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I replaced every function in a codebase with English

it still works

Details

External ID
47476954
Source
HN
Company
—
Product
I replaced every function in a codebase with English
Website domain
tril.cc
Launched
March 22, 2026
Cohort
—
Upvotes
9
Upvotes percentile
0.5393603936039361
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

Tril converts every function in a repo into plain English descriptions, then runs and tests them — using an LLM as the interpreter instead of a runtime.The concept: programming languages exist because machines couldn't understand human intent. LLMs can. So what happens if you remove the code entirely and just... describe what each function should do?The tool replaces functions one by one, runs your test suite after each swap to confirm nothing breaks, and outputs a .md file. Then `tril run` spins up an HTTP server that sends each function's English description to Claude and returns the result.Tested on a unit converter (JS) and a 625-line Python CLI tool — tests passed, results matched to 6 decimal places (fortunately).This is mainly a thought experiment: can any code become plain natural language? Will it still work? Let's find out!npm: npx @sliday/tril convert URLGitHub: https://github.com/sliday/tril

Enrichment

Theme
ai translation and localization tools
Vertical
Horizontal
Function
Dev tools
Audience
Developer
AI stance
Not AI
Project type
Hobby / open-source project
Normalized one-liner
code documentation replacement experiment
Manually corrected
False

Could you build this?

Yes The project is a developer experiment that reads ASTs/code files, prompts an LLM to generate plain English descriptions, and executes test suites by prompting an LLM to evaluate results.

Discussion

6 comments analyzed.

Competitors mentioned: COBOL (English-like programming language), Yggdrasil (intent-to-code project)

Concerns raised: LLM output non-deterministic and unreproducible based on intent, Token cost prohibitively high compared to code output size, Security and stability of AI-generated code questionable, Premise flawed - replacing working code with English-to-LLM-to-code adds unnecessary steps, Loop creates black box without intermediate precision guarantees

Competitors

Other products that read as similar to this one — 109 launches clear the similarity bar, closest 8 shown.

Attention rank: #60 of 110 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 141 days after the earliest competitor.

Other launches for this product

Same idea, different domain

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