Wontopos Offers Long-Term Memory API for AI Agents With No LLM Data Exposure

·26 views

Wontopos is a company building WOS, a memory API designed to give AI agents persistent, long-term memory by storing user data and recalling only relevant entries per query. Developers can integrate it via SDK for custom control, or use an MCP connector with zero code for tools like Claude, Cursor, and Gemini CLI. A key design principle is cost stability: retrieval returns a fixed, bounded set regardless of how large the memory store grows over time. The system never runs an LLM over stored memories, and supports multilingual storage and querying without language restrictions. Four model variants are currently live — two Tablet and two Scroll versions — with a fifth, Book, still in development.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

MotherDuck Blog Explores the Emerging Role of the Data Intelligence Engineer

A post on the MotherDuck blog discusses the rise of a new professional role called the data intelligence engineer. The article is linked from a Hacker News discussion that has gathered four points and one comment so far. The available source material provides only the article link and discussion metadata, so the specific arguments and details of the piece cannot be confirmed from this information alone. Readers interested in the role's definition and responsibilities are directed to the original MotherDuck post.

0 comments Read more at Hacker News

ProgrammingDEV Community ·

Which product photos merit an upscaler credit: a test of eight enlargement methods

Free upscaler tiers are metered, so a solo seller must decide which photos justify a credit. The author enlarged three test images, a portrait, a landscape and a self-made text page, down to 512 or 256 pixels and back to 1024, then scored eight methods against the originals. Mostly empty frames such as sky left little for any model to recover, while fine eyelashes and small type separated the methods more clearly. On the text page a GAN-based tier scored lowest on small type despite looking sharpest, and its redrawn strokes make it unsuitable for reading batch codes or prices. Images with hairlines or dense small text should instead be re-exported at the size actually needed.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Laravel 13 Tutorial Covers Validating, Storing and Downloading Uploaded Files

A DEV Community tutorial explains how to handle file uploads in Laravel 13 using a form with multipart encoding, validation rules and the framework's store method. It walks through building a document upload feature that saves the file to a private disk and records its original name, path and size in a database. The guide also shows how to deliver downloads through an authorized route so users can only access their own files. It further advises on choosing between private and public disks and on configuring PHP upload limits in php.ini.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Common Product Mistakes That Lead to App Store Rejection for Under-18 Software

A frequent error in software aimed at under-18s is treating age as an unverified form field, which leaves downstream consent and data handling resting on unreliable information. Teams also often retrofit a parental branch late in development, and the resulting seams signal to reviewers that the consent design was not carefully considered. Safeguarding reporting routes are another weak point: a button without a named responsible person, response time, and record does not function as a real channel. The article further notes that consent records often fail to show which consent model applied to which account and when it changed, and that app store rules from Apple and Google require declared ratings, data disclosures, and screenshots to match the actual product. Products that pass review typically offer age assurance, track consent history, maintain a named safeguarding contact, and present a listing that accurately reflects the app.

0 comments Read more at DEV Community