Takes on LLMs

(notes (date 2025-06-29) (category manuals-of-style) (status evergreen) (confidence certain) (importance 5) (tags reflection ai llms))

Preferred terminology, formatting, and technical writing style when documenting and reasoning about LLMs

The following is a Style Guide. Part of my Manuals of Style series, this document outlines conventions for llm use on krisyotam.com.

LLM Writing Guide: How-To-Write for krisyotam.com

This iceberg style draft guide takes inspiration from gwern's post on a similar topic.

DRAFT WORKFLOW (THE “ICEBERG BUILD”)

This guide includes a modular prompt workflow which can be used to generate either rough drafts or in the case of news polished prose for krisyotam.com. It is a distillation of the Condensed MoS and is designed to be used with an LLM.

Mind-Set

(clear structure, abstracts, margin notes) and deep-divers (dense information, rich linking, comprehensive footnotes/collapses).

Directly state claims and then provide evidence.

“showcases”, “serves as a testament to”. Replace with concrete verbs and direct statements.

particular phenomenon. Prioritize thoughtful reinterpretation of existing data or perspectives that reveal overlooked angles. The goal is to produce enduring understanding rather than fleeting commentary. Write for an intelligent audience that may not be deeply versed in the specific subject matter.

#StepWhat to doMoS / Hooks (see [Condensed MoS])
0Scope DefinitionLLM Action: Restate the core request/topic in a single, precise sentence. List key in-scope points and deliberately out-of-scope points to confirm understanding. Place this in the initial meta-block.Meta-block
1Source Acquisition & PreparationLLM Action: For any cited external information, prioritize finding and linking to full-text, stable URLs (PDFs, academic pages, reputable archives). Format all links with a title attribute: [display text](URL "Title", Author Year"). Find archive.org / archive.is links if primary is fragile.Linking, Citations, Tooltips
2Outline & StructureLLM Action: Draft Title → Abstract (div.abstract blockquote) → H2 section titles (≤5 words if possible) → Key bullet points under each H2. Identify potential margin-note phrases (1–3 words) for paragraphs within sections.Information Hierarchy, Abstracts
3Prose GenerationLLM Action: Write content using “ventilated prose”: one sentence per line, blank line between paragraphs. Inline citations as **Surname Year**, hyperlinked. No separate “References” section. Emphasize precision and clarity.Ventilated Prose, Citations
4Iceberg ArchitectingLLM Action: Review draft for digressions. Demote content: brief asides (≤200 words) to footnotes [^Footnote text.]; longer digressions, data, or code examples (>500 words) to <div class="collapse"> (with an .abstract-collapse if needed); extensive supplementary material (>500 words) to an Appendix (which also needs an abstract).Information Density, Structure
5Stylistic PolishLLM Action: Apply American spelling, metric units (provide conversions for quotes if necessary), Oxford commas, and logical quotation. Use Kesselman estimative words for probabilities. Re-check for and eliminate banned/filler phrases. Ensure correct dash usage (hyphen, en-dash, em-dash—no spaces around em-dashes).MoS Language Rules
6Code, Tables, & MediaLLM Action: Label code blocks with language. Adhere to Bash (long flags, set -e), Haskell (ghc -Wall -Werror, qualified imports), and Elisp (byte-clean) rules. Format table captions. For images: ensure illustrative purpose, provide full MoS-compliant <figure> captions, note AI model+date if generated. Apply .invert / .invert-not if default dark-mode inversion is problematic.MoS Code & Media
7Final Self-CheckLLM Action: Rigorously apply the “Pre-Handoff Checklist” (below).Quality Assurance
8Meta-Block InsertionLLM Action: Insert the concise HTML meta-block (template below) after YAML frontmatter and before the main text.Transparency for Editor