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Albert Mleft a comment
Hey everyone — Albert here, founder of Cycles. Cycles came out of a simple frustration: observation is not control. If an agent already triggered the tool call, spent the budget, or caused the side effect, then alerts and logs are just cleanup. Cycles enforces hard limits on agent spend, risk, and actions — before the call fires. Open source, open protocol, Apache 2.0. Happy to answer...

CyclesEnforce hard limits on agent spend, risk, and actions
Cycles is an open protocol and runtime for enforcing hard limits on agent spend, risk, and actions before execution.
Instead of relying on dashboards or alerts after something goes wrong, Cycles lets teams stop the next model call, tool call, or side effect before it happens.
Built for autonomous systems, open source under Apache 2.0, and works across modern AI stacks with multi-language SDKs: Python, TypeScript, Java, Rust.
Integrations with: LangChain, OpenClaw, OpenAI, Anthropic and more.

CyclesEnforce hard limits on agent spend, risk, and actions
Albert Mleft a comment
Hey all, Founder and CEO of scalerX.ai, excited to launch on Product Hunt. scalerX helps anyone scale effortlessly with AI-powered agents without writing a single line of code. With direct integration on platforms like Telegram (and more on the way), you can automate customer service, sales, education, tutoring, community engagement and so much more. We’d love your feedback to make scalerX even...

scalerX.aiCreate, train & launch AI RAG agents on Telegram
With scalerX you can launch personalized RAG AI agents trained with your knowledge base in minutes. These agents are integrated directly into Telegram, including groups and channels. Awesome for education, sales, customer service and community engagement.

scalerX.aiCreate, train & launch AI RAG agents on Telegram
Albert Mleft a comment
We were building on blockchain tech for a few years now and wanted to build a social platform that shares the ethos of crypto, where anyone can share, engage and transact in crypto peer-to-peer.

Blockchain powered Social PlatformCreate, connect , engage and transact in crypto
A digital community built by blockchain enthusiasts for all who want to connect and transact in crypto, peer-to-peer. Integrated GPT and AI tools for creators. Launch your own trade ideas, price calls, sell your premium content with crypto powered paywalls.

Blockchain powered Social PlatformCreate, connect , engage and transact in crypto
Code benchmark platform for developers and performance engineers. Discover performance limitations of your code, platforms, 3rd party code early in the dev cycle.

CyBench - Code Benchmark PlatformBuild better, faster Java code
GoCypher is a search and analytics app for public blockchains such as Bitcoin, Bitcoin Cash, Ethereum & digital tokens deployed ETH blockchain.

Blockchain Search and Analytics{follow the rabbit}
