words stop meaning what they used to. Over time, phrases get watered down, co-opted, or twisted until they lose their original punch. Think “literally,” “authentic,” or “disruption.”

Startup bros calling every idea ‘disruptive’ is just semantic drift in action.

by GuyWhoWritesDefinitions September 4, 2025