DeAI Research

mypy

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mypyopenalexwikipediascholarshipsourceLatest job · sealed

furqan-lint is a structural-honesty linter for Python, Rust, and Go that catches a class of latent defects falling outside the coverage of ruff (style), mypy (declared types), and conventional security and dependency tooling.
furqan-lint: The Structural-Honesty Checks ruff and mypy Do Not Catch, Across Python, Rust, and Go (White Paper v1.0) (2026) · curated source · CC0-1.0 (metadata) · see it in the source
This paper reports on an in-progress corpus study of the dynamic type in Python, targeting 221 GitHub projects that use the mypy type checker.
Toward a Corpus Study of the Dynamic Gradual Type (2025) · curated source · CC0-1.0 (metadata) · see it in the source
The study reveals eight patterns-of-use for the dynamic type, which have implications for future refinements of the mypy type system and for tool support to encourage precise type annotations.
Toward a Corpus Study of the Dynamic Gradual Type (2025) · curated source · CC0-1.0 (metadata) · see it in the source
Fixed CI: Fixed lint job to install project dependencies for mypy Code Style: Applied ruff and black formatting fixes Type Checking: Resolved mypy type errors in examples; export AsyncINE from package
randsley/pyptine: v0.3.3 (2026) · curated source · CC0-1.0 (metadata) · see it in the source
See also Typing cheat sheetA quick overview of type hints (hosted at the mypy docs) Type System Reference section of the mypy docsThe Python typing system is standardised via PEPs, so this reference should broadly apply to most Python type checkers. (Some parts may still be specific to mypy.) Static Typing with PythonType-checker-agnostic documentation written by the community detailing type system features, useful typing related tools and typing best practices.
typing — Support for type hints — Python 3.13.18 documentation (1999) · curated source · PSF-2.0 · see it in the source

Research query: mypy · jobs: 2 · on-topic sources: 4 · review: Held

Overview

furqan-lint is a structural-honesty linter for Python, Rust, and Go that catches a class of latent defects falling outside the coverage of ruff (style), mypy (declared types), and conventional security and dependency tooling. — furqan-lint: The Structural-Honesty Checks ruff and mypy Do Not Catch, Across Python, Rust, and Go (White Paper v1.0) (2026)

Fixed CI: Fixed lint job to install project dependencies for mypy Code Style: Applied ruff and black formatting fixes Type Checking: Resolved mypy type errors in examples; export AsyncINE from package — randsley/pyptine: v0.3.3 (2026)

See also Typing cheat sheetA quick overview of type hints (hosted at the mypy docs) Type System Reference section of the mypy docsThe Python typing system is standardised via PEPs, so this reference should broadly apply to most Python type checkers. (Some parts may still be specific to mypy.) Static Typing with PythonType-checker-agnostic documentation written by the community detailing type system features, useful typing related tools and typing best practices. — typing — Support for type hints — Python 3.13.18 documentation (1999)

The study reveals eight patterns-of-use for the dynamic type, which have implications for future refinements of the mypy type system and for tool support to encourage precise type annotations. — Toward a Corpus Study of the Dynamic Gradual Type (2025)

How to apply

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From the local mesh

Only previously sealed claims that apply to this request:

  • See also Typing cheat sheetA quick overview of type hints (hosted at the mypy docs) Type System Reference section of the mypy docsThe Python typing system is standardised via PEPs, so this reference should broadly apply to most Python type checkers. (Some parts may still be specific to mypy.) Static Typing with PythonType-checker-agnostic documentation written by the community detailing type system features, useful typing related tools and typing best practices. — typing — Support for type hints — Python 3.13.18 documentation (1999)

Deep look

Other

typing — Support for type hints — Python 3.13.18 documentation (1999)

See also Typing cheat sheetA quick overview of type hints (hosted at the mypy docs) Type System Reference section of the mypy docsThe Python typing system is standardised via PEPs, so this reference should broadly apply to most Python type checkers. (Some parts may still be specific to mypy.) Static Typing with PythonType-checker-agnostic documentation written by the community detailing type system features, useful typing related tools and typing best practices. — source

Scholarship

randsley/pyptine: v0.3.3 (2026)

Fixed CI: Fixed lint job to install project dependencies for mypy Code Style: Applied ruff and black formatting fixes Type Checking: Resolved mypy type errors in examples; export AsyncINE from package (new this job) — source

Toward a Corpus Study of the Dynamic Gradual Type (2025)

This paper reports on an in-progress corpus study of the dynamic type in Python, targeting 221 GitHub projects that use the mypy type checker. (new this job) — source

The study reveals eight patterns-of-use for the dynamic type, which have implications for future refinements of the mypy type system and for tool support to encourage precise type annotations. (new this job) — source

furqan-lint: The Structural-Honesty Checks ruff and mypy Do Not Catch, Across Python, Rust, and Go (White Paper v1.0) (2026)

furqan-lint is a structural-honesty linter for Python, Rust, and Go that catches a class of latent defects falling outside the coverage of ruff (style), mypy (declared types), and conventional security and dependency tooling. (new this job) — source

Review

Status Held. Verified claims 5. On-topic sources 4 (reused 0). Dropped 4 collector hit(s) and 0 off-topic local claim(s). Conflicts 0. Coverage: mypy.

Map

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Provenance

Sealed job f06993e3a0adf5ffb1b20191f5286760. Shards: scholar.openalex, encyclopedia.wikipedia. Dropped 4 off-topic collector hit(s) and 0 off-topic local claim(s). Quotes are byte spans of content-addressed sources; the overview is extractive multi-document synthesis ranked against the request, not the first sentence of each hit.

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