
Over the past year, Flammie developed and modernized language processing infrastructure across the giellalt/lang-sme repository, focusing on robust build automation, testing, and linguistic data management. They engineered cross-repository regression testing frameworks and enhanced text-to-speech normalization, leveraging technologies such as Autoconf, Makefile, and Python scripting. Their work included template synchronization, dynamic compound handling for TTS, and integration of tools like giellaltlextools to automate lemma and morphology validation. By refining YAML-based test runners and improving configuration management, Flammie delivered more reliable CI pipelines and reproducible builds, resulting in higher-quality Sámi language tooling and streamlined workflows for ongoing linguistic software development.

October 2025: Delivered a cross-repository modernization of language tooling and data assets across giellalt/lang-smj, lang-sms, lang-kal, lang-sma, and lang-sme. Key efforts included upgrading templates and build/test tooling, migrating tests to giellaltlextools and gtmultichartest, enabling mandatory test tooling in CI, and aligning delta.toml references and template SHAs. These changes improved test reliability, reduced build failures due to missing tools, and tightened alignment with the latest language template versions. In parallel, updated and expanded language maps data (GeoJSON) for Lule Sami, Skolt Sami, Kalaallisut, and North Sami across multiple repos, improving data accuracy for language mapping and analytics. Fixed a critical Abbreviation Lexicon Parsing bug in lang-smj, stabilizing downstream language processing. Additionally, introduced development-focused pipelines and shared grammar resources (analyser-dev pipeline, shared SMI) and established a robust CI configuration to allow disabling fatal errors in CI for certain environments. Together, the work enhances developer productivity, data quality, and the reliability of language tooling across the platform.
October 2025: Delivered a cross-repository modernization of language tooling and data assets across giellalt/lang-smj, lang-sms, lang-kal, lang-sma, and lang-sme. Key efforts included upgrading templates and build/test tooling, migrating tests to giellaltlextools and gtmultichartest, enabling mandatory test tooling in CI, and aligning delta.toml references and template SHAs. These changes improved test reliability, reduced build failures due to missing tools, and tightened alignment with the latest language template versions. In parallel, updated and expanded language maps data (GeoJSON) for Lule Sami, Skolt Sami, Kalaallisut, and North Sami across multiple repos, improving data accuracy for language mapping and analytics. Fixed a critical Abbreviation Lexicon Parsing bug in lang-smj, stabilizing downstream language processing. Additionally, introduced development-focused pipelines and shared grammar resources (analyser-dev pipeline, shared SMI) and established a robust CI configuration to allow disabling fatal errors in CI for certain environments. Together, the work enhances developer productivity, data quality, and the reliability of language tooling across the platform.
Sept 2025 focused on improving Sámi TTS quality and language tooling in giellalt/lang-sme. Delivered major feature work and infrastructure upgrades that enhance output accuracy, testing coverage, and maintainability. Key outcomes include (1) TTS improvements with language-specific tag processing rules, expanded YAML-based test runner, updated Makefile integration, and expanded test configurations for TTS; (2) Grammar checker and Sámi lexicon improvements with refined grammar/hyphenation processing and whitespace/lexicon formatting adjustments; (3) strengthened testing and quality assurance through added tooling and configuration changes that reduce manual QA and enable safer rollouts for Sámi language features.
Sept 2025 focused on improving Sámi TTS quality and language tooling in giellalt/lang-sme. Delivered major feature work and infrastructure upgrades that enhance output accuracy, testing coverage, and maintainability. Key outcomes include (1) TTS improvements with language-specific tag processing rules, expanded YAML-based test runner, updated Makefile integration, and expanded test configurations for TTS; (2) Grammar checker and Sámi lexicon improvements with refined grammar/hyphenation processing and whitespace/lexicon formatting adjustments; (3) strengthened testing and quality assurance through added tooling and configuration changes that reduce manual QA and enable safer rollouts for Sámi language features.
August 2025: Implemented a cross-repo regression testing framework for TTS and Analyzer across five repositories, with automated scripts, environment setup, and configuration management. Introduced granular transcriptor normalizers and dedicated test data to improve TTS normalization and test coverage. Fixed critical language specification variables in TTS regression tests across sme, sma, and sms, ensuring correct language variants. Upgraded build templates and delta.toml references to align with latest templates to synchronize configurations and improve build reproducibility. Strengthened testing environment with Python/pipx checks, enforced tooling, and YAML/test configuration refinements. Simplified test paths by removing src prefixes, reducing test fragility. Business value: more reliable regressions, faster release readiness, and consistent cross-repo configurations; Technical achievements: comprehensive test coverage, improved normalization, robust tooling, and streamlined CI/test workflows.
August 2025: Implemented a cross-repo regression testing framework for TTS and Analyzer across five repositories, with automated scripts, environment setup, and configuration management. Introduced granular transcriptor normalizers and dedicated test data to improve TTS normalization and test coverage. Fixed critical language specification variables in TTS regression tests across sme, sma, and sms, ensuring correct language variants. Upgraded build templates and delta.toml references to align with latest templates to synchronize configurations and improve build reproducibility. Strengthened testing environment with Python/pipx checks, enforced tooling, and YAML/test configuration refinements. Simplified test paths by removing src prefixes, reducing test fragility. Business value: more reliable regressions, faster release readiness, and consistent cross-repo configurations; Technical achievements: comprehensive test coverage, improved normalization, robust tooling, and streamlined CI/test workflows.
July 2025 performance summary: Across five language repositories, delivered robust testing infrastructure, migrated regression tooling from SVN to Git, and aligned all projects to the latest template revisions (222/223). The work emphasizes business value through improved reliability, traceability, and faster iteration cycles, enabling safer data normalization, more accurate linguistic analysis, and easier onboarding for new contributors.
July 2025 performance summary: Across five language repositories, delivered robust testing infrastructure, migrated regression tooling from SVN to Git, and aligned all projects to the latest template revisions (222/223). The work emphasizes business value through improved reliability, traceability, and faster iteration cycles, enabling safer data normalization, more accurate linguistic analysis, and easier onboarding for new contributors.
June 2025 monthly summary for giellalt/lang-sme and giellalt/lang-sma. Highlights include delivery of dynamic compound handling improvements for TTS, repository hygiene improvements, and build/test stability enhancements. These changes drive higher TTS accuracy, cleaner version control, and more reliable CI/test outcomes across the two repos.
June 2025 monthly summary for giellalt/lang-sme and giellalt/lang-sma. Highlights include delivery of dynamic compound handling improvements for TTS, repository hygiene improvements, and build/test stability enhancements. These changes drive higher TTS accuracy, cleaner version control, and more reliable CI/test outcomes across the two repos.
May 2025 performance highlights across five Giellalt language repositories. Delivered a coordinated set of template-system upgrades, alignment, and data-provenance improvements, underpinned by strengthened morphology tooling and automated testing workflows. Notable outcomes include template system upgrades with repository identification in lang-kal; cross-repo template and delta.toml synchronization (214–220) across lang-sma, lang-smj, lang-sme, and lang-sms; expanded morphology/lemma generation tooling and test infrastructure; Glottolog ID integrations to tie language data to external datasets; and enhanced devtools with Python-based generators and paradigm-testing frameworks to improve automation, reliability, and release readiness.
May 2025 performance highlights across five Giellalt language repositories. Delivered a coordinated set of template-system upgrades, alignment, and data-provenance improvements, underpinned by strengthened morphology tooling and automated testing workflows. Notable outcomes include template system upgrades with repository identification in lang-kal; cross-repo template and delta.toml synchronization (214–220) across lang-sma, lang-smj, lang-sme, and lang-sms; expanded morphology/lemma generation tooling and test infrastructure; Glottolog ID integrations to tie language data to external datasets; and enhanced devtools with Python-based generators and paradigm-testing frameworks to improve automation, reliability, and release readiness.
April 2025 performance summary: Across giellalt/lang-sme, -sma, -kal, -smj, and -sms, the developer delivered a coordinated overhaul of testing infrastructure and template/config management, advanced template version synchronization, and targeted test-data cleanups. These changes reduce flaky tests, standardize CI/builds, and provide a reliable foundation for upcoming features.
April 2025 performance summary: Across giellalt/lang-sme, -sma, -kal, -smj, and -sms, the developer delivered a coordinated overhaul of testing infrastructure and template/config management, advanced template version synchronization, and targeted test-data cleanups. These changes reduce flaky tests, standardize CI/builds, and provide a reliable foundation for upcoming features.
March 2025 delivered a robust cross-repo build and template alignment for the Giellalt language tooling suite (lang-sms, lang-kal, lang-sma, lang-smj, lang-sme). Key features included enforcing GNU Make 4+ across builds, colorized autoconf output for log readability, and CI workflow hardening; templates and delta configurations were synchronized with the latest language templates to ensure consistent, up-to-date builds. Major bugs fixed include improved robustness of accuracy tests (defaulting to false when a program is not found) and clearer macOS guidance for Make installation, reducing build failures. Xerox FST tooling was deprecated/removed across all repos, simplifying maintenance and focusing on HFST/Foma. Overall impact: more reliable builds, faster issue resolution through clearer logs, stronger security posture in CI, and reduced maintenance overhead from deprecated tooling.
March 2025 delivered a robust cross-repo build and template alignment for the Giellalt language tooling suite (lang-sms, lang-kal, lang-sma, lang-smj, lang-sme). Key features included enforcing GNU Make 4+ across builds, colorized autoconf output for log readability, and CI workflow hardening; templates and delta configurations were synchronized with the latest language templates to ensure consistent, up-to-date builds. Major bugs fixed include improved robustness of accuracy tests (defaulting to false when a program is not found) and clearer macOS guidance for Make installation, reducing build failures. Xerox FST tooling was deprecated/removed across all repos, simplifying maintenance and focusing on HFST/Foma. Overall impact: more reliable builds, faster issue resolution through clearer logs, stronger security posture in CI, and reduced maintenance overhead from deprecated tooling.
February 2025 performance summary: Delivered cross-repo reliability improvements across giellalt/lang-sme, -kal, -sma, -sms, and -smj, focusing on test stability, build robustness, and template synchronization. Key deliverables include test-suite stabilization for issue #467, lexicon/test-script path refinements, and consistent delta.toml template versions across all repositories. These changes reduce release risk, improve cross-platform builds, and enable faster iteration cycles.
February 2025 performance summary: Delivered cross-repo reliability improvements across giellalt/lang-sme, -kal, -sma, -sms, and -smj, focusing on test stability, build robustness, and template synchronization. Key deliverables include test-suite stabilization for issue #467, lexicon/test-script path refinements, and consistent delta.toml template versions across all repositories. These changes reduce release risk, improve cross-platform builds, and enable faster iteration cycles.
January 2025 performance summary: Implemented extensive emoji processing capabilities and strengthened the build, test, and template alignment across Giella language repositories to deliver more reliable, scalable language processing with broader emoji support and improved developer productivity. Key features delivered: - Emoji support across Giella language processing repos (sme, kal, sma, smj, sms): new emoji lexicons and transcription paths, configuration hooks, and version checks to ensure compatibility with shared components. - Template language version pinning and delta alignment: updated delta.toml revisions/SHAs to lock template language versions and ensure consistent builds across repos. - Build system stabilization and CI improvements: introduced PKG_CHECK_MODULES based dependency checks, improved shared library validation, added CI rebuild trigger tests, and refined build defaults; resolved stability issue by including 'dev' in PHONY. - QA and testing enhancements: added spellchecker quality test scripts, imperatives/verb QA tests, and suggestion-quality tests to drive quality improvements. - Cross-repo maintenance and alignment: coordinated delta/template updates and build-system refinements across lang-sme, lang-kal, lang-sma, lang-smj, and lang-sms to maintain feature parity and compatibility. Major bugs fixed: - Build stability fixes across Kal: resolved build failures by including the dev target in the PHONY targets, and strengthened dependency checks to produce clearer messages. - General build/test reliability improvements: CI/test pipeline validations and robust dependency checks reduced flaky builds and accelerated feedback. Overall impact and accomplishments: - Higher release confidence with consistent builds, improved emoji-enabled language processing, and expanded QA coverage, enabling more accurate transcription, spelling, and verb-imperative handling. - Demonstrated end-to-end ownership from feature development (emoji processing) to build-system robustness and testing quality, delivering business value through reliability and user-facing capabilities. Technologies/skills demonstrated: - Build systems: PKG_CHECK_MODULES, pkg-config, delta.toml template management, template-version pinning. - Language tooling and lexicons: emoji lexicons, transcription paths, shared component version checks. - Testing and QA: spelling quality tests, suggestion-quality scripts, imperative verb QA tests. - CI/CD and reliability: CI rebuild tests, robust dependency validation, PHONY target management.
January 2025 performance summary: Implemented extensive emoji processing capabilities and strengthened the build, test, and template alignment across Giella language repositories to deliver more reliable, scalable language processing with broader emoji support and improved developer productivity. Key features delivered: - Emoji support across Giella language processing repos (sme, kal, sma, smj, sms): new emoji lexicons and transcription paths, configuration hooks, and version checks to ensure compatibility with shared components. - Template language version pinning and delta alignment: updated delta.toml revisions/SHAs to lock template language versions and ensure consistent builds across repos. - Build system stabilization and CI improvements: introduced PKG_CHECK_MODULES based dependency checks, improved shared library validation, added CI rebuild trigger tests, and refined build defaults; resolved stability issue by including 'dev' in PHONY. - QA and testing enhancements: added spellchecker quality test scripts, imperatives/verb QA tests, and suggestion-quality tests to drive quality improvements. - Cross-repo maintenance and alignment: coordinated delta/template updates and build-system refinements across lang-sme, lang-kal, lang-sma, lang-smj, and lang-sms to maintain feature parity and compatibility. Major bugs fixed: - Build stability fixes across Kal: resolved build failures by including the dev target in the PHONY targets, and strengthened dependency checks to produce clearer messages. - General build/test reliability improvements: CI/test pipeline validations and robust dependency checks reduced flaky builds and accelerated feedback. Overall impact and accomplishments: - Higher release confidence with consistent builds, improved emoji-enabled language processing, and expanded QA coverage, enabling more accurate transcription, spelling, and verb-imperative handling. - Demonstrated end-to-end ownership from feature development (emoji processing) to build-system robustness and testing quality, delivering business value through reliability and user-facing capabilities. Technologies/skills demonstrated: - Build systems: PKG_CHECK_MODULES, pkg-config, delta.toml template management, template-version pinning. - Language tooling and lexicons: emoji lexicons, transcription paths, shared component version checks. - Testing and QA: spelling quality tests, suggestion-quality scripts, imperative verb QA tests. - CI/CD and reliability: CI rebuild tests, robust dependency validation, PHONY target management.
December 2024 monthly summary for giellalt/lang-sme focused on build maintenance and component hygiene in gramcheck. The primary change was deprecating and removing the spellrelax component from the gramcheck build, which simplifies the build process and lowers ongoing maintenance burden.
December 2024 monthly summary for giellalt/lang-sme focused on build maintenance and component hygiene in gramcheck. The primary change was deprecating and removing the spellrelax component from the gramcheck build, which simplifies the build process and lowers ongoing maintenance burden.
Summary for 2024-10 (giellalt/lang-smj): Focused on testing and stability improvements rather than feature delivery. No new user-facing features were released this month; a controlled test environment was prepared by temporarily disabling the RNum lexicon to reduce variability.
Summary for 2024-10 (giellalt/lang-smj): Focused on testing and stability improvements rather than feature delivery. No new user-facing features were released this month; a controlled test environment was prepared by temporarily disabling the RNum lexicon to reduce variability.
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