Letterwrite
LetterCompany
Letterwrite · CLI-ready writing harnesses · Adversarial by design

High-quality writing,
via the terminal.

Letterwrite provides primitive writing kernels that adversarially produce good writing from a prompted source-of-truth. Designed for developers, built for content marketing.

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letterwrite — zsh
$letterstory write --brief "./settling-the-mcp-vs-cli-debate.mdx" --kernel sequoia
kernel sequoia · 12 models0.6s
draft · adversarial vote, line by line8.4s
draft.md · 1,240 words · on-voice
$letterstory shred draft.md
rewrote across 34 models3.1s
diversified · no single watermark
$letterstory kernel train --corpus ./posts
post-trained sequoia on 214 docs1m 02s
voice locked in
$
The architecture

Writing kernels facilitate a four-step process

LLMs produced contrived writing. Writing kernels counteract that by providing the right harness for producing writing that feels human.

KERNEL_01

The Seed Prompt

All kernels start with a seed prompt to help shape writing into its flavor.

KERNEL_02

Shredding

The produced writing is shredded across dozens of models to prevent watermarks and single-model reliance.

KERNEL_03

Test cases

Writing is tested against common test cases. When violated, writing is workshopped within a degree of freedom.

KERNEL_04

Adversarial Review

A council of agents determines if the writing is AI or human. When failed, the kernel recurses to step 2 with feedback.

On average, kernels take seven recursions to converge. The approximate computation time is 35 minutes for a 1,500-word article.

Post-training

Kernels can be refined

An off-the-shelf kernel is a strong starting point, but it is not a ceiling. Refine kernels by ingesting the voice that you want to imitate.

01

Feed it your corpus

Past posts, brand guidelines, subject-matter docs, your best-performing pages. Whatever defines how you sound.

02

The kernel adapts

Post-train the kernel on your material so its judgments converge on style.

Built-in shredder

A shredder inside, drawing on dozens of models

Every kernel ships with a shredder that blends dozens of models to avoid a single model’s watermark. You can also use shredders directly via Lettershred.

Hotswap Claude and GPT
for a writing kernel today.

Writing kernels take only 2 minutes to set-up. Mint a key and start today.