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Jeremy Kun

PROFILE

Jeremy Kun

Jonathan Kun developed core compiler infrastructure and cryptographic tooling for the google/heir repository, focusing on maintainability, performance, and extensibility. He engineered MLIR-based pipelines and backend integrations, such as OpenFHE, to enable efficient homomorphic encryption workflows. Jonathan applied C++ and Python to automate build systems, refactor codebases, and implement advanced features like attribute propagation, polynomial approximation, and dataflow analysis. His work included modernizing dependency management, enhancing CI/CD reliability, and expanding test coverage. By addressing build stability, code clarity, and documentation, Jonathan delivered robust, production-ready systems that accelerated onboarding, improved developer productivity, and supported ongoing research and experimental development.

Overall Statistics

Feature vs Bugs

75%Features

Repository Contributions

103Total
Bugs
16
Commits
103
Features
49
Lines of code
-35,175
Activity Months12

Work History

October 2025

7 Commits • 4 Features

Oct 1, 2025

October 2025 highlights for google/heir: focused maintenance and strategic enhancements to improve build reliability, code hygiene, and stakeholder communication. Delivered a set of target improvements including removal of legacy components, debugging and build tooling support, dependency modernization, and documentation enhancements.

September 2025

12 Commits • 6 Features

Sep 1, 2025

September 2025 highlights: implement core backend enhancements, reliability improvements, and tooling upgrades across the google/heir repository. Key deployments include enabling fast rotation precompute in the OpenFHE backend (integrated into the to-openfhe pipeline with refactored cyclotomic order handling and dynamic ring-dimension emission), and inlining attribute propagation (ensuring function-call attributes are preserved in inlined bodies with added tests). A new split-preprocessing pass was introduced to enable lazy runtime packing while preserving backward-compatible function signatures. Build stability and code quality were strengthened through tooling updates (Bazel 8.4.0 and rules_shell for LLVM) and formatting improvements. Test reliability was enhanced by addressing memory management and UBSAN-related issues in tests and runners (memory frees, invalid frees, API updates). Documentation improvements include a HEIR meeting blog post to improve accessibility. Overall impact includes faster OpenFHE-backed workloads, more reliable CI, and improved developer productivity and maintainability.

August 2025

11 Commits • 5 Features

Aug 1, 2025

August 2025 performance-focused month delivering business value through cryptographic tooling improvements, testing enhancements, and MLIR workflow groundwork across google/heir and intel/llvm. Highlights include an OpenFHE upgrade with performance-oriented changes, expanded testing and CI reliability, CKKS MLIR pipeline groundwork, and targeted correctness improvements.

July 2025

15 Commits • 4 Features

Jul 1, 2025

Monthly summary for 2025-07: Across google/heir and llvm/clangir, delivered high-impact features and CI improvements that enhance maintainability, reliability, and cross-platform coverage. Key initiatives include MLIR Dataflow and Attribute Modernization to consolidate dataflow loading and standardize secret.generic attributes; modernization of dependencies and build tooling with centralized dependency management and clarified CI targets; CI/wheel build stabilization for macOS and test isolation to improve release confidence; introduction of rangeProduct for Presburger IntegerRelation to unify range operations; and hardened CI test regex for anonymous namespaces to improve cross-environment stability. These efforts reduce release risk, accelerate integration, and broaden analysis capabilities, while showcasing skills in MLIR/Presburger analysis, Python tooling, C++20, and modern CI/CD practices.

June 2025

8 Commits • 5 Features

Jun 1, 2025

June 2025 monthly summary highlighting delivery across google/heir and llvm/clangir. Focused on improving test reliability, build stability, developer tooling, and architectural clarity to unlock faster iteration and safer crypto-aware optimizations. Emphasizes business value from robust test coverage, consistent behavior across OpenFHE CKKS handling, and stronger defaults in the DataFlow analyses pipeline, alongside documentation improvements.

May 2025

3 Commits • 2 Features

May 1, 2025

May 2025 monthly summary for google/heir focusing on delivering tangible business value through expanded learning resources, improved CI reliability, and modernized code clarity with minimal risk to functionality.

April 2025

6 Commits • 5 Features

Apr 1, 2025

Monthly work summary for 2025-04: Key features delivered, major fixes, impact, and skills demonstrated for the google/heir repository. Key features delivered: - FHE.org 2025 conference talk blog post published with title, date, description, author, and links to the talk video and slides (commit 304e59131b193cb3de1b7f598dfec86ba4838f71). - HEIR meeting blog post published with links to meeting notes and video; design doc updated to reference the related talk (commit 73bb3968e8faf7d4e0a29128c84f7978afe4d8e5). - Enhanced polynomial transformation by preserving domain attributes (domain_lower/domain_upper) during polynomial evaluation to ensure attributes carry over for subsequent transformations such as domain rescaling (commit e57118551ba5bf061b74ec25a46414f41e771fa6). - Code cleanup in ImplementShiftNetwork: removed two unused initialization lines to simplify the implementation (commit b0157b9e0f9451faf81e74937c49e8ab640e40b1). Major bugs fixed / stability improvements: - CI/test stability improvements: removed CHECK-LABEL usage in MLIR tests to avoid test sharding issues and corrected clang matrix action environment variables for C/C++ compilers (commits b258dcd89bc752772206c8a67584079c8a72047d and 9bdee066e541c54a4abaeeb6171e91c1998e5a5a). Overall impact and accomplishments: - Strengthened information sharing with stakeholders through timely documentation, improved the fidelity and reliability of polynomial-based transformations, reduced maintenance overhead with targeted code cleanup, and delivered more reliable CI pipelines to accelerate feedback and releases. Technologies/skills demonstrated: - C++/MLIR development, transformation design, test CI pipelines, documentation and design-doc linkage, and Git-based collaboration.

March 2025

17 Commits • 5 Features

Mar 1, 2025

March 2025 (google/heir) delivered notable improvements in CI reliability, mathematical tooling, and maintainability. Key outcomes include faster macOS/Linux CI pipelines with caching; cross-platform correctness improvements (RoundEven disabled on Apple); enhanced polynomial approximation with automatic Chebyshev degree selection and a robust regression test; refactoring TensorExt dialect to use attribute aliasing; and correctness fixes in secret.generic iteration handling. These changes reduce build times, improve platform stability, and accelerate developer onboarding and future iteration cycles.

February 2025

8 Commits • 3 Features

Feb 1, 2025

February 2025 monthly summary for google/heir: Focused on delivering cross-interval generalization of Caratheodory-Fejer, compatibility improvements for Python frontend, and improvements to build and documentation to support broader adoption. Delivered codebase cleanup to improve compile correctness and maintainability. The work enhanced business value by enabling accurate interval-based approximations, reducing frontend integration issues, and strengthening ecosystem docs and dependencies.

January 2025

4 Commits • 3 Features

Jan 1, 2025

January 2025 monthly summary for google/heir focusing on delivering features and preparing for long-term maintainability. Highlights include enhancements to readability, reuse of data structures, and improved project documentation, with measurable business value through clearer assembly generation, extended numerical utilities, and improved team communication.

December 2024

8 Commits • 4 Features

Dec 1, 2024

December 2024 (google/heir) delivered documentation, build reliability, and codebase improvements to accelerate collaboration and experimental workflows for HEIR pipelines. Key outcomes include enhanced documentation via project blog posts, stabilized build dependencies for heir_py, preventative validation for float-lowering in BGV, a build-fix for LWE to OpenFHE conversion, macro-centralized transform generation, and broader utility refactoring to improve maintainability. These changes reduce onboarding time, minimize build-time failures, and strengthen the codebase for future development.

November 2024

4 Commits • 3 Features

Nov 1, 2024

Month: 2024-11 — Summary for google/heir highlighting stability, extensibility, and maintainability improvements. Key features delivered: - Automated LLVM patch application during build: applies cherry-picked LLVM patches at build time, updates pre-commit to remove a trailing whitespace check, and adds an auto-generated LLVM patch file to the import logic to ensure fixes not yet in main LLVM are applied during the build. - Polynomial dialect restructuring for extensibility: repatriates the polynomial dialect into the HEIR tree, repositioning components and updating references to enable future modifications and new coefficient ring support. - Testing and build infrastructure improvements: embeds AST matcher tests in C++ (removing the Python-generated test script) and cleans up build structure by removing an unnecessary BUILD file. Major bugs fixed: No customer-facing bugs fixed this month; notable infra fixes include removal of a Python test script and a stray BUILD file to improve build reliability. Overall impact and accomplishments: Strengthened build reliability, faster adoption of LLVM fixes in builds, and a cleaner, more maintainable test/build pipeline, enabling easier future extensions and contributor onboarding. Technologies/skills demonstrated: LLVM/MLIR patch automation, pre-commit/config management, C++-based testing, build-system refactoring, and dialect architecture.

Activity

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Quality Metrics

Correctness93.2%
Maintainability92.6%
Architecture90.6%
Performance84.2%
AI Usage21.0%

Skills & Technologies

Programming Languages

BUILDBazelC++CMakeJinjaMLIRMarkdownPythonShellStarlark

Technical Skills

API InteractionAST ManipulationAbstract InterpretationAlgorithm ImplementationAttribute ManagementBazelBuild AutomationBuild SystemBuild System ConfigurationBuild System ManagementBuild SystemsBuild Systems (Bazel)C++C++ Build ConfigurationC++ Development

Repositories Contributed To

3 repos

Overview of all repositories you've contributed to across your timeline

google/heir

Nov 2024 Oct 2025
12 Months active

Languages Used

C++PythonShellStarlarkCMakeJinjaMLIRMarkdown

Technical Skills

Build SystemBuild System ConfigurationBuild SystemsCI/CDCode GenerationCode Refactoring

llvm/clangir

Jun 2025 Jul 2025
2 Months active

Languages Used

C++MLIR

Technical Skills

Compiler DevelopmentLLVM/MLIRStatic AnalysisAbstract InterpretationC++CI/CD

intel/llvm

Aug 2025 Aug 2025
1 Month active

Languages Used

C++

Technical Skills

C++Compiler DevelopmentStatic Analysis

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