amawta
AI Research Lab · Chile
amawta

Artificial Intelligence Research

Models, compression, and intelligent systems

We study measurable patterns in intelligent systems and turn useful results into technical tools. Based in Santiago, Chile.

139+Notes
50+Domains
0.90Confidence
Framework

What We Do

Technical AI research

01

Discover

We identify measurable patterns in intelligent systems, both natural and artificial.

02

Formalize

Each hypothesis has a clear statement and verifiable predictions.

03

Validate

Rigorous scientific methodology: testable hypotheses, experiments, and empirical evidence.

04

Connect

We map relationships between results so the research does not remain isolated.

Methodology

Our work aims to be falsifiable

We test each hypothesis against objections, available data, and possible refutations. When a test fails, we refine or discard the hypothesis.

139+Analyzed Notes
0.90Avg. Confidence
∞Continuous Tests
Technology

Eigen Suite

Optimization tools for language models and vector systems.

Data compression

EigenDB

Vector embedding compression up to 40× in internal benchmarks.

40×compression
Memory optimization

EigenKV

Reduces LLM KV-cache by 1.7× with <1% quality loss.

1.7×reduction
Inference optimization

EigenWeights

Accelerates inference up to 30% by optimizing MLP layers.

30%faster

See how research results become practical tools.

Knowledge Network

Hypothesis Explorer

Notes, hypotheses, and results about intelligence

LEY_27Featured

Conservación Noether-Gauge

We study analogies between symmetry, conservation, and information in cognitive systems.

22Connections
99%Confidence
139notes
Active Domains6
Recent NotesConfidence
Conservación Eta95%
Puente VIPER-Noether92%
Coherencia Auto-Modelo88%
Asimetría Condicional91%
Flujo de Información94%

Explore our catalog of hypotheses, results, and connections between research lines.

Research & Insights

Blog

Research notes and technical writing from Chile

Get in Touch

Contact

Interested in collaborating or learning more about our research?

LocationSantiago, Chile

From Santiago, Chile, we work on AI research and prototypes. We collaborate with technical teams and researchers.

🇨🇱AI Research Lab