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● LIVE PRODUCTCASE / 06

AI Telegram product · 2026

Leela AI

A self-discovery game where deterministic rules protect the canon and AI creates personal meaning.

Open @lel_ai_bot ↗
PRODUCT SYSTEM● LIVE
Leela AI identity
01 / INTENTIONSet contextPlayer goal · language
02 / ENGINEMake a moveDice · 68 cells · canon
03 / SMART AIInterpretCell · intention · history
04 / MEMORYCompressRolling summary · ≈900 tokens
Market & languagesSelf-discovery audience · RU / UK
Year2026
Duration≈3 weeks to production
Full scopeProduct analysis, game engine, AI architecture, Telegram UX, safety, deployment
01 / PROBLEM

The challenge

Every move needed a personal interpretation connected to the player’s intention and previous answers. Sending the entire conversation to an LLM each turn would cost about $0.50 per game and make the core rules impossible to reproduce reliably.

02 / RESPONSE

The solution

We separated responsibilities: a deterministic engine owns the 68-cell Johari board, dice, arrows, snakes and state transitions; a Smart-AI layer owns interpretation. A rolling summary compresses the player’s history to roughly 900 tokens per turn, while fallbacks and a crisis-signal safety layer keep the experience resilient.

03 / SYSTEM

Product architecture

The core operating flow connecting the product idea, code and a measurable outcome.
PRODUCT SYSTEM● LIVE
Leela AI identity
01 / INTENTIONSet contextPlayer goal · language
02 / ENGINEMake a moveDice · 68 cells · canon
03 / SMART AIInterpretCell · intention · history
04 / MEMORYCompressRolling summary · ≈900 tokens

04 / EVIDENCE

Product in use

Real screens and working product states.

05 / MODULES

Inside the system

0168 canonical cells and 219 questions↗
02Deterministic rules with reproducible state↗
03Rolling-summary context compression↗
04RU/UK prompts, fallbacks and crisis safety↗

06 / OUTPUT

Personal AI depth with production-grade economics

Verified outcomes
OUTPUT_01×33

lower estimated LLM cost per game

OUTPUT_0243

unit tests covering the game engine

OUTPUT_0350/50

simulated games completed successfully

Project principle
“Code owns the rules. AI owns the meaning.”

Architecture principle — Leela AI

Explore the related work

Services and practical material connected to the system in this case.

SERVICETelegram bot developmentSERVICECustom AI software developmentPRACTICAL GUIDETelegram bot AI integration: connect a model without handing it the product rules
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