`fabricatio-typst`

Academic article generation and Typst document tooling, built on Fabricatio's event-based agent framework.

Installation

pip install fabricatio[typst]

For RAG-backed article writing:

pip install fabricatio[typst,rag]

Overview

Two layers compose this package:

Rust extension (fabricatio_typst.rust) — performance-critical utilities:

TeX-to-Typst math conversion (raw LaTeX and delimited $/$$/\(/\[ math)
BibTeX bibliography management with fuzzy citation lookup
Typst comment manipulation and YAML front-matter handling
Markdown section extraction

Python layer — agent-based academic content generation:

Extract paper essences and generate structured research proposals
Build hierarchical article outlines and generate full content
RAG-backed article writing with citation-aware iterative retrieval
Store and query article chunks in LanceDB
Compile .typ documents to PDF, PNG, or SVG via the typst compiler

Rust API

from fabricatio_typst.rust import (
    BibManager,
    tex_to_typst,
    convert_all_tex_math,
    comment,
    uncomment,
    strip_comment,
    split_out_metadata,
    to_metadata,
    extract_body,
    replace_thesis_body,
    extract_sections,
    fix_misplaced_labels,
)

TeX Conversion

Function	Description
`tex_to_typst(string)`	Convert raw LaTeX code to Typst math
`convert_all_tex_math(string)`	Convert `$`, `$$`, `\(`, `\[` math delimiters to Typst `$`

tex_to_typst(r"\frac{1}{\sqrt{x^2 + 1}}")
# => '#frac(1, sqrt(x^2 + 1))'

convert_all_tex_math("Einstein's $E = mc^2$ is famous.")
# => "Einstein's $E = m c^2$ is famous."

Comment Utilities

Function	Description
`comment(string)`	Prepend `//` to every line
`uncomment(string)`	Remove `//` prefix from every line
`strip_comment(string)`	Strip leading and trailing comment lines

BibManager

Loads a BibTeX bibliography file and provides fuzzy citation lookup.

bib = BibManager("references.bib")
cite_key = bib.get_cite_key_by_title("Attention Is All You Need")
# => "vaswani2017attention"

key = bib.get_cite_key_fuzzy("transformers attention mechanism")
authors = bib.get_author_by_key(key)
abstract = bib.get_abstract_by_key(key)

Method	Description
`get_cite_key_by_title(title)`	Exact-match citation key by title
`get_cite_key_by_title_fuzzy(title)`	Fuzzy-match citation key by title
`get_cite_key_fuzzy(query)`	Fuzzy-match citation key by arbitrary query
`list_titles(is_verbatim=False)`	List all bibliography titles
`get_author_by_key(key)`	Authors for a citation key
`get_year_by_key(key)`	Publication year for a citation key
`get_abstract_by_key(key)`	Abstract for a citation key
`get_title_by_key(key)`	Title for a citation key
`get_field_by_key(key, field)`	Arbitrary BibTeX field for a citation key

Document Utilities

Function	Description
`split_out_metadata(string)`	Extract YAML front matter as `(metadata, rest)`
`to_metadata(data)`	Serialize Python object to YAML comment block
`extract_body(string, wrapper)`	Extract content between wrapper markers
`replace_thesis_body(string, wrapper, new_body)`	Replace content between wrapper markers
`extract_sections(string, level=1, section_char="#")`	Parse markdown sections at given header level
`fix_misplaced_labels(string)`	Move `\<label\>` tags outside display math blocks

Python Models

Hierarchical article representation from proposal through completed paper:

Model	Description
`ArticleProposal`	Research proposal: problems, approaches, methods, aims, keywords
`ArticleEssence`	Semantic fingerprint: title, authors, equations, figures, contributions
`ArticleOutline`	Hierarchical outline: chapters → sections → subsections
`ArticleChapterOutline`	Chapter-level outline node
`ArticleSectionOutline`	Section-level outline node
`ArticleSubsectionOutline`	Subsection-level outline node
`Article`	Complete paper with full content and validation
`ArticleChapter`	Chapter with sections
`ArticleSection`	Section with subsections
`ArticleSubsection`	Subsection with paragraphs
`Paragraph`	Structured paragraph blueprint with word count
`ArticleChunk`	LanceDB-storable chunk with bibtex metadata
`ArticleEssenceStorable`	ArticleEssence with LanceDB storage capability
`CitationManager`	Deduplicated, iteratively expanded citation set for RAG
`ChunkKwargs`	TypedDict for chunking parameters

Actions

Each action is a Fabricatio Action — an async callable unit in the agent workflow. Available actions:

Content Extraction

Action	Description
`ExtractArticleEssence`	Extract article essences from files on disk
`FixArticleEssence`	Fix extracted essences using BibTeX reference data
`ExtractOutlineFromRaw`	Parse an outline from raw text

Generation

Action	Description
`GenerateArticleProposal`	Generate a research proposal from a briefing
`GenerateInitialOutline`	Build an outline from a proposal
`GenerateArticle`	Generate full article content from an outline
`LoadArticle`	Load a complete article from outline + Typst code
`WriteChapterSummary`	Write summaries for each chapter
`WriteResearchContentSummary`	Write a research content summary

RAG-Backed Writing

Action	Description
`WriteArticleContentRAG`	Write article content with citation-aware RAG
`ArticleConsultRAG`	Retrieve relevant citations for article sections
`TweakArticleLancedbRAG`	Refine article content using LanceDB RAG
`ChunkArticle`	Split an article into storeable chunks
`StoreArticleEssence`	Store article essences into LanceDB

Compilation

Action	Description
`CompileTypstDocument`	Compile a `.typ` file or source string to PDF/PNG/SVG
`CompileArticle`	Compile a previously dumped article `.typ` to PDF

from pathlib import Path
from fabricatio_typst.actions.article import CompileArticle, CompileTypstDocument

# Compile a standalone .typ file
result = await CompileTypstDocument().act({
    "typst_source": Path("paper.typ"),
    "output_path": Path("paper.pdf"),
})
# result["compiled_path"] → Path("paper.pdf")

# Compile a generated article (after DumpFinalizedOutput)
result = await CompileArticle().act({
    "article_path": Path("output.typ"),
})
# result["compiled_path"] → Path("output.pdf")

Citation Capability

CitationLancedbRAG — citation-aware iterative search that expands queries over multiple rounds and deduplicates by bibtex key.

Workflows

Pre-composed action pipelines:

Workflow	Steps
`WriteOutlineCorrectedWorkFlow`	`GenerateArticleProposal` → `GenerateInitialOutline` → dump output
`CompileArticleWorkflow`	Compile a `.typ` article to PDF
`StoreArticle`	`ExtractArticleEssence` → `StoreArticleEssence`

Usage:

from fabricatio_typst.actions.article import GenerateArticleProposal, GenerateInitialOutline
from fabricatio_typst.models.article_proposal import ArticleProposal
from fabricatio_typst.models.article_outline import ArticleOutline

async def generate_outline():
    result = await GenerateArticleProposal().act({
        "article_briefing": "Quantum error correction in near-term devices",
    })
    proposal: ArticleProposal = result["article_proposal"]
    print(f"Proposal: {proposal.title}")

    result = await GenerateInitialOutline().act({
        "article_proposal": proposal,
    })
    outline: ArticleOutline = result["initial_article_outline"]
    print(f"Outline chapters: {len(outline.chapters)}")

Dependencies

fabricatio-core — agent framework and core models
fabricatio-tool — filesystem utilities
fabricatio-capabilities — capability mixins (Extract, Censor, etc.)
typst — Typst compiler Python bindings (for compilation actions)

Optional for article generation workflows:

fabricatio-actions — output dumping actions
fabricatio-improve, fabricatio-rule — content improvement and validation

Optional for RAG features:

fabricatio-lancedb — vector storage and retrieval

CLI

The package includes the ttm (TeX to Typst Math) binary:

# Convert math in a file
ttm file input.md -o output.md

# Convert raw LaTeX string
ttm raw "\frac{a}{b}"

# Convert a string with math delimiters
ttm string "The formula $\int_0^\infty e^{-x} dx$ is useful."

Configuration

TypstConfig exposes tunable settings via the Fabricatio config system:

from fabricatio_typst.config import typst_config

typst_config.paragraph_sep         # "// - - -"
typst_config.article_wrapper       # "// =-=-=-=-=-=-=-=-=-="
typst_config.chap_summary_template # "built-in/chap_summary"

License

MIT — see LICENSE

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