About
Rizoma Lab
Frontier research laboratory for cognitive AI.
Fundamental research in cognitive architectures, efficient computing, and systemic security.
Overview ->
Identity
Vision
Why the lab exists and where the research is heading.
Philosophy
The NIRMATA doctrine and principles behind NARI.
Founder
Igor Petrenko and the origin of the laboratory.
Research
Research Directions
Cognitive architectures, efficient computing, systemic security, AIO, ECR, and NBS.
Open Science Manifesto
The lab's position on auditability, cognitive sovereignty, and open standards.
Ecosystem
Partners
Academic, industry, R&D, and network collaborations.
Contact
Research partnerships, press, and secure correspondence.
Resources
News & Media
Lab updates, social media, press notes, and research stories.
Materials
Presentations, papers, and public materials.
Research
Cognitive AI
Infrastructure
Resources
Documentation
Guides and API
Practical sections for architecture, deployment, security, and operations.
Education
Product training and certification
Education portal for product learning paths, operational training, and Rizoma certification.
News & Blog
Notes from the lab
News, research notes, and announcements from Rizoma Lab.
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EN
English
✓
RU
Русский
✓
About
Research
Cognitive AI
Infrastructure
Resources
News & Blog
Education
Documentation
Back to Research
Neural Simulation
Context Collapse
Visualizing how
Context Window
overload leads to hallucinations and loss of
Alignment
in LLMs.
Select Scenario
Base Model
Aligned
Overfitted
High Risk
Hallucination
Collapse
Jailbroken
Unsafe
Context Entropy Index
1.0 - 1.4+
Model Collapse
Pure Hallucination. Breakdown.
0.8 - 1.0
Critical Drift
High perplexity output.
0.5 - 0.8
Context Noise
Coherence degrading.
0.0 - 0.5
Aligned State
Optimal Attention.
Human (G)
AI (LLM)
Diagnosis
G = 1.28
I. Environment (Load)
CONTEXT LOAD (Ctx)
0.80
RLHF BIAS (S)
0.50
II. Model Parameters
ATTENTION (Attn)
0.40
MODEL SIZE (P)
1.00
STOCHASTIC ERROR (B_err)
0.10
REASONING (CoT)
0.50
SAFETY FILTER (Saf)
0.50
DATA BIAS (Bias)
0.20
Cognitive Topology
I
C
E
B
A
Profile
Env
Soc
Int
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