Draw 2 in the fog
HELIUM
Lightweight intelligence. Rising beyond the ordinary.
Cella 2 Helium is an upcoming proprietary AI model currently being built by Qatrix Infotech. Engineered for efficient, ultra-fast and accessible intelligence.
THE HELIUM CORE
Engineered from molecular principles of computational efficiency. Every specification floats within a transparent liquid glass ecosystem.
High-density proprietary parameter matrix being distilled for maximum computational density per FLOP on consumer GPUs and Apple Silicon.
Extended context horizon featuring sliding-window attention and compressed rotary positional embeddings for uninterrupted multi-turn dialogue.
Built-in visual perceptual adapter transforming 1024×1024 pixel patches directly into the helium latent stream without heavy separate encoders.
Near-zero start friction with streaming generation targeting up to 148 tokens per second on consumer edge hardware.
Dynamic sparse-attention neural topology allowing information to flow with gaseous frictionlessness while maintaining frontier reasoning fidelity.
Proprietary AI model currently in active development by Qatrix Infotech. Not open source; access will be provided via private developer waitlist and managed runtimes.
HELIUM ARCHITECTURE
The proprietary neural architecture currently being synthesized by Qatrix Infotech. Designed around molecular thermodynamics so tokens flow continuously across liquid glass nodes suspended in helium.
INPUT
Token Ingestion
Accepts multi-modal inputs: text tokens, code characters, and 1024×1024 vision patches. Encoded into dense helium latent vectors.
UNDERSTANDING
Latent Compression
Processes semantic context with dynamic sparse attention, filtering redundant tokens through gaseous attention masks.
REASONING
Gaseous Deduction
Executes multi-step algorithmic deduction and symbolic reasoning. Dynamic speculative routing skips inactive feed-forward parameters.
OUTPUT
Frictionless Generation
Streams output tokens with sub-15ms time-to-first-token. Entropy-guided sampling produces precise code, structured JSON, or natural responses.
INPUT(Token Ingestion)
Accepts multi-modal inputs: text tokens, code characters, and 1024×1024 vision patches. Encoded into dense helium latent vectors.
MODEL CAPABILITIES
Four core dimensions of proprietary intelligence currently being trained, aligned, and calibrated by Qatrix Infotech. Each operates with a distinct physical gaseous behavior.
UNDERSTAND
Language Understanding & Semantic Depth
Gently parses intricate nuances, cultural contexts, and dense long-form technical literature. Processes semantics with uninterrupted, laminar laminar particle calm.
SEE
Vision Capabilities & Spatial Perception
Sweeping gas particles illuminate high-resolution visual inputs. Performs chart parsing, spatial grounding, OCR extraction, and multi-image relational reasoning.
CODE
Programming & Algorithmic Synthesis
High-velocity directional particle streams shoot upwards during code generation. Writes clean Python, TypeScript, Rust, and refactors complex codebases with surgical precision.
REASON
Reasoning & Problem Solving
Particles orbit gravitationally around the card, reflecting multi-pass self-verification, mathematical deduction, and formal logic reasoning without parameter hallucination.
PROJECTED BENCHMARKS
Target performance thresholds currently being calibrated during active pre-training and distillation cycles at Qatrix Infotech. Numbers reflect planned model milestones.
Massive multi-task language comprehension evaluated across STEM, law, and medicine.
Multi-step algorithmic and arithmetic deduction with chain-of-thought verification.
Zero-shot function implementation passing all strict unit tests on first pass.
Measured cold-start token output latency from initial prompt submission.
Sustained generation throughput on consumer edge silicon (INT4 / FP8 quantized).
Total unified memory required to host full model weights and KV cache at runtime.
ACCESS MODALITIES
Cella 2 Helium is currently being built by Qatrix Infotech. It is a proprietary model (closed source) and not yet publicly ready. Register your interest for private preview access.
Dedicated Managed Endpoints
Low-latency proprietary inference API hosted on Qatrix sovereign clusters. Guaranteed SLAs, streaming response, and token metering.
Air-Gapped On-Premises Runtime
Proprietary containerized runtime for enterprise clusters requiring isolated on-prem deployment with zero external telemetry leakage.
Academic Evaluation Access
Selective institutional preview program for AI laboratories exploring gaseous attention dynamics and thermodynamic FLOP efficiency.
Early Access Simulation
Be among the first developers to test pre-release API tokens and private SDK builds as training checkpoints complete calibration.
DEVELOPMENT JOURNEY
The engineering progression of Cella 2 Helium. Currently in active pre-training at Qatrix Infotech, moving towards proprietary private deployment.
CONCEPT
Investigating molecular helium physics to eliminate computational parameter friction. Formulating zero-overhead latent routing.
THE CELLA FAMILY
A cohesive lineage of neural architectures engineered by Qatrix Infotech. Each model is suspended inside the same helium environment.
CELLA 2 HELIUM
Lightweight Edge Flagship
Sub-15ms latency, buoyant efficiency, zero cloud dependency.
CELLA 2 STANDARD
Balanced Multimodal Workhorse
Expanded reasoning capacity for full-stack engineering and visual document parsing.
CELLA 2 PRO
Frontier Reasoning Core
High-parameter deep chain-of-thought, symbolic mathematics, and formal proof synthesis.

We build the next level AI.
Dedicated to pushing frontier computational efficiency, proprietary neural architecture research, and frictionless human-machine intelligence.