April 2026: Delivered WebGPU-enabled 3D Point Cloud rendering improvements and enhanced overlay labeling workflows, with substantial documentation and media updates across supervisely/docs. These changes improved annotation performance on dense datasets, reduced media gaps in demonstrations, and strengthened doc reliability.

March 2026 focused on strengthening the documentation foundation for Supervisely tools by improving accuracy, accessibility, and cross-format media support in the docs repo supervisely/docs. Key product-ready artifacts were delivered with concrete performance-focused guidance, enhanced video embedding for the Bounding Box tool, and expanded coverage for project configurations, helping reduce support overhead and accelerate developer onboarding.

February 2026 monthly summary emphasizing developer experience improvements through extensive documentation work across core repos: supervisorily/developer-portal and supervisely/docs. The effort focused on delivering clear, actionable guidance for API usage and collaboration workflows, with added visuals to accelerate adoption and reduce onboarding time.

January 2026: Focused feature work on YOLO26 in Supervisely docs. Delivered a consolidated documentation and training guide enhancements with new images, clearer training steps, updated checkpoints, benchmarks, and visual aids to improve user understanding and deployment. Refactored structure to group examples into scenarios and added a dedicated YOLO26 object-detection guide. Updated references and visuals including a YOLO26 result project image, exported checkpoints image, and link to the Supervisely model benchmark docs. No major bug fixes reported this period; all work centered on documentation quality and developer onboarding. Impact: smoother onboarding, faster deployment, and reduced support overhead for YOLO26 users. Tech stack and skills: documentation engineering, asset management, content refactoring, version control discipline, and domain knowledge of YOLO26 and object detection workflows.

November 2025: Delivered the Heatmap Widget with interactive visualization over images, streamlined initialization by removing the static_dir parameter, and enhanced visuals and annotation assets. Expanded documentation for heatmap usage and related functions (including set_heatmap_from_annotations) along with updated main image. No major bugs reported this month; overall impact includes improved data visualization UX, faster onboarding for developers, and clearer guidance for integration.

Concise narrative for Oct 2025: Delivered targeted documentation enhancements in supervisely/docs to improve troubleshooting and remote logging clarity; scope included clarifying that only error-level system logs are transmitted and providing actionable steps for users to verify issues via browser Console and network inspection. These changes reduce support time, increase user trust, and streamline incident triage. Contributions include two commits: 81c7197d54df8a5ab331c02588f9cdb54852fe1b (Clarify remote logging details in support documentation) and b6d7c657421b97880bd1c2e93cc7f35c54ae1f57 (Enhance troubleshooting guidance by detailing steps to check browser Developer Console and network requests).

September 2025 monthly summary for supervisely/docs highlights documentation and asset hygiene improvements that enhance usability, reduce onboarding time, and lower maintenance costs. Delivered two features focused on documentation clarity and asset management across toolbox variants; no production code changes were required. The work improves user understanding of the labeling module toggle tags and reduces repo clutter in the Horse Racing solution.

Month: 2025-08 Overview: Delivered substantial documentation improvements across the Supervisely docs and developer portal, focusing on onboarding usability, navigation, and developer experience. The work enabled faster onboarding for new users, clearer guidance for developers integrating AI search capabilities, and better maintainability of the docs suite. Key features delivered: - User Management Documentation Improvements (supervisely/docs): clarified user creation and team invitation workflows, and improved discoverability of user management sections in post-install docs. Commits: 5eb15dc31339d3783a049525f28a86d95ef59f54; 127fa62a759cd32d3c2ecb3a51f17bb8d198fb36; 486e002d47f5a56aceeea6c7725a8b112e22d71d - Neural Networks Training Documentation Structure Update (supervisely/docs): reorganized NN training docs by replacing overview.md with a README to enhance navigation and accessibility. Commit: 6c4c1387df5a80294e8f1d2aeebc639a683a34d3 - AI Search Tutorial and Documentation (supervisely/developer-portal): launched and refined user-facing AI Search tutorial and its docs, including tutorial link in docs, clarified service names, updated SDK version requirement, and notes on embeddings and AI search modes for better usability. Commits: 4e15abd2346ed03110a26b11ba56f7bcff6bcf48; f213b57fed3ee73eea2a52d5aa3ade04f7ccaa70; f8b2d3621c5c17d1f3c1b071e330ca83dcf84aaa; 08ff6d934dbf42f39f84d4da926820854ce48e57; e2d65ecea9748d2becbb96b9370a7938ebfb9098 - Developer Documentation Improvements (supervisely/developer-portal): enhanced developer-facing docs with app development compatibility notes, guidance on skip_sdk_version_validation flag, and clearer driver-version references in config docs. Commits: d8b2a96c06eae6908c96559171babc80492f6b1d; d503e6dbb730ed418ca4c92b2a535ab5b7cdb1cc; e0145430122276231af084b472d23affb1cbacd1 Major bugs fixed: - No user-facing bugs identified. This month focused on documentation quality, formatting corrections, and navigation improvements to reduce onboarding friction and improve developer experience. Notable micro-fixes included READMEs formatting fixes and clearer cross-references across sections. Overall impact and accomplishments: - Accelerated onboarding and reduced time-to-knowledge for new users through clarified workflows and improved documentation structure. - Strengthened developer experience by providing clearer AI Search guidance, SDK version alignment, and defensive notes on embeddings and search modes. - Improved doc maintainability with consistent formatting, updated links, and explicit compatibility notes, reducing support overhead and future churn. Technologies/skills demonstrated: - Documentation engineering: README-first restructuring, clear service naming, and embedding/semantic search concepts explained for end users. - Versioning and upgrade awareness: SDK version requirements updated to reflect current capabilities. - Cross-repo collaboration: coordinated updates across docs for Supervisely docs and developer portal, aligning user journeys from onboarding to advanced developer topics.

July 2025 performance summary focused on strengthening developer-facing documentation, alignment with privacy/security policies, and enabling smoother data workflows across key repositories. Delivered structured, example-rich docs to accelerate onboarding and reduce support friction, while reinforcing best practices for data handling and configuration management.

June 2025: Documentation enhancements for Supervisely/docs focused on accuracy, navigability, and media asset governance. Implemented a comprehensive Point Cloud Episod Documentation Media Asset Refresh to ensure correct asset references, up-to-date tutorials, and removal of outdated assets. Added Documentation Navigation Redirects via .gitbook.yaml to preserve access when URLs change, improving discoverability and user experience. Standardized embedded media handling across the docs, including video embeds with rel=0 where applicable, and consolidated media/resource updates to reduce broken links. These changes improve onboarding, reduce support queries related to outdated content, and enhance maintainability for future documentation updates.

April 2025 focused on elevating developer onboarding, data import/export reliability, and blob-format clarity across the repository suite. Major investments were made in the Optimized Import workflow and the Advanced Export pathway, with a parallel effort to improve documentation for blob-based storage and dataset handling. The work strengthened business value by reducing setup time, lowering friction for large-scale data imports, and ensuring up-to-date SDK references and export formats.

In March 2025, delivered a Comprehensive Data Export Tutorial for the Supervisely developer portal, equipping developers with end-to-end guidance on exporting and formatting project data using the Supervisely Python SDK. The work focused on a single feature delivered in the supervisely/developer-portal repository, emphasizing efficient data export workflows through batch processing and asynchronous operations, and showcasing conversions to COCO, YOLO, and Pascal VOC formats. No major bugs were reported this month; the emphasis was on empowering scalable data export and improving developer productivity.

February 2025 monthly summary focusing on key accomplishments, business value, and technical achievements across two repositories.

January 2025 performance summary for supervisely/developer-portal: Delivered a new Custom Image Sorting Feature and updated documentation to reflect sorting parameters and metadata handling. These changes enhance image curation UX, ensure data consistency for analytics, and align terminology across the repository.