How the bot works, why it doesn't behave like a bot — and how responses are formed
The visible part of the product is a browser extension. But it doesn't make decisions or "think".
The extension performs only one task: correctly collect data from the page and send it to the server.
All logic — analysis, decision-making, timing, behavior selection, and response formation — happens on the server.
This is what distinguishes the system from ordinary plugins and scripts.
The plugin doesn't act on its own. It always follows server logic.
We deliberately divided the system into two parts with clear separation of responsibility. This maintains flexibility on the server side and security on the client side.
Text analysis, tone, project mentions, and keywords
Who wrote, account trust level, publication history
Data from our platforms, related news, project status
How this account behaved in the past, activity patterns
Which mode the bot is currently in, current activity settings
What this user wrote previously, dialogues, discussion topics
This data is not sent to one universal prompt. It's distributed across dozens of specialized scenarios, each solving its own task.
Unlike most solutions, the system doesn't use a single response template.
A suitable scenario is selected for each case
Analysis of past responses to avoid repetitions
Concise, detailed, neutral, ironic, sarcastic
Context check, filtering of incorrect data, preparation of structured request
Elimination of repetitions, smoothing unnatural phrasing, exclusion of typical AI "glitches"
This part of the system is constantly being fine-tuned and expanded.
The main reason for blocks is not texts. It's repeated behavior patterns.
Each account forms its own behavior character, without repeating schemes or cycles.
Standard behavior for most responses
For in-depth interaction and context study
Only like, follow, or just view
The system decides not only what to respond, but also where from. In the same scenario, the bot can act differently.
Even with the same user settings, the final behavior may differ. The decision always remains with the server and depends on the overall picture of account actions.
"The mechanism for choosing response location is one of the key elements of natural behavior"
Responses to comments work in a separate thread, specially created for:
Quick response to large number of comments
Active participation in discussions under popular posts
Safe interaction with high content density
Even if several modes work simultaneously, the server still controls the overall picture:
Fewer responses than expected
Doesn't respond to some content
Periods of complete inactivity
This is not an error or malfunction. This is analysis result:
The system always prefers not to take action, rather than take an extra one.
Adding new behavioral patterns and operating modes
Adaptation to changes in X algorithms and interfaces
Adjustment to new formats and publication types
Constant work on eliminating AI glitches
This is a living tool that evolves together with the platform and market.
This system was created not for demonstrations. It was created for real work and long account life.
If you're looking for speed — this isn't it.
If you're looking for stability — you're in the right place.
We're building not just a tool. We're building a system that understands the value of each account and protects it as its own asset.
