Look back at improvements to conversational development, knowledge spaces, content extraction, and business data. Selected completed changes are collected into one entry per day.
Latest update: Sep 16, 2026
Latest updateSep 16, 2026
Current focusTable understanding and build recovery
Public history sinceAug 3, 2026
33 update days · newest first
One summary per date, updated periodically. Changes from the current day are saved for the next roundup.
Latest
Production progress on a real timeline, a calmer preview
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The production process follows the steps and timings actually observed, and the preview area is larger, quieter and faster to load.
When a request asks for several outputs, each one gets its own runtime AI form near the top of the page instead of one merged response.
Image wording is no longer mistaken for a runtime AI requirement, quality checks no longer end a build before it starts, and an integration the model added on its own never becomes a question you must answer.
Report a failed build in the project, plus more AI use cases
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A failed or interrupted build can be reported inside the project itself; the retry entry stays in place and a reviewed report can earn credit rewards.
Generated app AI capabilities and shared credits are explained more clearly: test and production each require their own authorization and limits.
The public use-case page adds six localized AI scenarios showing how conversational development, knowledge spaces and content extraction combine.
Large requests split into usable batches, edits keep existing features
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A large request first receives a batch that can be used on its own, anything deferred stays in the plan, and the first version no longer adds an unrequested admin surface.
Edits keep the existing pages, data and images, and change only the scope you asked for this time.
Query failures observed in the preview are fed back into the build so the confirmed views can be corrected in place.
Universal credits and app AI authorization, more precise query diagnostics
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The account centre adds universal credits; a generated app's AI calls need separate test and production authorization with spending limits, while apps without authorization stay buildable and usable.
Running AI results recover automatically inside the controlled runtime, so an interruption does not require submitting the same request again.
A rejected data query in the preview now reports its exact coordinates, so you can fix that location instead of reading a generic error.
More complete table reading and safer build recovery
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Knowledge spaces retain PDF text layers and structured table rows, so long and wide tables can support year-by-year comparisons and exact value questions without presenting unverified column names as facts.
Usable previews are preserved when validation or repair fails, with clear diagnostics and recovery decisions; image builds are no longer discarded over minor proposal-format issues.
Clearer model progress and more reliable preview images
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The Lite tier uses a faster default model and handles image understanding, while a scrolling thinking indicator shows build progress and stale confirmations refresh before work continues.
Generated images move safely into sandboxed previews as embedded data, with recoverable transient reads so images load without relaxing browser egress restrictions.
More reliable forms, filters, and page planning
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Generated forms, text filters, static navigation, and data queries compile from confirmed, owned contracts and keep canonical query names through later edits.
Page plans are completed before generation, planning and query problems are reported together, and mobile navigation and complex-page capacity are improved.
Generated sites are more complete and business-ready
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Controlled themes and layouts produce fuller brand treatments, footers, offer cards, forms, and calls to action, with images aligned to the requested content.
Private previews and data-backed forms retain approval states and errors while binding confirmed data contracts; invalid shapes receive one bounded correction.
Interactive pages save intact with clearer failure feedback
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Generated interactive pages now survive preview and save intact, while image, page, and controlled-generation contracts stay aligned.
Truncated or invalid output is detected, corrected within its allowed boundary, and followed by a clear terminal error when needed; the Aneng support panel and responsive layouts are clearer too.
More dependable selects, member settlement, and file compatibility
Say it. Get the work done.It learns your businessCustomer details, ready to check
Builds retain complete HTML endings and stay within confirmed scope, while select controls in private previews show their read and approval outcomes clearly.
Paid members can exchange credit and time benefits; expired payment orders settle independently, credit history is paginated, and checkout deadlines remain visible.
Older knowledge files without content hashes remain usable, and enum-field migrations preserve existing data.
Broader FAQs and smoother data builds
Say it. Get the work done.It learns your businessCustomer details, ready to check
The FAQ now covers current capabilities, first projects, the build flow, knowledge spaces, content extraction, business data, and publishing while retaining the full pricing answers.
Data-backed projects can complete builds automatically, forms retain submit behavior, and required values are collected before records are created.
Knowledge uploads are deduplicated by content hash, and one-time redemption codes can carry clearly defined credit, membership, or validity benefits.
Clearer build progress, steadier complex data projects
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Requirement confirmation and build progress now appear live, with a clearer proposal hierarchy and a shorter confirmation step before building.
Multi-table data projects complete previews and continue building more reliably, resuming from completed data work after an interruption.
Complex fields and larger data batches are handled more safely, including number fields without an upper bound and data plans that must stay within processing limits.
Dates, email, and phone numbers join business data
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Business data adds date, date-time, email, and phone-number fields for forms, filtering, sorting, and real data operations inside projects.
Before building, the product organizes goals, pages, functions, and data needs, asking only about choices that materially affect the result. Daily usage is counted only when formal generation begins.
Submitted requests appear immediately, while the original input and existing progress remain available through clarification, editing, and retrying.
Connected records, more consistent data
Customer details, ready to check
Business data supports single-value relations, linking real records such as customers and follow-ups and filtering by the related record.
Referenced records cannot be deleted directly. Unlink them or choose another record first to avoid broken relationships.
More use cases, an easier way to share feedback
Say it. Get the work done.It learns your businessMessy information, made clearCustomer details, ready to check
A public use cases page explains conversational development, knowledge spaces, content extraction, and business data through concrete scenarios.
A feedback entry accepts issue descriptions and attachments, making it easier to tell us about problems you encounter.
Product pages and guides, refreshed together
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The homepage and pricing page clarify capabilities, entry points, and plan details, with clearer mobile navigation.
Getting started, knowledge spaces, publishing, and business data guides now reflect the current product workflow.
Clearer plans, confirmation before building
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Pricing details and a dedicated FAQ explain plans, allowances, and renewals, including renewals that extend the current expiry date.
Data projects confirm requirements and a plan before creating tables. Ordinary questions remain answers and do not directly change the project.
Smoother source management and project previews
It learns your businessMessy information, made clear
Knowledge spaces improve source management so you can organize existing content and keep project references up to date.
Workspace cards refresh their previews; extraction improves shared-link redirects and audio transcription to retrieve source content more reliably.
A unified workspace and steadier extraction
Say it. Get the work done.It learns your businessMessy information, made clear
Project entry points are unified in the workspace, and connected knowledge spaces can be managed inside the editor.
Extraction adds rate and concurrency controls, clear retry-later messages, and reuse of successful public-link results. Cancellation stops downloading, transcription, and finalization together.
Project data, with clarification before creation
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Tables, fields, and records move into the project editor with project isolation; existing data stays in its matching or compatible project.
New data apps clarify users, information, and core functions, then show a table and field plan. Confirmed execution reuses matching tables and adds missing fields.
Copy and rewrite actions on sent requests are easier to reach, and a simpler toolbar makes the desktop split view clearer.
Folders for sources, more links to extract
It learns your businessMessy information, made clear
Knowledge spaces add folders so larger source collections can be organized by topic.
Extraction expands support for common social and video links and fixes streamed results for a more continuous experience.
Pick up where a build stopped
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Interrupted builds retain recovery points after refresh or leaving, so work can resume without sending the request twice.
On mobile, the latest request can be brought back for editing, while completion summaries describe the actual changes made.
Safer changes to existing pages
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Before saving, builds check page structure and existing content. Unsafe results leave the last working version intact.
Sent requests can be copied or brought back for rewriting, uploaded images appear with messages, and input and preview menus are simplified.
A smoother path from waiting to completion
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Tasks begin with lightweight thinking feedback before moving into answers, plans, or builds, with steadier progress and mobile scrolling.
Clipboard images can be pasted directly, completed steps reveal the actual files involved, and concrete suggestions can become executable requests.
Choose a direction, then review the plan
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Vague requests offer recommended directions and use recent conversation to understand instructions such as “continue”.
The plan view presents goals, modules, and execution details page by page, with building starting only after confirmation.
Smoother mobile use and voice input
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The project library has clearer categories and prioritizes favorites; stable task cards reduce jumps during creation.
Voice input improves permission handling, stopping, and text insertion, with distinct listening, processing, and completion states.
Clearer publishing and access choices
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Projects can be published publicly or kept internal, with links available to copy and open after publication.
Ordinary questions receive text answers and explicit changes trigger building; mobile preview and publishing controls are more compact.
Better attachments, code browsing, and previews
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The editor accepts drag-and-drop files, while the read-only code view adds a file tree, search, line numbers, and file switching.
Further builds keep the existing preview until a complete result is ready. Failed builds do not overwrite the project with unfinished output.
Projects follow your account
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Projects, versions, favorites, and recent activity are saved to your account in the cloud so you can continue on another device.
Improved long-lived connections and stream continuation reduce builds being cut off midway.
A fuller first request and mobile preview
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The first project request supports attachments and connected knowledge spaces, with the selected material saved to the project.
Mobile preview becomes a separate near-full-screen panel, with more readable build text, timing, and file status.
From one request to a multi-page site
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Multi-page projects, image attachments, and stable public project links arrive, with page switching and version restoration.
The editor adds model and knowledge-space choices, shows live file progress, and can continue generation after a connection interruption.
A project library and three ways to collaborate
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Conversational development gains its own project library for finding, favoriting, and reopening projects, plus previews at different device sizes.
Build creates, Plan outlines, and Chat discusses. Suggested changes switch to building only after the user confirms.
The first knowledge and creation workspace
Say it. Get the work done.It learns your businessMessy information, made clear
Knowledge spaces, source uploads and organization, source-grounded questions, and short-video transcript extraction form the initial workspace.
Natural-language development and live preview let an idea become a page you can inspect.
Aug 3, 2026 · first verified record
What's next
Keep following the Nemeow build journey.
We will keep improving how you build, understand information, process content, and run business workflows, with every meaningful change recorded here.