
Marco Pinto enhanced the languagetool-org/languagetool repository by developing and refining Portuguese grammar and spelling rules, focusing on both PT-PT and Brazilian variants. He engineered rule-based systems using Java and XML, expanding disambiguation logic, formalizing new grammar checks, and integrating AI-assisted suggestions to accelerate rule maintenance. His work included extensive lexicon management, exception handling, and vocabulary enrichment, which improved accuracy and reduced false positives. Marco’s technical approach emphasized maintainability, with regular code cleanup, rule lifecycle management, and robust testing. The depth of his contributions ensured broader language coverage, higher reliability, and a more scalable foundation for future language tool development.

October 2025 (languagetool-org/languagetool) — Concise monthly summary focused on improving disambiguation accuracy, robustness, and maintainability across Portuguese rules. Key features were delivered in disambiguation.xml with extensive enhancements, improved exception handling, and expanded coverage. Major bug fixes targeted disambiguation reliability and false positives in edge cases. The outcomes drive better user-facing accuracy, with more reliable parsing and decision logic across PT-PT and general Portuguese. Demonstrated strengths in XML rule authoring, Java-based tooling context, testing, and careful refactoring for maintainability.
October 2025 (languagetool-org/languagetool) — Concise monthly summary focused on improving disambiguation accuracy, robustness, and maintainability across Portuguese rules. Key features were delivered in disambiguation.xml with extensive enhancements, improved exception handling, and expanded coverage. Major bug fixes targeted disambiguation reliability and false positives in edge cases. The outcomes drive better user-facing accuracy, with more reliable parsing and decision logic across PT-PT and general Portuguese. Demonstrated strengths in XML rule authoring, Java-based tooling context, testing, and careful refactoring for maintainability.
September 2025 (2025-09) focused on expanding Brazilian Portuguese coverage, refining disambiguation, and stabilizing core rules in LanguageTool. Delivered new Brasileirismo rule BRASILEIRISMO_ESTAR_DE_SACO_CHEIO with enablement, AI-assisted rule improvements, CONTRAÇÕES_OBRIGATORIAS enhancements, a rewritten EM_QUE_ONDE_NO_QUAL rule, MAIORES_PRINCIPAIS lifecycle, APs added to PHRASAL_VERB_RESIDIR_EM, and formal FALAR_DE_ABORDAR and CERTO_INDICADO_PARA rules. Achieved extensive disambiguation.xml work (verbs/nouns fixes, last-rule optimization, and additions like 'um'), PT-PT grammar/disambiguator fixes, and lexical resource updates (added.txt and spelling.txt). Also fixed FP in OS_DOIS_AS_DUAS_AMBOS_AMBAS and related disambiguator issues to improve accuracy and user experience.
September 2025 (2025-09) focused on expanding Brazilian Portuguese coverage, refining disambiguation, and stabilizing core rules in LanguageTool. Delivered new Brasileirismo rule BRASILEIRISMO_ESTAR_DE_SACO_CHEIO with enablement, AI-assisted rule improvements, CONTRAÇÕES_OBRIGATORIAS enhancements, a rewritten EM_QUE_ONDE_NO_QUAL rule, MAIORES_PRINCIPAIS lifecycle, APs added to PHRASAL_VERB_RESIDIR_EM, and formal FALAR_DE_ABORDAR and CERTO_INDICADO_PARA rules. Achieved extensive disambiguation.xml work (verbs/nouns fixes, last-rule optimization, and additions like 'um'), PT-PT grammar/disambiguator fixes, and lexical resource updates (added.txt and spelling.txt). Also fixed FP in OS_DOIS_AS_DUAS_AMBOS_AMBAS and related disambiguator issues to improve accuracy and user experience.
August 2025 monthly summary for languagetool (Portuguese PT/PT-PT). Focused on expanding rule coverage, enriching the PT vocabulary, and tightening rule logic to improve accuracy and maintainability. Delivered a set of feature enhancements, essential dictionary updates, and targeted bug fixes that collectively raise PT processing quality and reliability for end users and downstream products.
August 2025 monthly summary for languagetool (Portuguese PT/PT-PT). Focused on expanding rule coverage, enriching the PT vocabulary, and tightening rule logic to improve accuracy and maintainability. Delivered a set of feature enhancements, essential dictionary updates, and targeted bug fixes that collectively raise PT processing quality and reliability for end users and downstream products.
Month: 2025-07 — During this period, the languagetool PT-PT rule engine progressed significantly with formal rule creation, coverage expansion, and data-quality improvements. The work delivered several new rules, refined existing ones, and performed extensive cleanup to improve stability and reduce false positives. These changes translate into more accurate grammar checks, broader language coverage, and lower maintenance overhead, delivering higher business value to users and downstream apps.
Month: 2025-07 — During this period, the languagetool PT-PT rule engine progressed significantly with formal rule creation, coverage expansion, and data-quality improvements. The work delivered several new rules, refined existing ones, and performed extensive cleanup to improve stability and reduce false positives. These changes translate into more accurate grammar checks, broader language coverage, and lower maintenance overhead, delivering higher business value to users and downstream apps.
June 2025 monthly summary for languagetool-org/languagetool: Portuguese rule expansion and quality improvements focused on PT accuracy, coverage, and reliability. Implemented formal TAMANHO_DIMENSÃO rule stabilization; added SER_ADJECTIVE_AGREEMENT and COLOCAÇÃO_ADVÉRBIO rules; introduced MEDO_RECEIO with temp flag removal; performed PT rule-set refinements and disambiguation fixes; expanded spelling/lexicon and multiword/Latin phrase support. Result: higher PT accuracy, fewer false positives, broader PT coverage across PT-Portugal and PT-Brazil contexts, and improved user trust. Skills demonstrated include rule engineering, data/lexicon curation, multiword handling, and release-quality engineering.
June 2025 monthly summary for languagetool-org/languagetool: Portuguese rule expansion and quality improvements focused on PT accuracy, coverage, and reliability. Implemented formal TAMANHO_DIMENSÃO rule stabilization; added SER_ADJECTIVE_AGREEMENT and COLOCAÇÃO_ADVÉRBIO rules; introduced MEDO_RECEIO with temp flag removal; performed PT rule-set refinements and disambiguation fixes; expanded spelling/lexicon and multiword/Latin phrase support. Result: higher PT accuracy, fewer false positives, broader PT coverage across PT-Portugal and PT-Brazil contexts, and improved user trust. Skills demonstrated include rule engineering, data/lexicon curation, multiword handling, and release-quality engineering.
May 2025 focused on strengthening rule formalization, AP handling, disambiguation, and lexical/resource updates for languagetool.org/languagetool. Key work includes formalizing PEDIR_SOLICITAR across V2 and V3 with AP improvements and corrected examples; introducing TEMOS_TERMOS confusion rule and removing the temp_off symbol; adding AP support to multiple rules (GENERAL_NUMBER_AGREEMENT_ERRORS, A_WORD, PRESO_RETIDO, and VERBO_HIFENIZADOR_VERBOS_2); refining TORNAR_IMPOSSÍVEL_IMPOSSIBILITAR; consolidating lexical/pos updates and wordiness resources; and executing comprehensive disambiguation.xml fixes that reduced false positives and removed the V.+ exception. Additional grammar rule integrations (AO_QUANDO) and resource updates (spelling/added.txt) supported broader coverage. A premium stability note was captured to assess risk without code changes.
May 2025 focused on strengthening rule formalization, AP handling, disambiguation, and lexical/resource updates for languagetool.org/languagetool. Key work includes formalizing PEDIR_SOLICITAR across V2 and V3 with AP improvements and corrected examples; introducing TEMOS_TERMOS confusion rule and removing the temp_off symbol; adding AP support to multiple rules (GENERAL_NUMBER_AGREEMENT_ERRORS, A_WORD, PRESO_RETIDO, and VERBO_HIFENIZADOR_VERBOS_2); refining TORNAR_IMPOSSÍVEL_IMPOSSIBILITAR; consolidating lexical/pos updates and wordiness resources; and executing comprehensive disambiguation.xml fixes that reduced false positives and removed the V.+ exception. Additional grammar rule integrations (AO_QUANDO) and resource updates (spelling/added.txt) supported broader coverage. A premium stability note was captured to assess risk without code changes.
April 2025 performance summary for languagetool.org/languagetool focusing on Portuguese rule coverage, disambiguation improvements, and vocabulary expansion. Delivered end-to-end enhancements that increase accuracy, language coverage, and maintainability, driving higher end-user trust and broader applicability of Portuguese grammar checking.
April 2025 performance summary for languagetool.org/languagetool focusing on Portuguese rule coverage, disambiguation improvements, and vocabulary expansion. Delivered end-to-end enhancements that increase accuracy, language coverage, and maintainability, driving higher end-user trust and broader applicability of Portuguese grammar checking.
Month: March 2025 | Repository: languagetool-org/languagetool. Focused on expanding Portuguese rule coverage, stabilizing rule lifecycles, and improving error handling. Key outcomes include: (1) Portuguese rule set enhancements with new rules CARRO_AUTOMOVEL_VEICULO, SIMPLIFICAR_COMO_SENDO, MAGOADO_RESSENTIDO, and improvements for há/que usage and style; (2) TOTALIZAR rule activation and cleanup, with metadata adjustments and removal of temporary flags; (3) Portuguese wordiness improvements with detection and concise suggestions for phrases like 'dá um total de' and 'dão um total de'; (4) Portuguese language exception handling improvement to enhance error reporting for linguistic edge cases. Technical approach included rule design, lifecycle management, and NLP heuristics; business value: higher accuracy and usability for Portuguese users, reduced false positives, and easier future rule expansion.
Month: March 2025 | Repository: languagetool-org/languagetool. Focused on expanding Portuguese rule coverage, stabilizing rule lifecycles, and improving error handling. Key outcomes include: (1) Portuguese rule set enhancements with new rules CARRO_AUTOMOVEL_VEICULO, SIMPLIFICAR_COMO_SENDO, MAGOADO_RESSENTIDO, and improvements for há/que usage and style; (2) TOTALIZAR rule activation and cleanup, with metadata adjustments and removal of temporary flags; (3) Portuguese wordiness improvements with detection and concise suggestions for phrases like 'dá um total de' and 'dão um total de'; (4) Portuguese language exception handling improvement to enhance error reporting for linguistic edge cases. Technical approach included rule design, lifecycle management, and NLP heuristics; business value: higher accuracy and usability for Portuguese users, reduced false positives, and easier future rule expansion.
February 2025 — PT-PT LanguageTool enhancements delivering expanded lexicon, robust disambiguation, and broader rule coverage, driving higher accuracy and better user experience for Portuguese. Key outcomes include lexicon expansion for depreciativo_pt_pt, fixes to rare verbs/nouns in disambiguation, AP enhancements to POSSESSIVE_WITHOUT_ARTICLE, multi-rule PT improvements, and spelling/formal-rule updates, along with targeted FP reductions to reduce false positives.
February 2025 — PT-PT LanguageTool enhancements delivering expanded lexicon, robust disambiguation, and broader rule coverage, driving higher accuracy and better user experience for Portuguese. Key outcomes include lexicon expansion for depreciativo_pt_pt, fixes to rare verbs/nouns in disambiguation, AP enhancements to POSSESSIVE_WITHOUT_ARTICLE, multi-rule PT improvements, and spelling/formal-rule updates, along with targeted FP reductions to reduce false positives.
January 2025 (2025-01) performance summary for languagetool: Delivered a broad set of rule enhancements and localization updates, with a strong emphasis on accuracy, maintainability, and user value. Achievements include extensive AP (ability to prescribe/analyze) expansions across key rules, AI-assisted AP suggestions, PT-PT localization improvements, and targeted disambiguation/lexicon enhancements. Also addressed stability and quality issues to reduce misclassifications and remove deprecated flags. Key outcomes: improved rule coverage and consistency; faster contributor guidance via AI-assisted suggestions; better PT-PT support and user experience; expanded lexicon and disambiguation accuracy; and reduced risk of misclassifications and stale flags through cleanup and migrations.
January 2025 (2025-01) performance summary for languagetool: Delivered a broad set of rule enhancements and localization updates, with a strong emphasis on accuracy, maintainability, and user value. Achievements include extensive AP (ability to prescribe/analyze) expansions across key rules, AI-assisted AP suggestions, PT-PT localization improvements, and targeted disambiguation/lexicon enhancements. Also addressed stability and quality issues to reduce misclassifications and remove deprecated flags. Key outcomes: improved rule coverage and consistency; faster contributor guidance via AI-assisted suggestions; better PT-PT support and user experience; expanded lexicon and disambiguation accuracy; and reduced risk of misclassifications and stale flags through cleanup and migrations.
December 2024 monthly performance summary for languagetool-org/languagetool focusing on business value, accuracy improvements, and maintainability. Delivered targeted rule enhancements, disambiguation refinements, and vocabulary enrichment across PT language tools, enabling more reliable grammar checks with fewer false positives. Emphasis on AI-assisted maintenance and scalable rule updates to reduce time-to-value for changes affecting language rules and user experience.
December 2024 monthly performance summary for languagetool-org/languagetool focusing on business value, accuracy improvements, and maintainability. Delivered targeted rule enhancements, disambiguation refinements, and vocabulary enrichment across PT language tools, enabling more reliable grammar checks with fewer false positives. Emphasis on AI-assisted maintenance and scalable rule updates to reduce time-to-value for changes affecting language rules and user experience.
November 2024 (2024-11) performance snapshot for languagetool.org/languagetool focusing on Portuguese language rule accuracy, spelling quality, and release readiness. Delivered substantial rule refinements to disambiguation.xml, targeted bug fixes to verb/noun handling, and dictionary enhancements, all aimed at reducing false positives, improving user-facing correctness, and smoothing the path for the upcoming major verbs/nouns update. Maintained Premium integrity while stabilizing core rules through intensive maintenance and hygiene work across grammar.xml and postag handling.
November 2024 (2024-11) performance snapshot for languagetool.org/languagetool focusing on Portuguese language rule accuracy, spelling quality, and release readiness. Delivered substantial rule refinements to disambiguation.xml, targeted bug fixes to verb/noun handling, and dictionary enhancements, all aimed at reducing false positives, improving user-facing correctness, and smoothing the path for the upcoming major verbs/nouns update. Maintained Premium integrity while stabilizing core rules through intensive maintenance and hygiene work across grammar.xml and postag handling.
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