August 9, 2026
Tiny language, huge comment-section energy
Memelang: Token-Terse Query Language
A tiny new coding shortcut promises big savings, but commenters say the math may be messy
TLDR: Memelang wants chatbots to write a shorter code first, then convert it into normal database commands to cut costs. Commenters weren’t sold: their big debate was whether teaching bots this new shorthand could cost more effort than it actually saves.
A new project called Memelang is pitching a very simple idea with very big ambition: make chatbots write a shorter mini-language first, then automatically turn that into regular database commands later. The sales pitch is pure efficiency drama — fewer words in the chatbot’s output, lower computing costs, and maybe huge savings for companies generating mountains of database requests every day. On paper, it sounds like a sleek diet plan for bloated machine chatter.
But the real fireworks came from the community, which immediately asked the question that kills many shiny ideas: does this actually save anything in the real world? The strongest reaction was skepticism. Commenters basically said, “Cool trick, but if the chatbot has to be taught this brand-new language first, aren’t you spending extra effort just to save a few words later?” That became the thread’s main clash: believers see a clever shortcut, doubters see a coupon that costs more to print than it saves.
There was also a side-order of eye-rolling over the learning curve. People joked that the whole thing risks becoming a bizarre situation where the bot needs a cheat sheet to remember the cheat sheet. The patented angle and dense syntax only added to the mood, making the launch feel less like a universal breakthrough and more like a bold, slightly chaotic gamble. In other words: fascinating idea, brutally skeptical crowd.
Key Points
- •The article presents Memelang as a terse query language for LLM text-to-SQL systems aimed at lowering token and compute costs.
- •Memelang is described as an intermediate representation that is programmatically translated into SQL before database execution.
- •A provided example compares a 20-token Memelang query with a 36-token SQL equivalent.
- •The document defines Memelang as a patented query DSL IR from HOLTWORK LLC and lists version 11.04.
- •The article includes grammar rules and multiple examples covering schema definition, filtering, grouping, aggregation, sorting, joins, similarity search, and result limits.