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Your thoughts, my actions

Autonomous Agent Framework

About Ciallo

Ciallo isn't just another automation tool or chatbot that answers questions. It's an intelligent system that can truly think and act independently. When you present an idea or problem, Ciallo doesn't just give you an answer and call it done. Instead, it analyzes the problem's essence, considers possible solutions, then systematically verifies, adjusts, and executes until the task is truly complete.

Think of it this way: if traditional AI assistants are like secretaries waiting for instructions, Ciallo is more like a colleague with their own ideas. You just tell it the goal, and it figures out how to get there, trying different paths when needed, only coming back to you when it hits a real roadblock. You handle the thinking, we handle the execution to the end.

How It Works

Ciallo's core philosophy is simple: never give up easily. When it receives a task, it first understands what you're really trying to achieve, then builds a series of hypotheses based on available information, choosing the most promising path to try first. If that doesn't work, it immediately adjusts strategy, tries the next hypothesis, or revisits whether it understood the problem correctly in the first place.

This process continues until the task is complete or it encounters an absolute blocker, like needing information only you can provide or permissions from an external system. Before that point, Ciallo exhausts every option it can think of rather than stopping at the first sign of difficulty to ask what to do.

More importantly, Ciallo learns from every action. Whether success or failure, each experience becomes reference material for future decisions. This means it not only completes current tasks but gets smarter and more effective at handling similar problems over time.

What We're Building

Based on this framework, we're building a series of products to prove this philosophy's value. Our first product is CialloTodo, a task management system completely different from traditional todo apps.

CialloTodo
No forms to fill out, no calendars to click through, no priority buttons to set. Just tell it what you need to do in natural language. Like "remind me to email the client tomorrow at 3pm" or "remember to buy groceries this weekend." Ciallo automatically understands timing, extracts priorities, sets reminders, and notifies you through your chosen channels (QQ, email) at the right moment. The whole process feels like talking to a real assistant.