Next Generation AI

An AI that truly remembers.

No more forgetful chatbots. TLRAG learns from every conversation, evolves at night, and becomes the partner you always wanted.

We built what others are still researching.

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What others have vs. What we have

ChatGPT Memory? Stores that you like coffee. And forgets why. Claude Projects? You manually maintain documents. Character.AI? Personality without real memory. Replika? Superficial simulation.

ChatGPT Memory

ChatGPT Memory

Stores "what", but forgets "why". Isolated factual knowledge without the context that matters to you. The depth is lost.

Claude Projects

Claude Projects

You do the work, not the AI. Instead of automatic learning, you must manually maintain documents and knowledge.

Character.AI

Character.AI

A static role, no real growth. The personality is scripted, not learned through shared experiences.

Replika

Replika

Simulates emotional connection through scripted responses. Without deep, contextual memory, conversations remain repetitive. Empathy scripted, not earned.

Notion AI

Notion AI

Powerful within your documents, but its "memory" ends at your Notion pages. No persistent, cross-session memory. An assistant for your knowledge base, not a learning partner.

Mem0 / Letta / MemGPT

Mem0 / Letta / MemGPT

Research projects that let the LLM orchestrate itself. Conceptually close, but fundamentally flawed. Unreliable, unpredictable behavior. TLRAG uses a deterministic NoChain Orchestrator instead.

VS

Self-learning, self-modifying partner

Autonomous learning every night

True memory with context & emotion

No filters - Your AI, your rules

Dynamic personality adaptation

Zero maintenance required

TLRAG? A self-learning, self-modifying partner. This isn't the next chatbot. This is the next generation.

Six things only we can do

Not incremental improvements. Fundamental breakthroughs:

01

◐ Wakes up smarter every day.

While you sleep, it evolves. Reflects on conversations, finds patterns, adapts its personality. Stanford researches this. We have it in production.

02

◑ Remembers why it matters to you.

ChatGPT stores "User likes apples." TLRAG stores "Martin likes apples because his mother baked apple pie as a child. He connects it with home." That's the difference between database and partner.

03

◒ You talk. The AI learns. No effort.

Others need manual tags and structured inputs. TLRAG? Just talk normally. It decides what's important, extracts essence from smalltalk, curates automatically.

04

◓ Your AI. Your rules. No censorship.

No annoying "I'm sorry, I can't..." filters. You decide what it can say. From business coach to... everything else. This is your AI. Your rules. Period.

05

◔ Adapts its personality to you.

Research discusses this. We built it. Your AI adapts its own personality from your interactions. OpenAI's Custom GPTs? Static. TLRAG? Lives. Grows. Becomes.

06

◕ Gets better with every conversation. Automatically.

Others need expensive fine-tuning or constant tweaking. TLRAG adapts automatically through its own memories. Every conversation makes it better. It just works.

More than AI. A real partner.

Other AIs dump everything into every request—cluttered, slow, inefficient. TLRAG uses a one-turn approach: only what's needed, when it's needed. Cleaner. Faster. Smarter.

Other AI systems

User QueryDump Everything• ENTIRE Chat History• ALL Memories• FULL Knowledge BaseOverloaded ContextLLM ProcessingSlow Response TimeHigh Token Cost (O(N²))Lost-in-the-Middle EffectResponseOften unfocusedInefficient • Expensive • Slow

Overloaded context windows. Every conversation drags along mountains of irrelevant data. Slow responses. Expensive tokens. That's additive context.

Experience TLRAG now completely free in the Free Tier

TLRAG

User QuerySearch Intent ComposerPerfect RAG QueryIntelligent Query OptimizationEmbedding3072 Floats VectorDual Hybrid RAGElasticsearch (BM25 Keyword)Qdrant (Vector Semantic)RRF FusionBest of Both WorldsRAG ComposerSelects Most Relevant MemoriesSummarizes into Clean DossierMassive Cost SavingsDynamic Work SpacePersona + RulesShort-term HistoryCurated MemoriesPerfect Context, Constant SizeMain LLMFast ProcessingHigh-Quality ResponseResponsePrecise & Context-AwareAutonomous CuratorEvery ~10 Messages OR On-DemandCreates Rich MemoriesLong-Term MemoryES + Qdrant Storage✓ Efficient • Intelligent • Scalable

Clean, focused context. Every turn receives only what matters. Fast responses. Efficient. That's intelligent memory management.

While others are still researching—you already use the future.

Create your AI that remembers everything—with context. That evolves itself every night. That adapts its own personality. No filters, no censorship. That becomes your partner, not your tool.

Create your AI partner now