Protocol v2.0: The Sentient Monolith

AGENTS
THAT REMEMBER.

Stop treating every chat like a first date. Aletheia gives your AI a persistent, evolving brain, a cognitive architecture that learns who your users are one interaction at a time.

The Cognition Problem

Standard RAG is amnesiac.

Vector databases are giant warehouses of static text. They find words, but they do not understand life. They lose context, ignore the passage of time, and drown in their own noise.

layers_clear

Standard Vector DB

  • close
    Static Snapshot

    Retrieves data from 2 years ago exactly like data from 2 minutes ago.

  • close
    Context Blind

    Simply matches keywords. It does not know the difference between a wish and a fact.

  • close
    Bloated Storage

    Stores every uh and um instead of the core truth of the conversation.

psychology

Aletheia Memory Engine

  • check_circle
    Temporal Awareness

    Understands the arrow of time. Newer facts naturally supersede obsolete ones.

  • check_circle
    Truth Extraction

    Distills 1,000 words into 3 verified semantic facts. Efficiency by design.

  • check_circle
    Active Reasoning

    Connects the dots between conversations to build a coherent world-view.

The Distillation Loop

We do not store text.
We extract truth.

Raw chat logs are noise. Aletheia acts as a cognitive filter, distilling human rambling into a clean, queryable lattice of facts.

schedule

Time-Awareness

I used to love coffee, but now I only drink tea. Aletheia does not hallucinate your old preferences. It updates your profile in real time.

filter_center_focus

Fact Distillation

Our engine automatically discards greetings and filler, keeping only the high-value semantic facts that actually matter for personalization.

"Hey! I just bought a white Mercedes!"
arrow_forward
Raw Chat
settings_input_component
Distillation Engine
Running: Rust Semantic Kernel v2
verifiedSemantic Fact: User owns White Mercedes
databaseCommitted to Long-Term Memory

The Human Touch

One brain,
infinite applications.

Our White Mercedes engine ensures your user's identity is not locked inside a single chat window.

chat_bubble
The First Spark (May 12)

Hey! I just bought a white Mercedes! What should I do first?

GPT-4o detects: User Ownership → Vehicle: Mercedes (White)

psychology
Aletheia Ingests

Fact Integration

check_circleFact: Owns Mercedes
check_circleContext: Initial Purchase
auto_awesome
3 Months Later (Aug 20)

What was that maintenance tip for my car?

Claude 3.5 recalls: "For your white Mercedes, I recommend..."

Our Unique Edge.

Engineered for builders who need more than just a place to dump text files.

all_inclusive

Multi-Model Continuity

Memory that follows the user, not the model. Switch from GPT-4 to Claude to Llama and Aletheia keeps the brain intact across every integration.

published_with_changes

Fact Supersession

When life changes, Aletheia knows. If a user moves from NYC to LA, the old fact is marked as superseded so stale context stops leaking into answers.

bolt

Zero-Config Performance

Built with Rust as a single compiled binary. Deployment is fast and recall latency stays in the sub-100ms range without orchestration drama.

Built for the
next decade of AI.

We did not just build a wrapper. We built a high-performance memory kernel from the ground up for safety and scale.

memory

Coded in Rust

Ultimate memory safety and blazing-fast execution. No garbage collection pauses, just low-level performance where it matters.

deployed_code

Single Binary Deployment

No complex Docker chains. One file, zero configuration, instant memory synchronization across your stack.

speed

Sub-100ms Latency

Human-like recall speeds that keep up with your fastest LLM workflows without turning memory into the bottleneck.

Close up of abstract circuit board with blue neon highlights
<100ms
Average Recall

Platform Surface

Built as a complete
memory stack.

Every layer from ingest semantics to production operations is implemented with one cohesive design system and runtime story.

travel_explore

Retrieval Brain

Hybrid retrieval keeps exact tokens and semantic intent in the same decision path so answers stay grounded.

  • check_circleVector + lexical candidate generation
  • check_circleCross-encoder precision pass
  • check_circleRank fusion for stable top-k
schedule

Temporal Truth

The engine models memory as something that changes over time, not a static bag of embeddings.

  • check_circleKind-aware TTL and decay
  • check_circleFact supersession and invalidation
  • check_circleTime-windowed query mode
terminal

Developer Surfaces

SDK and HTTP entry points are designed to keep local-first workflows aligned with hosted deployments.

  • check_circlePython and JavaScript SDK paths
  • check_circleAuth + key lifecycle support
  • check_circleClear ingest/query contracts
deployed_code

Ops Readiness

The system includes practical controls for measurement, tuning, and safe production rollout.

  • check_circleBenchmark harness integration
  • check_circleObservability and diagnostics
  • check_circleSingle-binary deployment model

Delivery Path

From prototype to production memory.

The product has a clear progression: ingest fidelity, retrieval intelligence, and operational reliability.

Phase 01upload

Ingest and Distill

Raw events are normalized, deduplicated, and expanded into durable memories with lineage.

  • arrow_right_altCompanion memories
  • arrow_right_altDedup table
  • arrow_right_altGraph relationships
Phase 02hub

Retrieve and Rerank

Semantic and lexical candidates are fused, reranked, then filtered by temporal policy before response.

  • arrow_right_altHNSW + BM25
  • arrow_right_altCross-rerank
  • arrow_right_altRRF + policy filters
Phase 03rocket_launch

Ship and Operate

Teams deploy one memory engine surface from local bench runs to hosted multi-tenant workloads.

  • arrow_right_altSDK parity
  • arrow_right_altBenchmarked quality
  • arrow_right_altOperational playbooks

UPGRADE TO
TRUTH.

Join the next generation of engineers building agents that actually understand their users. Start your disclosure today and let your AI finally remember.