Oracle adoption conditions and Qwen audio structure analysis
Publish the selected Oracle procurement partnership and Claude Code 2.1.312 updates, with current highlights, the recent index and four related dossiers.
Add a Qwen-Audio-3.1-ASR analysis with four findings and three original redraws, preserving variant capabilities, training supervision, evaluation protocols and deployment limits.
Provide a bilingual Oracle share card; successful publication rotates homepage reports and cards while preserving complete indexes and stable links.
Terra authorization boundaries and GRAFT gradient routing
Publish the selected Terra, Claude Code 2.1.311, AI science disclosure and Gemini storage-default updates, with three related dossiers and existing Codex history retained.
Add Terra system-card and GRAFT analyses, each with four findings and two original redraws, distinguishing experimental denominators, authorization boundaries and training limitations.
Provide a bilingual Terra share card; successful publication rotates homepage reports and cards while preserving complete indexes and stable links.
Add the official Day 21 reset announcement and GPT-6.1 Terra, preserving the original announcement date, subsequent Day 22 post, verified avatar and plan and usage limits.
Add iOS remote commands, Signals data, research disclosures and MoMo payments in Vietnam, without inventing timestamps or treating research claims as verified results.
Share 80 reviewed entries across the website and AI readers: 42 core entries and 38 other OpenAI updates, preserving concurrent news and model charts without a database migration or API change.
Add a full technical analysis to existing Cerebras news D-256, examining 59 wafers, approximately 190 requests, pipelining and performance-comparison conditions.
Pair four findings with detailed arguments and three original calculation/schematic figures, separating model specifications, teaching assumptions, cache budgets and service commitments.
Preserve the original event and first-publication history; successful publication rotates four homepage reports while retaining the complete index and stable links.
Complete model capability and cost snapshot refresh
Refresh the AA and Arena charts to 172 and 99 plotted configurations, including Kimi K3.1 Pro, Muse Wonder and newly available prices.
Update the Kimi and Meta flagship selections to K3.1 Pro and Muse Wonder, retaining Full’s missing price, historical configurations, genuine source dates and independent metric units.
Require complete AA data when its default filter hides historical models, preserving data provenance and fingerprints; daily checks still never publish values automatically.
Claude execution boundaries and distributed biological reasoning
Publish the selected Claude Code 2.1.309/310, Cerebras multi-wafer explanation and resolved Claude incidents, with related dossiers and the news overview.
Add a distributed biological-reasoning analysis and three original redraws, retaining denominators, compute limits, prediction errors, expert-review limits and a one-case discrepancy between the main text and supplement.
Provide a bilingual Claude Code share card; successful publication rotates homepage reports and cards while retaining all indexes and stable links.
Official Day 20 reset announcement and completion statement
Add the official Day 20 reset announcement and Tibo’s propagation-complete confirmation, dated October 25 in Beijing.
Combine the three original posts into one entry with original text, Chinese translation and a verified avatar; do not substitute the confirmation timestamp for an exact effective time or invent plan and allowance coverage.
Share 74 reviewed topic entries across the website and AI readers, preserving concurrent news, figures and existing content without a database migration or API change.
Kimi adoption conditions, monitorability metrics and employment research
Update the selected Kimi K3.1 Pro, UK AI Biosecurity Lab and resolved Claude incidents, with two related dossiers and the news overview.
Add monitorability and Anthropic employment analyses, each with four findings, matching arguments and three FieldToFit figures, retaining samples, denominators and causal limits.
Provide a bilingual Kimi share card; actual publication rotates four homepage reports and three cards while retaining all indexes and stable links.
Add official Day 19: changing reasoning settings within a Codex / Work conversation no longer invalidates its cache, retaining the actual publication date and scope.
List faster Dots call connections under Other OpenAI; add Tibo’s original post and verified avatar to CLI 0.164.0 without changing its release date or ID.
Share 73 reviewed topic entries between the website and AI readers, preserving concurrent enterprise news, research figures and history; no database migration or API change.
Enterprise Claude, legacy-model shutdown and two containment analyses
Update the selected OpenAI legacy-model shutdown, unified Claude Enterprise experience and AISI replay study, with the news overview and two related dossiers.
Provide four findings and three FieldToFit figures per report, retaining D-242 history, experimental conditions and a disclosed source discrepancy.
Add the bilingual Enterprise card and rotate homepage reports and cards only on actual publication, retaining full indexes and historical links.
Add the official Day 18 reset announcement and CLI 0.164.0, preserving original posts, verified avatars, the timing window and terminal requirements.
Add Open Responses governance, training containment and the Brotli disclosure under Other OpenAI, distinguishing source dates, follow-up disclosures and patch history.
Share 71 reviewed entries between the website and AI readers; announcements do not count as confirmed effective resets, while existing flagship models, technical maps, APIs and database structures remain compatible.
Connect historical methods to specific models across horizontal training, inference and systems maps, with a model directory, linked highlighting, two-model evidence comparison and section-level sources.
Cover 15 companies through 25 model or unresolved entries, 105 technical milestones, 47 technical relations and 27 model disclosures; retain explicit gaps rather than inferring closed-model architectures.
Replace the homepage's fixed seven milestones per map with key/all views, zoom and endpoint navigation; preserve old milestones, 18 questions, reading records, bilingual content and public APIs without a database migration.
Cloud access, skills standards and two Claude research analyses
Publish the selected Google Cloud access, Agent Skills donation, Mercury 3 and FLUX.3 Image Klein updates, with two existing dossiers and the news overview.
Analyze Claude formal verification and quantum circuit research through four findings and three independent redraws each, retaining methods, resource definitions and evidence limits.
Add the bilingual Google Cloud access card; rotate two homepage reports and one card only on publication, retaining full indexes, historical dates and share links.
Show selected training, inference and systems milestones together on a shared timeline, with more space for recent years and sourced relations, replacing nine first/last route excerpts.
Open milestone evidence and locate it in the complete maps; combine illustrated questions, the 18-question directory, progress and manual reading marks.
Preserve all 93 milestones, 43 relations, 18 articles and their revisions, existing browser records and public APIs; bilingual shared content without a database migration.
Add the official Day 17 reset announcement and timing window, with Tibo’s post, translated quotation and verified avatar; an announcement does not count as a confirmed effective reset.
Add Decisions API general availability, a historical internal-agent monitoring assessment and the 26-country ChatGPT Ads expansion under Other OpenAI, preserving event dates and scope.
The topic now contains 66 reviewed entries shared by the website and AI readers; existing technical maps, content, public APIs and database structure remain compatible.
Complete technical maps of training, inference and systems
Start from definitions of training, inference and systems, then show three complete horizontal maps for 2017–2026, retaining all 93 milestones and 43 sourced relations.
Summarize each milestone by year, technology and representative model or project; add zoom, pan, minimaps and full-screen reading, with desktop inspectors and mobile sheets for mechanisms, limits, adoption evidence and primary sources.
Company highlighting and legacy deep links retain the complete maps; homepage previews, 18 articles, local reading records and read-only APIs remain compatible without a database migration.
Add the approved DeepInfer analysis to featured technical reports, retaining D-207 and its original event date with a stable report URL.
Five findings and matching arguments distinguish model architecture, caching, parallelism, dynamic verification and benchmark conventions, with two official figures and one data redraw.
Add related reading to the DeepSeek dossier; actual publication rotates the four homepage reports while retaining older reports in the full index.
Duet, platform and security updates with two original report analyses
Cover the selected Claude Duet, Google Cloud partnership, PHP fixes and Claude Security updates, with two existing dossiers and the complete news overview.
Analyze the selected Claude scorpion-binder research and GPT-6.1 Sol system card through four findings and three redraws each, retaining original dates, experimental denominators and limits.
Create the bilingual Duet card; rotate homepage reports and cards only on actual publication, retaining old articles, complete indexes and share links.
Technical evolution relations and a 2025–2026 focus
Expand the three maps to 27 routes, 93 milestones and 43 explicit relations, explaining bottlenecks, mechanisms, evidence and new constraints.
Highlight 2025–2026 reasoning training, agent coordination, hybrid architectures, compressed attention, speculative decoding and systems, with recent-focus and full-history views.
Bind papers, technical reports and official engineering sources to milestones; distinguish publication, revision and model adoption while preserving 18 articles and browser reading records.
Add the official Day 15 reset announcement and Day 16 caching update, separating announcements, account receipt and API cache pricing.
Cover the affected-account usage fix, locked chats and election-information integrations; backfill two desktop fixes and Agents API tooling.
Date sandbox prewarming to its October 9 source log, retain the later post and clarify active-turn billing across web summaries and AI reading.
Full notes
Add PHP checking skills, Dots Pro usage boundaries, API project service tiers and the Rosalind research atlas with source-date precision and claim limits.
Add a 2017–2026 LLM topic with three horizontal branching maps, 16 routes, 31 milestones and company/model-specific evidence.
Show highlights on the homepage, with all milestones, track collapse, node details, company highlights and full-screen reading in the complete maps.
Provide 18 bilingual illustrated questions, a KV-memory calculator and browser-local reading records with revision notices, filters and stable detail links.
Update approved MiniMax M3.1 Flash and Timestral news with related existing profiles, retaining prices, licenses and weight-release boundaries.
Reuse the existing event for the selected OpenAI coding research, with four findings, matching arguments and three redraws; separate metrics, effort conditions and cost units.
Publish a bilingual card and rotate homepage reports and cards using actual receipts, preserving historical indexes and the concurrent Codex topic.
Add the official Day 15 COOKED broadcast announcement and backfill Chrome tab research and Work browser actions with their original event dates.
Cover recovery for affected OpenCode API customers and MultiLangBench research, preserving scope, source-date precision and attribution of official results.
Clarify how Day 14 message editing treats later outputs and tool calls; keep the website, calendar summaries, source posts and AI reading on the same reviewed revision.
Prioritize news from the past 24 hours while clearly dating recent developments and seven-day observations; review selection value, original dates and duplication across all six news sections.
Expand market coverage to 30 companies across the US, mainland China, Hong Kong and Korea, grouped by industry with currencies, sessions, sources and unverified fields preserved.
Adopt the approved magazine reporting and bilingual PDFs, with server-side editorial evidence and proof checks for new editions; preserve historical copy, revisions and PDFs.
Claude updates, AI expectations and information card
Publish the approved Claude instruction-access and OpenTelemetry platform updates and related profile conditions, retaining model versions, pricing and history.
Publish the selected AI expectations report through four findings, matching arguments and three FieldToFit redraws, preserving samples, survey periods, questions and conditional-scenario boundaries.
Publish the bilingual card and stable share images; confirm homepage rotation from actual publication receipts, retaining full indexes and old links.
Compatible bounded MCP reading and connection diagnostics
Add optional summary pagination and complete JSON chunks for news, profiles and reports, bound to query, language and content hashes. Keep existing endpoints, tools, arguments and default full results compatible.
Improve trusted-certificate handling in the stdio bridge and distinguish certificate, DNS, timeout and HTTP failures without disabling TLS verification or revealing credentials.
Make the For your AI check read a published summary and show the failing stage and elapsed time; update four-client setup and bilingual reading and troubleshooting guidance.
Give the daily journal nine ordered sections, with a standalone product tracker and business after policy across web, bilingual PDFs and AI reading.
Expand robotics, infrastructure and business research through topic checks, Chinese and international searches and media leads, verifying original dates, event stages and transaction terms.
Bind new research, event and product evidence to editorial review and PDF proofs. Hide publication timestamps on the page while preserving audit records, historical layouts, hashes and PDFs.
GPT-6 safety analysis, DeepSeek web tools and approved daily updates
Cover the DeepSeek checkpoint, web tools and OpenAI / Gemini migration notices, updating related profiles, homepage highlights and full news while retaining original dates and history.
Present the selected GPT-6 October system card with four findings, matching arguments and three FieldToFit redraws, distinguishing product month, length adjustment and agent boundaries. Rotate homepage reports after publication and retain the full index.
Attach the selected Search / Fetch card to the same news identity, with Chinese and English share images and stable QR links. Enter the homepage after publication and preserve older cards, details and share links.
Three-part briefings and information-card rotation
Add daily information-card recommendations and existing-card checks as the third briefing part: normally one recommendation, up to three when valuable. Keep news, reports and card choices separate and report actual coverage and failures.
Rotate the three-card homepage window atomically with successful publication. Retain replaced cards in the complete index, details and share links; ordinary edits do not promote cards, and position changes preserve private drafts and genuine dates.
Add a read-only card handoff, one homepage selection shared by web and AI, and proposed versus actual replacement receipts. Rotate only after successful publication; saving and previewing preserve public selection.
Present four core findings, matching arguments and three original factual diagrams for the selected MAI-Base-2 report, separating data exposure, matched-BPB compute efficiency and system metrics.
Continue ten approved October17 updates, nine existing dossiers and seven related earlier events. Synchronize three homepage highlights, five complete-section highlights and latest-event tables.
Reuse four-report rotation after successful publication, retaining every report and stable entry in the complete index. Preserve source dates, Codex progress, the public daily journal and model charts.
Five approved topic updates and historical announcement backfills
Cover GPT-6 Astra Pro parallel agents and tool improvements in ChatGPT, collaborative Slides in Space, and GPT-Live API prompt-generated voices with nine presets, retaining plan, billing and rollout boundaries.
Backfill the October 7 Day 2 reset-processing statement and October 8 Day 3 banked-reset announcement and confirmation. Keep historical dates; completion posts do not establish exact activation or individual balances, and the strict reset count remains zero.
Publish five specifically approved entries after bilingual previews at three widths and matching AI previews. The topic has 42 logs (24 Codex/Work and 18 Other OpenAI). Distinguish the Pro original and edit times and omit an unsupported Day 12 label; preserve homepage charts, interfaces and schedules.
Display complete Artificial Analysis and Arena charts, one per row, preserving model names, company colors, label leaders, score intervals, units and genuine dates.
Fit each full chart proportionally on desktop and mobile. Both the chart and reading link open the corresponding source; reuse the full section’s renderer and current reviewed snapshot while preserving filters, model search and fullscreen.
Deploy v1.11.3 and verify bilingual chart data, source links, production assets and HTTP/MCP versions through direct reads, preserving existing content. Bilingual layouts at four widths and interactions passed local checks; production browser interaction checks remain pending after connection timeouts.
Add the official Day 10 reset and completion statement and Day 11 capacity improvements on their real October 15 Beijing dates. A completion post is not an exact activation or account-credit time.
Cover CLI 0.163.0, GPT-Live-1.1 Voice, native Decisions integration, Enterprise Sites, Rosalind academic applications and Site-count changes. Reuse D-155 for Voice and retain its existing safety analysis; the Voice API remains forthcoming.
Publish eight approved topic entries after bilingual human/AI previews at three widths. The topic has 37 logs (21 Codex/Work and 16 Other OpenAI), with zero strict resets and a provenance-backed real-avatar cache. Preserve the homepage, complete sections, compatible interfaces and schedules.
Muse Spark Open analysis and eight approved updates
Present four findings, matching arguments and three original diagrams for the selected Muse Spark Open materials, separating deployment requirements, task scoring, evidence provenance and kernel versus end-to-end gains.
Continue the eight approved October16 A–H updates, six dossiers and explicitly related earlier events. Refresh highlights, complete sections and latest-event tables on the optimized homepage while retaining source dates and history.
Apply the existing four-report rotation after successful publication. Keep all historical reports in the complete index and preserve unselected reports and model-chart snapshots.
Full notes
Preserve parallel Voice and Codex evidence on the same item, clarify UTC and Beijing dates, and restore its missing publicly referenced author image.
Seven homepage previews and complete reading sections
Arrange AI Daily, recent developments, information cards, selected technical reports and analysis, the Codex log, model capability and pricing, and ongoing watch in the agreed order. Keep the daily and information-card styles, use one lead and two secondary highlights, four reports in a desktop 2×2 grid, and vertically stacked model sources.
Add five complete sections for developments, information cards, Codex, models and ongoing watch while reusing daily editions, reports and item details. Preserve old links, filters, dates, language switching and return positions.
Load only visible previews and necessary publication checks on the homepage, then read complete content by section. Homepage HTML and embedded data are 86.9% smaller with the same records; reviewed content, genuine source dates and full HTTP/MCP interfaces remain compatible.
Full notes
Deploy v1.11.0 to production and verify both homepage languages, five complete sections, three MCP versions, static assets and preservation of existing content through direct reads. Four widths, light/dark layouts and reading round trips passed local browser checks; production browser interaction checks remain pending after connection timeouts.
Add a newspaper-style daily preview below the four For you reading links, with genuine edition dates, a centered introduction and up to three highlights in desktop columns or a mobile stack.
Reuse the published daily snapshot and bind full-edition and story links to its date and revision, preserving language, archive access and the homepage reading position.
Include publications, corrections, withdrawals and Beijing date changes in homepage update checks. Distinguish unpublished issues, samples, empty archives and read failures. Deployed as v1.10.4, with production acceptance of both languages on desktop and mobile widths.
Implement a four-report homepage window, replacement after successful publication and a complete index, sharing selection and ordering across interactive HTML, direct HTML and AI reads.
Define genuine publication and reviewed substantive-revision dates; routine checks and copy edits do not promote reports, and receipts record actual entries and exits.
Deploy to production and connect the existing morning task to actual publication receipts; retain reviewed articles and the original schedule. Consecutive-day operation remains under observation.
Nano Banana2.1 analysis and approved daily updates
Present four findings, matching arguments and three original redraws for the owner-selected Nano Banana2.1 model card, separating human-preference Elo, automated factuality, editing tasks and safety assessments.
Continue the six explicitly approved October15 A–F updates, six matching dossiers and overview/latest-event projections while preserving source dates, distribution conditions and historical versions.
Retain existing report reading, bilingual review and shared HTTP/MCP data. Unselected reports, unverified leads and model charts keep their prior status.
Codex Day 9 storage optimization and GPT-5.5 retirement
Add D-145 for official Day 9 desktop state-storage optimization at 07:32 Beijing time on October 14. Identify 60% as an official projection and retain a verified Tibo excerpt and real avatar.
Add D-146 for GPT-5.5 retirement from ChatGPT-authenticated Codex; API-key sessions are unaffected. Preserve October 14 source-date precision and separately state the October 15 03:00 Beijing cutoff.
Publish both after bilingual review and human/AI previews at three widths. The topic has 29 logs (17 Codex/Work and 12 Other OpenAI) with zero strict resets; preserve reading optimizations, compatible public interfaces and schedules.
Reusable reading data, detail return and publication checks
Reuse reviewed data delivered with homepage HTML so reports, Codex logs and charts avoid a second full read. Load collapsed dossiers and heavy materials on demand.
Retain URL filters, the selected Codex date, expanded sections and reading position across detail visits. Bound the in-memory public cache, prompt for ordinary updates, and clear prior content after confirmed withdrawals or access changes.
Reuse public reads and processing within a server request, validating current publication dependencies before every cache hit. Revalidate complete exports while preserving existing HTTP and MCP contracts.
Local GPT preparation, review and automatic daily delivery
Use local Codex GPT for daily research, bilingual writing and factual review as requested, without MiniMax or an additional paid model API.
Bind local copy to evidence, provide private bilingual PDF proofs and page-by-page layout review, and deliver automatically after 09:00 with resumable preparation and public readback. Preserve owner edits, withdrawals and published revisions.
Preserve the private 07:30/08:00 editorial task, magazine design, complete-close market basis and historical sample. Local execution requires the computer and app to be online; free quote verification and consecutive real publications remain under observation.
Gemini 4 Argon analysis and approved daily updates
Add four findings, matching arguments and three FieldToFit redraws for the owner-selected Gemini 4 Argon model card, retaining task, execution-setting and safety-delta definitions.
Preserve month-only report dates without inventing a first day, maintaining compatibility with daily dates and shared editor, web, HTTP and MCP data.
Continue the nine explicitly approved A–I updates, seven dossiers, follow-up history and overview/latest-event projections; reports 2/3, unverified leads and model charts retain their existing status.
Full notes
Retain the independently approved Codex fixes for original fields in English AI JSON previews and narrow source-card headers, without overwriting D-126/D-144 or other reviewed content.
Codex reset completion and Agents sandbox pre-warming
Amend D-126 with Tibo’s official Day 8 global reset completion statement, updating the body, calendar overview and source card together while preserving October 13 and its ID.
Add Agents API sandbox pre-warming as D-144 in Other OpenAI, explaining advance setup, free pre-attachment warming and standard container billing after attachment.
Protect original-post fields in the English admin AI JSON preview and wrap narrow source-card headers so author names remain readable.
Full notes
Preserve genuine Beijing dates, official numbering and evidence boundaries. Do not invent exact reset activation or complete plan eligibility; the strict reset count remains zero. The two items are published and display fixes are verified; the coordinated month-compatible deployment follows.
Consolidate the complete AI Daily module: the first For you entry, magazine editions and archives, seven sections, product tracking, latest complete market closes and bilingual magazine PDFs.
Move the daily target to 09:00 Beijing time: collect at 07:45, close the news window at 08:30, publish at 09:00 and verify at 09:05; update bilingual copy and delay detection together.
Upgrade to v1.9.0 with explicit owner approval and require proactive patch/minor/major assessment before development. Preserve previous versions and tags. This release is deployed with the approved October 13 evening sample and bilingual PDFs. Licensed quotes, complete collection, model access and minute-level scheduling are still incomplete; automatic publication remains disabled.
For your AI release verification and remote lookup connection fix
Complete the For your AI workspace delivery with the approved headline, FieldToFit emblem and official marks for Codex, Claude, OpenClaw and Pi.
Fix a remote lookup disconnect discovered during production verification: release the index transport before saving or resuming a cursor, without retrying writes whose outcome is uncertain.
Add regressions for expired connections and lost write responses while preserving published content, public APIs and SQLite pagination semantics. Full chat acceptance in all four clients remains incomplete.
For your AI connection workspace and four client guides
Redesign For your AI with open spacing, subtle glass lighting and the headline “Connect FieldToFit to your AI.” The illustration uses the FieldToFit emblem and the selected client's official mark.
Provide seven setup paths for Codex, Claude, OpenClaw and Pi, with official references and precise copy actions. Use the GPT mark for Codex as requested and retain the other clients' official geometry and colors.
Bring the first question, three usage examples and service checks forward while retaining search, downloads and Codex topic sync. Support both languages, themes, mobile layouts and no-JavaScript guides.
Full notes
Distinguish service availability from actual client connection and provide manual copy recovery. Full chat acceptance in all four real clients remains incomplete.
Introduce the approved immersive For you banner with a sunset city, glass sphere, dense light points and orbiting FieldToFit lettering.
Animate by default with pointer trails and click pulses; remove the interaction hint and playback button as requested, while supporting reduced motion and a static fallback.
Refine the bilingual introduction and adapt to the available content width, preserving all three reading links, contents navigation and the Following filter transition.
Muse Wonder model-card analysis and reviewed daily updates
Publish the Muse Wonder model-card analysis, with four findings and three FieldToFit redraws explaining memory scope, workflow scoring and safety mitigations.
Add updates for Muse Wonder, nanoMuse 1.0.4, Strata 0.1.43.1, Pi 1.2.0, Deep Agents 0.7.24 and Hermes 0.21.7, synchronizing five dossiers, the overview and latest events.
Verify bilingual desktop/mobile reading and matching AI data, retaining original event dates, historical versions and the limits of unreproduced experiments.
Codex official Days 7 and 8, with reset confirmation
Add official Day 7: a 500k default GPT-6.1 Sol context in Codex / Work and no long-context surcharge on subscription usage, without extending the statement to API or purchased credits.
Add the official Day 8 global-reset announcement with its PST wording; amend D-123 with official Day 6's fully-propagated confirmation while retaining October 11.
Keep articles, overviews, real avatars and original-post cards on one reviewed source, with 26 topic records; preserve the strict reset counter and receive two additions plus one amendment through the normal MCP checkpoint.
Information cards initially hide audience and adoption conditions, revealing them on hover or keyboard focus. An explicit button lets touch readers expand and collapse them.
Cards stay flat while retaining hover enlargement and glare. Wider cards keep the three-column layout, and expanding one leaves its neighbors compact.
Publish the first Claude Cowork, ChatGPT × Devin and Haiku 5.5 cards, with bilingual layered explanations, official evidence and manually prepared share images.
Read dated releases, highlights and full notes in the new on-site changelog, newest first.
Open the source repository from the compact FieldToFit icon and OPEN SOURCE link below Content management.
Keep developers, purposes and related developments for new daily selections in the watch overview.
Full notes
Find the changelog below About FieldToFit or in More on mobile. It supports direct version links, earlier releases and both languages. While visible, the page checks for updates every minute and when returning to the foreground, then lets you refresh without losing your reading position. Failed reads can be retried.
The site and source repository share the same release history. The running version is marked separately; earlier deployments are marked only with explicit evidence, preserving original dates. The compact source link uses the FieldToFit brand mark and opens the repository on desktop and mobile.
Add Tibo's official Day 6 global usage-reset announcement on October 11 Beijing time, calendar Day 7, with matching overview, article and original-post/reply cards.
Distinguish verified reset announcements from confirmed-effective resets; preserve timestamp evidence and the real avatar without inventing plans, an EOD timezone or an effective time.
Fix English news search to use each record's reviewed translation; the normal MCP checkpoint receives one addition followed by an empty read, with 24 topic records.
Add an illustrated Explore link below the ChatGPT/Claude name and developer, using existing topic URLs on desktop and mobile.
Start the timelines with the original GPT in 2018 and Claude in 2023, adding 40 source-backed historical milestones while separating model releases from product launches.
Start at the first generation with details collapsed; add year navigation and Latest, with an internally scrolling mobile timeline. Preserve launch pricing and conditions, leaving unverified prices as dashes.
Full notes
Keep historical milestones separate from FieldToFit event articles, with shared bilingual HTTP/MCP data and withdrawal/revision protection. Deployed as v1.8.30; production bilingual HTTP/MCP, asset consistency and data preservation checks pass. Production browser interaction remains limited by timeouts.
Implement REQ-6-18 through 21: four-column overviews for all five watch groups, with ChatGPT/Claude pinned, dashes for generic-model purpose, and a linked record in every recent-event cell.
Place model milestones above the timeline and products below, with historical launch API prices and initially closed details; mobile uses a newest-first vertical layout with keyboard support and one open node.
Present dated FieldToFit events with summaries, independent notes, complete history loading and return-to-reading navigation; preserve existing dossiers, materials and revisions.
Full notes
Share bilingual reading data across the website and AI API. Recent editorial highlights are used because comparable popularity data is unavailable. Deployed as v1.8.29 with production bilingual API/MCP and data-preservation checks passed; production browser interaction checks remain incomplete after timeouts.
Refine REQ-6-18 through 21 with four-column overviews and dashes for uninformative cells; rename the detail views ChatGPT/Claude and remove version routes.
Show release date, model and price in initially collapsed milestone nodes, with major updates on click; redesign the dated event list for owner alignment.
Implement REQ-7-7: a rounded View fullscreen button with an expand icon opens either chart in native fullscreen, fitting all model names, axes, attribution and dates to the screen by default, with filters and exit restoration preserved.
Full notes
Chart fullscreen is deployed as v1.8.28; production versions, all three MCP endpoints and unchanged public data are verified. Watch-view proposals remain a separate pending delivery.
Complete REQ-23 switching guards: pending or failed reads cannot display or export data from the previous language.
Preserve filters and unsaved canonical editor data; restore the reading anchor or scroll position after the response, with reader actions taking priority.
Verify six frontend state scenarios and a four-second delayed browser read; production deployment and checks are recorded in the same English validation document.
Implement REQ-23: complete English interface and reviewed translations for 119 developments, 51 profiles, five reports and readable history, with stable /en links and server-rendered English.
Use the same English revision for public HTTP/MCP, copying, downloads and bundles; preserve original evidence, identities, sources and dates, with explicit errors for missing or stale translations.
Add source-bound English review and bilingual previews for publication, merging, intake and public notes; complete isolated regression and corpus checks. Deploy this batch with owner authorization; v1.8.27 subsequently adds switching guards.
Ship the private difference dispositions and history completed in v1.8.24, including declined or withdrawn evidence, reasoned reopening and cross-day evidence deduplication.
Back up the production database before an idempotent addition of the disposition table, preserving published content, private drafts and check history.
Register REQ-23 for complete English site content, audit gaps in reports, profiles and AI materials, and propose reviewed backfills and bilingual publication for owner alignment.
Curate the owner's selected report 2 on Anthropic's unintended model actions with four numbered findings and arguments, separating observed cases, author judgments and FieldToFit analysis.
Add two original diagrams on action boundaries and layered defenses, retaining the October 9 source date, missing incidence denominators and independent-verification limits.
Complete the approved A–F publications and Hermes Agent / Claude Agent SDK profile updates through existing review, stable links and shared web/AI content.
Publish owner-approved D-113 on connecting personal ChatGPT plans to Devin, retaining paid-Devin eligibility, supported-model limits and quota fallback.
File the event under other OpenAI on October 10 with Tibo's excerpt, verified real avatar and bilingual overview; the 23-item topic shares its reviewed revision across web, API and MCP.
Export three earlier publications and the D-26 revision to source, preserving production content, approved reading materials and existing maintenance schedules.
Curate the owner's selection of today's report 1, SelfSearch v2, with a route overview and four numbered findings and arguments on tool evolution, experimental costs and model transfer.
Add four original redraws and diagrams, retaining genuine report dates, model configurations, task subsets and shared-success cost denominators, with counterexamples and replication limits.
Document daily recommendations of 2–3 reports and organization, verification and publication after selecting one; separate ordinary news approval from report selection and retain review, stable links and shared web/AI content.
Curate four owner-approved updates: the Pro composer-prediction beta, Dots mobile and task follow-ups, the Windows MXC sandbox and CLI 0.162.1 fixes, retaining genuine dates and eligibility.
Keep Dots' official Day 5 in the separate other-OpenAI group; allow its official number only with a reviewed Tibo primary post for the same event.
Retain real avatars, original excerpts, bilingual overviews and save/dual-preview/review/publish gates, with the same reviewed revision across the website, API and MCP.
Curate the owner-aligned October 5 a16z consumer report with four numbered findings, matching arguments, highlights and separate editorial interpretation.
Add three verified-statistic redraws and one reading diagram, retaining US panel scope, units, genuine report/data dates and sources; separate purchase observations from future hypotheses.
Make figure enlargement and editor guidance accurate for originals, redraws and diagrams, retaining review, stable links, history and shared web/AI evidence.
Rename the recent section, contents, report index and AI entry to “Selected Technical Reports & Analysis”, with matching editor, no-script pages and bilingual documentation.
Preserve stable links, illustrated reading, public revisions and shared interfaces; the category rename leaves reviewed reports intact.
Review the October 5 a16z consumer report, September 30 State of Markets II and October 8 OpenRouter update; proposed topics await owner alignment.
Implement route overviews, centered large headings, numbered findings and matching arguments, retaining mobile graph edges, reading navigation and section links.
Add reviewed text editing, original figure enlargement, highlights and separate editorial judgment to existing publication and revision workflows; share evidence across web, HTTP, MCP and no-script pages.
Expand the reviewed Agent in a Bottle entry with four findings, figures 2–4 and table 1, preserving older maps, genuine report dates, units, citations and first-publication history.
Keep D-98 official Day 4 steering/Ultrafast and D-99 CLI 0.162.0, the 18-log topic, genuine October 9 Beijing dates and aligned web/API/MCP data.
Integrate the committed report screenshots, highlights and numbered findings/arguments proposals, preserving sources, page numbers, licenses and actual prototype validation boundaries; the new design remains unbuilt.
Preserve both commit histories and align final v1.8.16 backend/frontend versions, bilingual READMEs and release records; retain the published v1.8.14 tag and reviewed database content.
Publish D-98 as one official Day 4 log, keeping faster steering before GPT-6.1 Sol Ultrafast and distinguishing plan eligibility, API access, performance claims, and billing.
Publish the stable CLI 0.162.0 release as D-99. Both genuine Beijing timestamps fall on October 9, calendar Day 5, while retaining the original October 8 dates and separate official numbering.
Expand the topic to 18 logs, split nine Codex/Work and nine other OpenAI, with calendar, date strip, genuine Tibo portrait/posts, HTML, API, MCP, and AI handoff from one publication source.
Backfill CLI 0.161.0, iOS 1.2026.272 and Tibo's official Day 3 Cloud encore, retaining genuine Beijing timestamps and source-date precision; the encore appears on October 8.
Add interactive quizzes from teens' notes and reuse D-91 for the chat-latest snapshot and related posts: seven Codex/Work logs and nine other OpenAI logs, with no unsupported resets or future announcements.
Keep the compact calendar, date strip, genuine Tibo portrait and source posts aligned across HTML, API, MCP and AI handoff; retain the Day 2 roundup's 2.1–2.4 order.
AA and Arena support arbitrary company combinations, including Other. Toggle companies independently, restore all after removing the last, and retain All companies and Company flagships shortcuts.
Preserve selections in URLs, across reloads and source switches, with legacy company/flagship links supported. Search, values and coverage tables follow the selection while coordinates and reviewed snapshots stay consistent.
Add shared company, search and reset controls to enlarged charts. Complete the REQ-7-6 design; 44 regression tests, the production build and 14 browser check groups in both local and production environments pass. Version 1.8.10 is deployed.
Add GPT-6 Intelligent UI, Haiku 5.5 and Claude SDK browser/computer toolsets; refresh the overview and the GPT, Claude and Claude Code v2.1.293 profiles while preserving version history.
Keep Sonnet's September 28 launch prices and append the October 7 cache-read reduction and Haiku release. Original pages remain linked; MCP exposes our commentary and explicit material coverage.
Review complete AA and Arena snapshots with 161 and 94 plottable configurations. Arena's data cutoff is October 2, separately from the October 8 review; missing values, estimates, configurations and independent units remain explicit.
Full notes
Add Gemini 4 Argon and Sonnet 5.5 configurations to Arena, retaining official launch dates separately and accepting two exact Google/Anthropic launch domains without expanding score or price sources.
Extend recent developments with question-based technical maps, stable detail links and a historical index; the aligned DeepSeek-V4.1 case exposes mechanisms, conditions, results, limitations and report locations.
Share the reviewed graph across the website, related model dossiers and AI, with typed relationships, sharing, public revision comparisons and paired editorial previews; drafts and private checks remain isolated.
Add a 30-day research and potential-revision queue, daily handoff capped at ten reports and weekly consolidation lists; verified dates and versions feed concrete proposals before owner-approved drafting and publication.
Add a private daily ledger for all published CW profiles, freezing official entry plans, comparing approved dossiers, retaining findings and retry failures, and preparing update proposals.
Read and cite revision-bound sections, paragraphs and physical PDF pages, with explicit image, scan and formula gaps and compatible character-offset reads.
Bind corrections to specific fields or source positions and track verified publication repairs; expose reviewed receipts while keeping reports, contacts and internal notes private.
Full notes
Compare public CW dossier revisions through share links and downloads, with matching API and four new read-only MCP tools and current withdrawal permissions.
Add Tibo’s official Day 2 roundup above October 7 calendar Day 3, linking the four existing logs in 2.1–2.4 order with his verified avatar, original post and translation.
Order that date’s details as 2.2, 2.3 and 2.4; keep 2.1 on its real October 6 date and both API entries in other OpenAI. The roundup adds no extra events.
Share source-backed numbering across the website, static HTML, API, MCP and AI handoff, including cross-date references and scoped or withdrawn-link handling.
Backfill free Auto-review, the Meetings topic announcement, API tiers, Decisions public beta, ChatGPT audio uploads and mathematical results: 11 topic logs, with four Codex / Work entries and seven other OpenAI entries.
Add bilingual overviews to all six entries and verified Tibo excerpts and current X-profile avatars to the five entries with related posts; keep supplementary replies collapsed.
Preserve D-55's September 29 limited-preview context while adding its public-beta follow-up and related record; retain source-date precision for the two date-only announcements.
Full notes
Keep the website, static HTML, API and MCP on the same published revision: 89 developments and 49 watch profiles, retaining the briefing, earlier topic logs and reviewed charts.
Add Mistral Large 4 public preview and Claude Cowork cloud-task developments and refresh the overview: 83 developments and 49 watch profiles.
Update Ollama v0.40.0, vLLM v0.31.0 and Claude Code v2.1.292 profiles with runtime requirements, migration changes and task fixes while retaining historical versions.
Add four fixed README and license documents for Ollama and vLLM, readable through the website and MCP; other official originals remain linked with explicit coverage gaps.
Full notes
Preserve conflicting Mistral parameter descriptions and pending weights, explain Cowork local-resource availability, and retain AA's 152 points, Arena's 92 points and their review dates.
Fold consecutive empty calendar weeks by default, show one summary plus remaining counts, and support range/full-month expansion, today and remembered preferences while preserving strip views and selected logs.
Add the topic MCP connection /api/mcp/codex with one codex_updates tool for initial full reads and subsequent additions, corrections and removals, including scoped pagination, expiry recovery and shared sources.
Provide connection and daily-sync instructions plus a read-only client that advances its checkpoint only after saving the complete cache; daily reads at 22:30 Beijing time are configured for this chat.
Add month-calendar and date-strip views with daily summaries, month and today navigation, remembered preferences and preserved log selection.
Attach Tibo's original excerpt, Chinese translation and matching X avatar to the speed announcement, with expandable originals, provenance and related posts.
Review overview, post and avatar data in the existing editor; share one published revision across the website, static HTML, API, MCP and AI handoff.
Full notes
Patch the existing source-map-js build dependency to compatible version 1.2.2 after build verification identified its advisory.
Launch Codex: 28 Days of Progress alongside At a glance and Releases & updates, with date navigation, latest logs, a reverse chronological timeline, mobile and theme support, and AI handoff.
Start on October 5 in Beijing and backfill the announced ~50% default speed improvement and CLI 0.160.1 fix. Group other OpenAI announcements separately, reusing textGrain and adding API HIPAA self-service and ChatGPT Ads measurement updates.
Share reviewed publication records, revisions and sources across the website, public HTML, API and MCP. Add topic editing and validation of date precision and reset scope, and connect the 22:00 nightly preparation workflow.
Add Beam, Cloudflare Web Search API and OpenAI textGrain developments and refresh the overview: 77 developments and 49 watch profiles.
Add a Cloudflare search tool profile and GPT watermark adoption notes; update ComfyUI 0.39, Pi 1.0.4 and Deep Agents SDK 0.7.22 while preserving earlier versions.
Provide 12 fixed source documents and license texts through the website and MCP: Cloudflare documentation, Pi README and MCP guide, and ComfyUI and Deep Agents READMEs with their licenses. Beam and textGrain originals remain links.
Full notes
Explain Beam's pending weights and textGrain's rollout and detection limitations. Preserve AA's 152 points, Arena's 92 points and their dates; synchronize bilingual READMEs, project management and verification records.
Add a Strata development and tool profile with hardware, quantization and memory requirements: 74 developments and 48 watch profiles.
Bring GPT-6 Sol/Luna, GPT-6.1 Sol and Claude Opus/Sonnet 5.5 into their existing version tables, linking published developments and preserving historical entries without duplicate news.
Update Claude Code permission fixes, DeepSeek Harness preview capabilities and Addy Skills workflow and instruction corrections. Add 11 fixed source documents and license texts for web and MCP reading.
Full notes
Fix publication failures caused by reading related-news context after buffered writes. Snapshot associations before writes and retain concurrency checks across publication, material observations and relationship changes.
Keep Claude Code originals as links while redistribution rights remain unverified. Preserve AA's 152 points, Arena's 92 points and their dates; synchronize bilingual READMEs, project management and verification records.
Place the lead briefing across the top with a two-column grid beneath, removing the empty column caused by a four-row lead span.
Keep each image beside its own story and retain its source. Full captions, revision and license details remain in the enlarged view; mobile uses the original reading order in one column.
Preserve reviewed text, editorial order, follows and archive filters. Six viewport layout checks and 25 reading regressions pass; production version, responsive layout and image interactions are verified.
Ship anonymous browser-local follows, unread updates, independent read/check progress, import/export and explicit legacy-save migration previews. Lists remain in the current browser.
Add opt-in direct-related-news scope and baseline initialization to HTTP/MCP changes, with personal AI handoff guidance and unchanged default API behavior.
Add aggregate UV/PV, visible content, entry sources, returning browsers and successful exports/source reads, plus a private dashboard and CSV. The additive production migration and deployment are verified.
Full notes
Add daily official update checks for existing profiles to the original briefing schedule. Record REQ-19 and implement the image-led briefing with reviewed media, date-grouped release lists and layered section overviews; preserve detail links and existing reads. Display D-72’s reviewed official image in production. Verify the backup, additive migration, cloud build and desktop/mobile deployment; natural cross-day observation remains pending.
Publish five developments covering Kolibri, DeepSeek Ascend tools, BootLoops, AG-UI 1.0 and Supabase/Turso, refreshing the overview: 73 developments and 47 watch profiles.
Add Kolibri, BootLoops and AG-UI profiles; extend DeepSeek with Ascend computation and expert communication material while preserving previous content.
Share nine new fixed originals and license texts through web and MCP. Explain model memory, hardware availability, research verification and SDK migration limits; retain DeepEP as links while licensing remains unverified.
Full notes
Preserve AA's 152 points, Arena's 92 points and their review dates. Synchronize bilingual READMEs, project management and publication evidence.
Publish five developments covering FLUX 3 Image, Muse Gadgets, decision models in llama.cpp, AstaBrief and Microsoft MAI audio models, and refresh the overview: 68 developments and 44 watch profiles.
Add Muse Gadgets and AstaBrief profiles; extend Laya with llama.cpp integration material while preserving existing versions and originals.
Share eight new fixed documents and license texts through web and MCP, including device SDK, Linux permissions, server API and model-card guidance. Explain support, checkpoint and licensing boundaries.
Full notes
Preserve AA's 152 points, Arena's 92 points and their review dates. Synchronize bilingual READMEs, project management and publication evidence.
Publish six developments: Gemini 4 Argon, Pi 1.0, Clef, Google Skills, Data Agent Kit and Olmo-core 3; feature the first five in the overview: 63 developments and 42 watch profiles.
Update Gemini and Pi; add Clef, Data Agent Kit and Olmo-core. Share ten new fixed originals with MIT/Apache-2.0 license text through web and MCP.
Refresh the complete AA snapshot: 152 plotted configurations and 154 missing coordinates among 306 releases from 2026. Resolve releaseSlug date references and retain source names/nulls; preserve Arena's 92 points and dates.
Full notes
Select Argon as Google's flagship and explicitly show its absence in the unchanged Arena snapshot. Synchronize bilingual READMEs, project management and validation evidence.
Publish five developments: GPT-6.1 Sol, Dots, DevDay developer tools, Muse for Small Business and Kumo Tabular; refresh all five overview entries.
Add Kumo Tabular to Model watch profiles with tabular in-context prediction, adoption requirements and limitations: 57 developments and 39 watch profiles.
Share five fixed Kumo originals via web and MCP: model card, code README, third-party license statement, Apache-2.0 and OpenMDW-1.1 licenses, preserving revisions and attribution.
Full notes
Clarify Sol cache/long-context pricing, Dots permissions and usage, proposed MCP Events, limited Decisions preview and Muse availability. Preserve AA133/Arena92 snapshots and update bilingual READMEs, project management and validation.
Publish Sonnet 5.5, Holo4, Cloudflare cf/Forge and YODAS v3, and refresh the overview while preserving original dates, versions and adoption limits.
Add Kitesurf to Tool watch profiles, covering WebMCP, Browser Run access, terminal rendering and compatibility: 52 developments and 38 watch profiles.
Share six fixed originals through web and MCP: Forge README and Apache-2.0 license; Kitesurf adoption documentation, Cloudflare attribution statement, CC-BY-4.0 and MIT licenses.
Full notes
Distinguish Sonnet token pricing from task cost, Holo4 model licenses, YODAS annotation coverage and dated Kitesurf documentation. Keep AA133/Arena92; update bilingual READMEs, project management and validation.
Publish five developments: Copilot local sandboxing, Nemotron 3 Diarization, LeRobot humanoids, Ember-1 and DeepSeek DSec. Refresh the overview while keeping original publication and review dates distinct.
Add relore to the Tool watch category, covering work-in-progress discovery, historical decisions and verification against current code: 48 developments and 37 watch profiles.
Share five originals from one fixed relore commit through web and MCP: README, operations, CLI guide, changelog and Apache-2.0 license. Other materials retain verified source links.
Full notes
Disclose conflicting Ember training availability, unconfirmed DSec platform open-source availability and untested claims. Keep the 133-point AA and 92-point Arena snapshots; update bilingual READMEs, project management and validation.
Publish the Muse Realtime Avatar technical announcement and refresh the overview, distinguishing real-time embodiment from Muse Spark text-model scores and documenting reported metrics and availability limits.
Add Ollaya, Whiteboard and AgentRun to the Tool/Harness watch categories with adoption paths and limitations, reaching 43 developments and 36 watch profiles.
Provide 10 fixed-revision originals through web and MCP: READMEs, API/adoption guides, changelog, licenses and NOTICE, preserving attribution and SHA-256 hashes.
Full notes
Retain the reviewed 133-point AA and 92-point Arena snapshots and their genuine dates. Update both READMEs, the project overview and release verification evidence.
Publish the approved LFM2.5-VL-DSpark, Transformers GGUF and Gemini Connected Apps developments: 42 news items and 33 watch profiles, with an updated overview retaining Muse and Live Avatar.
Refresh Arena using September 25 source data reviewed on September 26: 92 plotted configurations, including Muse Spark 1.3, Opus 5.5 and MiMo V2.6; nine flagship series now have complete coordinates.
Preserve the existing 133-point AA snapshot and its review date, including Muse Spark 1.3 max/xhigh. Keep each source’s score, price unit and missing-data disclosures separate.
Full notes
Share fixed-revision Transformers GGUF documentation and its Apache-2.0 license through web and MCP. Other announcements remain link-only, and reported benchmarks are not presented as independent FieldToFit tests.
Publish the approved A–F topics: Gemini 3.8 TTS, local models in Antigravity SDK, Meta Muse, Strands Harness, FLUX 3 Action and Gemini Live Avatar, reaching 39 developments and 33 watch profiles.
Refresh the five-item overview and add Strands to the Harness watch category, documenting default mechanisms, adoption paths and limitations while retaining earlier developments.
Provide 10 distinct fixed-revision originals from Antigravity, Strands and FLUX, including READMEs, adoption guides, licenses and NOTICE files. Web and MCP share these materials; unlicensed announcements remain link-only.
Full notes
Preserve original dates, review dates and availability boundaries. Apache-2.0 for FLUX repository code and documentation does not replace the model weights’ custom license. Existing reviewed model chart snapshots are retained.
Read published collections, reviewed merges and genuine modification dates in one read-only transaction for the sitemap, removing repeated remote maintenance lookups; production responses improved from about 8.7–9.1 seconds to 2.11–2.67 seconds.
Preserve shared public validation, draft/withdrawal/merge exclusions and no-cache behavior without rewriting existing introductions or content.
Google domain DNS verification is complete, and the submitted sitemap passed a live URL test; its report still shows a fetch failure, with successful processing and indexing unconfirmed.
Publish the five approved developments on Opus 5.5, GPT-6 Sol/Luna, Step 5 Preview, Alibaba’s AI roadmap and rabbitOS 3; feature the first two while retaining earlier news, for 33 developments and 32 profiles.
Refresh AA and Arena snapshots reviewed on September 23, plotting 133 and 84 configurations with independent units, score intervals and explicit gaps. Arena’s source cutoff is September 13.
Select Opus 5.5, Grok 4.7 and MiMo V2.6 Pro as current flagship representatives; show missing Arena listings or prices without substituting older series. Support AA’s numeric task-cost field without substituting token prices.
Full notes
Preserve source links, original dates and limitations in shared web and AI content. The five new developments provide links to official materials, not licensed full-text copies. Verification and deployment status are recorded below.
Include v1.5.12's crawlable main pages, published detail URLs, page metadata and automatic sitemap while preserving existing titles, introductions and body copy.
Fix the Vercel upload exclusion to omit only root maintenance scripts and retain the frontend script required to generate the search HTML shell; permanently redirect the root and index.html to For you before static-file handling.
Preserve long-page links, public API/MCP and cumulative visits. Production verification passed for all 65 pages, 40 browser checks and health/MCP versions; webmaster verification and search submission remain pending.
Show cumulative site visits and the genuine start date in the public footer, including mobile, English, dark mode and unavailable states.
Count 30-minute browser sessions without duplicate visits from refreshes, navigation, tabs or retries; atomic writes preserve totals through concurrency, restarts, migrations and identifier cleanup.
Add an explanation and opt-out, respecting privacy signals and excluding administration, tests and known bots; retain only short-lived hashed identifiers, without browsing histories or full IP addresses.
Full notes
Add additive migration, collection controls and expiry cleanup; production v1.5.11, live Turso migration/transactions and desktop/mobile footers are verified. Three-day observation remains pending; search discovery is still unimplemented.
Publish the approved MiMo V2.6, Grok 4.7 and Tokenizers v1 release-candidate developments, add the Laya model profile, and feature MiMo and Grok in the quick overview while retaining earlier news.
Add eight pinned readable materials for personal AI: MiMo Pro/Flash model cards, Tokenizers README/release notes/license, and Laya README/model card/license, preserving original text, sources, revisions and redistribution notices.
State the MiMo 9B license gap, link-only Grok sources, Tokenizers prerelease and benchmark scope, and Laya fine-tuning and decision-error limitations; no model execution or chart-snapshot updates.
Full notes
Record actual briefing delivery, cross-day MCP reading and the weekly maintenance review, retaining unresolved collection failures, deferrals, backlog and missing Jev source bodies. Traffic and search-discovery requirements remain documented, without implementation.
Reassess existing candidates when metrics or source material change, retain actual observation times, and preserve manual groups and owner decisions.
Add a separate investigation-priority view with reasons; discussion signals do not establish factual quality, and cumulative stars are not growth.
Add briefing selection checks, individual or bulk editorial records, and a preparation gate, with explicit daily capacity, backlog and unchanged-evidence reuse.
Full notes
Connect the existing local briefing workflow to these checks and replay the missed Jev lead from a prepublication snapshot without changing public content or publication permissions.
Publish the approved Qwen-Image-2.1, Qwen3.8-LiveTranslate and Jev developments, refresh the quick overview, and add OpenClaw v2026.9.5 while retaining earlier versions.
Highlight the image model's research license, distinguish translation modalities and source dates, and separate Jev's typed output from decision correctness and Vercel-specific adoption figures.
Share introductions, editorial notes and source inventories through the website and MCP; new official materials remain links, without claims of full-text redistribution rights or execution tests.
Full notes
Audit the missed Jev recommendation: its official announcement entered the inbox on September 16, but priority data went stale and related community leads were not followed; proposed improvements are recorded, not implemented.
Publish four approved briefing items: Qwen3.8-Omni-Flash, Kimi Code Desktop, Copilot workflow updates, and research on harness planning and verification.
Refresh the quick overview and add the Omni-Flash branch to the Qwen table, retaining earlier versions, original source dates, adoption requirements and untested boundaries.
Provide the README, installation guide and Apache-2.0 license from one pinned commit in both the development and Qwen profile; identify other official materials as links, shared by the website and MCP.
Full notes
Record actual late briefing delivery, publication and reading checks; outstanding collection failures and deferred sources remain separate from this content release.
Publish the approved ChatGPT for Word and Speakeasy API-generation developments, explaining in-document editing, SDK/CLI output, two MCP uses and adoption boundaries.
Update the quick overview with both developments, retaining September 17 source dates, September 18 review dates, specific notes and existing-object links without duplicating watch profiles.
Distinguish official source links from licensed, pinned source text; preserve the difference between Speakeasy announcement and repository descriptions of generated-code licensing, without claiming installation or generation tests.
Full notes
Synchronize release and project records: three days of collection records are complete, continuous success and 08:00 briefing punctuality did not pass, and nine real MCP calls are evidenced without a completed final client answer.
Add Diagram Design under ongoing-watch Skills, explaining diagram selection, editable HTML/SVG, export behavior and adoption boundaries.
Publish six complete files from one pinned commit: README, core Skill, export guide, MIT license, third-party notices and plugin manifest, available through MCP search, segmented reading and bundles.
Distinguish plugin and Skill metadata versions and disclose the README/type-directory count mismatch; no installation, execution or diagram-generation result is claimed.
Full notes
Synchronize the v1.5.3 bilingual READMEs, changelog, single project-management overview and validation evidence using the existing publication and MCP interfaces.
Add the Gemini 3.8 Live development with source-backed notes on asynchronous tools, Extended Thinking and adoption materials; distinguish the September 15 announcement from the September 17 review.
Extend the Gemini watch table with both Live variants while retaining Flash; preserve two licensed Google documentation snapshots with text, code and links, shared by the website and MCP.
Record the Hermes source-reading comparison and the approved account-free following plan; the Hermes candidate remains unpublished and following remains unimplemented.
Full notes
Synchronize both READMEs, the single project-management overview and publication evidence while retaining the existing review, bundle and MCP interfaces.
Publish the approved Salesforce in Claude and agentic-coding/CI developments, preserving source dates, specific editorial notes and related profiles.
Add Hermes Agent to ongoing watch with the fixed v0.21.3 release, operating details and stability fixes; explicitly label source links and untested runtime claims.
Share the reviewed content across For you, For your AI and unified MCP lookup; record proposal approval, dual previews and publication, and synchronize both READMEs and the project overview.
Full notes
Record eight real Codex MCP calls for next-day revision checks and fixed-revision continuation; three-day operation and punctual briefing delivery remain unverified.
Add `curated_lookup` and a shared HTTP endpoint to discover published developments, ongoing-watch profiles and public stored text, with match reasons, excerpts, sources, versions, coverage and exact reading arguments.
Add reviewed aliases to current content: drafts remain private until publication; merges retain old IDs and aliases with undo support, preserving the existing MCP URL and tools.
Add search previews, scope/type filters, copy handoff and mixed-source packages to For your AI; cursor pages preserve order and recheck live permissions without exposing withdrawn text.
Full notes
Validate 311 local regression tests, desktop/mobile browsers and HTTP MCP source reconstruction by hash; synchronize the single project-management overview, bilingual READMEs and connection guides.
Add per-source daily checks, discoveries, material coverage, review submissions and publication counts, separately showing current backlog, longest waits and unrecorded historical timestamps with drilldowns.
Add actionable editorial issues for failed or unfinished sources, missing fields/materials, review queues and changed evidence. Open drafts, retry sources or defer with a review date; deferral never means resolved.
Separate Meta directory pagination from articles and drain saved articles before expanding further pages, including single-slot runs. When arXiv search fails, try the official cs.AI abstract feed while preserving the failure and search cursor.
Full notes
Prepare local briefings at 07:30 and deliver at 08:00. A real Codex client passed live retrieval, five-chunk reading and cited answers, plus isolated failure recovery; natural-day and weekly checks remain pending.
Publish the two owner-approved briefing topics: OpenAI Agents API and GPT-Live-1, each with three editorial points and links to the official announcement and developer guide.
Preserve the September 10, 2026 source dates and mark September 15 as the review and backfill date; link to the existing Codex and GPT profiles.
Increase news from 11 to 13 items while retaining 29 ongoing-watch profiles. Web and MCP share the published revision; official originals remain explicitly link-only.
Full notes
Record approval, draft linkage and actual publication in the editorial batch; synchronize project management, bilingual READMEs and release history.
Add private editorial batches for local recommendations and website selections, with continue/later/decline decisions, evidence changes, draft links and publication records.
Distinguish preparing, prepared, verified delivery and failure for briefings; preserve delivery receipts and connect the existing 08:00 local routine. On-time delivery still requires observation.
Add reviewed material manifests, licenses, missing-coverage reasons and source reading to news and watch profiles; retain twelve MCP tools with frozen material revisions and bounded bundles.
Full notes
Include seven version-pinned open-source files for the approved Artemis and Agent Skills topics. DeepSeek and Perplexity/Astra retain explicit link-only coverage.
Extend official discovery to nine additional companies, preserving earlier material when a URL changes. Keep daily checks and distinguish failed, queued and retrieved sources.
Add Google Artemis and Addy Osmani Agent Skills with usage requirements, specific skills and source links pinned to commit revisions.
Full notes
Expand to 11 news items and 29 ongoing-watch profiles, published through the shared editorial workflow for For you, For your AI and MCP; synchronize bilingual READMEs and briefing-delivery status.
Add source coverage tables for 12 organizations, showing actual channels, connection and check states, and linked published content; administrators can enable, pause and check sources.
Add 19 daily source configurations for official feeds, article indexes, model cards, repository discovery, discussions and papers, with private materials, dates, pagination and failure records.
Add priority, follow-up and verification groups with material-backed reasons, dated attention signals, manual overrides and a cross-day selected queue; selection never publishes.
Full notes
Schedule daily checks at 06:30 Beijing time with calendar-day claims and bounded parallel collection; existing public content and read-only MCP remain unchanged.
Consolidate project management in root-level FieldToFit-PM.md, using REQ-1 / REQ-1-1 IDs and explicit development, verification and shipped-feature states.
Merge the old requirements, goals, acceptance overview and roadmap, retaining mappings for 91 previous subrequirements; the current plan has 16 requirements and 99 subrequirements.
Define proactive local research, selected-candidate handoff, quality and attention ranking, the daily 08:00 proposal format and owner alignment before website changes.