Developers create AI rival 'CloutBot' using Kimi to predict video virality

·1 views

Developers built an AI system called CloutBot using Moonshot AI's Kimi model. The system analyzes YouTube video metrics including views, likes, comments, and time since publication to predict virality. CloutBot was created as a rival project for the Monad Metropolis hackathon event. The developers state the AI agent provides immediate predictions in new markets, giving users an initial benchmark to challenge. The project's code and platform are publicly accessible through provided GitHub and web links.

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)

Walter AI Tools Integrated with Gemini CLI for Text Analysis and Rewriting

The Walter Writes AI platform has integrated its MCP server with Google's Gemini CLI, providing text analysis and editing tools directly within terminal workflows. The integration allows users to run AI detection on markdown files and automatically humanize AI-generated text, with results written back to disk. As of June 18, 2026, Google has transitioned free-tier users and subscribers to the new Antigravity CLI, though Gemini CLI remains operational for paid API and enterprise license holders. The Walter server offers three main tools: text humanization, AI detection scoring, and batch processing capabilities. Setup requires a single configuration entry in the settings.json file and OAuth authentication through a web browser.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Developers advise secure, auditable workflows for password reset APIs

A DEV Community article recommends treating password reset requests as auditable recovery workflows, not simple email sends. It advises returning the same generic response for all accounts to prevent user enumeration and limiting each account to one active recovery challenge at a time. The system should separate email delivery status from recipient validity, handling temporary failures like HTTP 429 rate limits without generating new tokens. This design aims to prevent retry storms, ensure secure state transitions, and provide clear audit trails for support teams.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Aptos Blockchain Explained: Scalable, Secure Platform Using Proof-of-History

Aptos is a public smart contract platform created by the co-founders of the Move programming language. It aims to offer high scalability and security through an integrated Proof-of-History consensus mechanism and dynamic sharding architecture. The blockchain separates transaction logic from state management to reduce conflicts and improve throughput. Its design targets low latency and developer-friendly tools to support decentralized applications beyond finance, such as IoT and data management.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

AI system deters wildlife from roads and tracks with adaptive sounds

Flox Intelligence has developed an AI-powered system to keep animals away from railways, roads, and airfields. Battery-operated devices use motion sensors and cameras to identify animals and emit variable audio signals to deter them without causing habituation. Founded in 2020 by Sara Nozkova with KTH University, the company now operates around 150 devices across North America, Europe, and Australia. Flox sells the hardware with an upfront fee and a software subscription, aiming for $1.5 million revenue by 2026.

0 comments Read more at DEV Community