Notes ยท Sphere RapidsShort notes, reminders, publishing checks, and everyday observations from Sphere Rapids.https://www.sphererapids.com/enBuild the Release Manifest Before Upload, and End the Whole Process Tree on Timeouthttps://www.sphererapids.com/notes/2026-07-12-static-release-manifest-process-boundary/https://www.sphererapids.com/notes/2026-07-12-static-release-manifest-process-boundary/Two reusable static-release rules: fix and verify the file manifest before upload, and make a timeout cover every descendant process started by the command.Sun, 12 Jul 2026 00:00:00 GMTSkipping an Unchanged NGS Knowledge Importhttps://www.sphererapids.com/notes/2026-07-04-ngs-unchanged-import-skip/https://www.sphererapids.com/notes/2026-07-04-ngs-unchanged-import-skip/A local project note about hashing built-in NGS knowledge, retaining import state, and returning before entity and alias writes when the source is unchanged.Sat, 04 Jul 2026 00:00:00 GMTPreferring the Article Date in a Dated RSS Titlehttps://www.sphererapids.com/notes/2026-06-28-rss-title-article-date/https://www.sphererapids.com/notes/2026-06-28-rss-title-article-date/A short record of preferring a dated edition title or link over an earlier RSS publication timestamp, with explicit fallback rules and a focused test.Sun, 28 Jun 2026 00:00:00 GMTBounding ImgFlow Background Workhttps://www.sphererapids.com/notes/2026-06-25-imgflow-bounded-background-work/https://www.sphererapids.com/notes/2026-06-25-imgflow-bounded-background-work/A maintenance note on limiting background image tasks, representing cancellation explicitly, and moving local file operations away from the event loop.Thu, 25 Jun 2026 00:00:00 GMTGroup Chat Plus Identity Fields and Output Cleanup Noteshttps://www.sphererapids.com/notes/2026-06-14-group-chat-plus-identity-cleanup/https://www.sphererapids.com/notes/2026-06-14-group-chat-plus-identity-cleanup/A short record of member-field validation, image record matching, memory injection rules, and output cleanup.Sun, 14 Jun 2026 00:00:00 GMTDaily AI News Source and Scheduler Noteshttps://www.sphererapids.com/notes/2026-06-13-daily-ai-news-source-scheduler/https://www.sphererapids.com/notes/2026-06-13-daily-ai-news-source-scheduler/A short record of source maintenance, scheduler tolerance, schema updates, and tests.Sat, 13 Jun 2026 00:00:00 GMTPixiv Reborn LLM Tool Registration Noteshttps://www.sphererapids.com/notes/2026-06-13-pixiv-reborn-llm-tool-registration/https://www.sphererapids.com/notes/2026-06-13-pixiv-reborn-llm-tool-registration/A short record of exposing Pixiv search as an LLM-callable tool with identity tests.Sat, 13 Jun 2026 00:00:00 GMTRSS Forwarder Aggregate Confirmation Noteshttps://www.sphererapids.com/notes/2026-06-10-rss-forwarder-aggregate-confirmation/https://www.sphererapids.com/notes/2026-06-10-rss-forwarder-aggregate-confirmation/A short record of aggregate delivery confirmation, failed-send retention, and scheduler tests.Wed, 10 Jun 2026 00:00:00 GMTAstrBot Dashboard and Access Entry Noteshttps://www.sphererapids.com/notes/2026-06-06-astrbot-dashboard-access-notes/https://www.sphererapids.com/notes/2026-06-06-astrbot-dashboard-access-notes/A short record of Dashboard, plugin WebUI, TOTP, temporary token, and UMO display updates around v4.25.3.Sat, 06 Jun 2026 00:00:00 GMTNovel Writer Manual Memory and Scene Scope Noteshttps://www.sphererapids.com/notes/2026-06-04-novel-writer-memory-scope/https://www.sphererapids.com/notes/2026-06-04-novel-writer-memory-scope/A note on manual-edit memory accounting, version memory, and current-scene scope guardrails.Thu, 04 Jun 2026 00:00:00 GMTCodex OAuth Image Regression Test Noteshttps://www.sphererapids.com/notes/2026-06-03-codex-oauth-image-regression-tests/https://www.sphererapids.com/notes/2026-06-03-codex-oauth-image-regression-tests/A note on SSE, deduplication, refresh retry, and reference-image tests for provider image generation.Wed, 03 Jun 2026 00:00:00 GMTImgFlow OAuth Image Diagnostics Noteshttps://www.sphererapids.com/notes/2026-06-01-imgflow-oauth-diagnostics/https://www.sphererapids.com/notes/2026-06-01-imgflow-oauth-diagnostics/A note on clearer OpenAI OAuth image executor errors, raw response summaries, and timeout handling.Mon, 01 Jun 2026 00:00:00 GMTPixiv Send Timeout Acceptance Noteshttps://www.sphererapids.com/notes/2026-05-31-pixiv-send-timeout-accepted/https://www.sphererapids.com/notes/2026-05-31-pixiv-send-timeout-accepted/A note on treating accepted QQ sendMsg timeout cases as delivered in random delivery records.Sun, 31 May 2026 00:00:00 GMTGroup Chat Plus Image Tool Noteshttps://www.sphererapids.com/notes/2026-05-29-group-chat-plus-step-image-tools/https://www.sphererapids.com/notes/2026-05-29-group-chat-plus-step-image-tools/A note on wiring StepFun text-to-image and image-edit tools into the final group-chat reply phase.Fri, 29 May 2026 00:00:00 GMTPixiv Random Candidate Retry Noteshttps://www.sphererapids.com/notes/2026-05-28-pixiv-random-candidate-retry/https://www.sphererapids.com/notes/2026-05-28-pixiv-random-candidate-retry/A note on continuing random-search pagination after filtering removes initial candidates.Thu, 28 May 2026 00:00:00 GMTImgFlow Audit Log Noteshttps://www.sphererapids.com/notes/2026-05-27-imgflow-audit-log/https://www.sphererapids.com/notes/2026-05-27-imgflow-audit-log/A note on JSONL audit events, rotation, and field previews inside the image task plugin.Wed, 27 May 2026 00:00:00 GMTCodex OAuth Image Streaming Noteshttps://www.sphererapids.com/notes/2026-05-26-codex-oauth-image-stream/https://www.sphererapids.com/notes/2026-05-26-codex-oauth-image-stream/A short note on extending provider-side chat capability into reference image generation.Tue, 26 May 2026 00:00:00 GMTGroup Chat Plus Behavior Integration Noteshttps://www.sphererapids.com/notes/2026-05-24-group-chat-plus-integration-note/https://www.sphererapids.com/notes/2026-05-24-group-chat-plus-integration-note/A short record of group-chat participation decisions, context buffering, proactive task cleanup, and upstream behavior integration.Sun, 24 May 2026 00:00:00 GMTPSO2 NGS Player-Friendly Title Mapping Noteshttps://www.sphererapids.com/notes/2026-05-23-pso2ngs-player-title-map/https://www.sphererapids.com/notes/2026-05-23-pso2ngs-player-title-map/A short record of mapping emergency quest English titles, Japanese names, player Chinese nicknames, and region labels.Sat, 23 May 2026 00:00:00 GMTPixiv Random Delivery Reliability Noteshttps://www.sphererapids.com/notes/2026-05-21-pixiv-random-delivery-retries/https://www.sphererapids.com/notes/2026-05-21-pixiv-random-delivery-retries/A short record of empty-result recovery, image download retries, and direct-message subscription delivery.Thu, 21 May 2026 00:00:00 GMTPixiv Random Search Control Noteshttps://www.sphererapids.com/notes/2026-05-15-pixiv-random-search-controls/https://www.sphererapids.com/notes/2026-05-15-pixiv-random-search-controls/A short record of quiet hours, group-level overrides, and filtering rules for scheduled random search.Fri, 15 May 2026 00:00:00 GMTImgFlow Multi-Reference Executor Noteshttps://www.sphererapids.com/notes/2026-05-10-imgflow-multi-reference-executor/https://www.sphererapids.com/notes/2026-05-10-imgflow-multi-reference-executor/Notes on an image workflow executor, multi-reference inputs, and 2K automatic sizing.Sun, 10 May 2026 00:00:00 GMTStyle Memory Notes for the Long-Form Writing Pluginhttps://www.sphererapids.com/notes/2026-05-10-novel-writer-style-memory/https://www.sphererapids.com/notes/2026-05-10-novel-writer-style-memory/A short record of project-level style memory, learning history, version rollback, and WebUI exposure.Sun, 10 May 2026 00:00:00 GMTCodex OAuth Provider Template Noteshttps://www.sphererapids.com/notes/2026-05-08-codex-oauth-provider-template/https://www.sphererapids.com/notes/2026-05-08-codex-oauth-provider-template/A short note on AstrBot Provider Source registration, provider templates, refresh handling, and minimal connectivity tests.Fri, 08 May 2026 00:00:00 GMTOpenResty Static Asset Cache Snippethttps://www.sphererapids.com/notes/2026-04-25-openresty-cache/https://www.sphererapids.com/notes/2026-04-25-openresty-cache/A cache-control note for the static site.Sat, 25 Apr 2026 00:00:00 GMTRSS Digest Configuration Noteshttps://www.sphererapids.com/notes/2026-04-24-rss-digest-configuration/https://www.sphererapids.com/notes/2026-04-24-rss-digest-configuration/A short record of RSS source grouping, summary prompts, translation checks, and delivery timing.Fri, 24 Apr 2026 00:00:00 GMTImage Task Folder Noteshttps://www.sphererapids.com/notes/2026-04-23-image-task-folder-notes/https://www.sphererapids.com/notes/2026-04-23-image-task-folder-notes/A naming and folder record for input images, intermediate assets, result files, and task summaries.Thu, 23 Apr 2026 00:00:00 GMTQuadratic Widget Making Noteshttps://www.sphererapids.com/notes/2026-04-22-quadratic-widget-making/https://www.sphererapids.com/notes/2026-04-22-quadratic-widget-making/A classroom-oriented record about curves, sliders, examples, and visual explanation for quadratic functions.Wed, 22 Apr 2026 00:00:00 GMTPSO2 NGS Time Conversion Noteshttps://www.sphererapids.com/notes/2026-04-21-pso2ngs-time-conversion/https://www.sphererapids.com/notes/2026-04-21-pso2ngs-time-conversion/A reminder note about event time zones, lead time, message wording, and card display.Tue, 21 Apr 2026 00:00:00 GMTStatic Blog Publishing Checklisthttps://www.sphererapids.com/notes/2026-04-20-static-blog-publishing-checklist/https://www.sphererapids.com/notes/2026-04-20-static-blog-publishing-checklist/A compact checklist for build output, RSS, sitemap, language pages, and cache headers.Mon, 20 Apr 2026 00:00:00 GMTCPU Core Latency Chart Noteshttps://www.sphererapids.com/notes/2026-04-19-cpu-core-latency-chart/https://www.sphererapids.com/notes/2026-04-19-cpu-core-latency-chart/A data-visualization note for turning core-to-core latency tables into readable charts.Sun, 19 Apr 2026 00:00:00 GMTCodex State Recovery Script Noteshttps://www.sphererapids.com/notes/2026-04-18-codex-state-recovery/https://www.sphererapids.com/notes/2026-04-18-codex-state-recovery/A personal tooling note about restoring session context, summaries, and local task state.Sat, 18 Apr 2026 00:00:00 GMT