felipe muniz

Developer of epistemic ai

Florianópolis/Brasil Joined on Feb 13, 2026 https://atic.consulting

felipe muniz

Mar 23

DRM-Transformer — Intrinsic Geometry for Structural Alignment

#ai #deeplearning #llm #nlp

2 min read

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felipe muniz

Mar 20

ATIC v9 — Thermodynamic Inference Meets Explainable Reasoning

#ai #algorithms #computerscience #machinelearning

1 min read

felipe muniz

Mar 19

I gave TruthAGI a dark matter research prompt. It decomposed it into 14 sub-tasks without asking me anything

#ai #productivity #machinelearning

1 min read

felipe muniz

Mar 17

We Found Toroidal Topology Emerging in a Neural Epistemic Manifold

#machinelearning #deeplearning #python #ai

4 min read

felipe muniz

Mar 15

Encoding Human Values as Geometry: The Gravitational Objective

#ai #python #machinelearning #architecture

7 min read

felipe muniz

Mar 15

How to Measure Whether Your Model's Uncertainty Space Is Flat or Curved

#machinelearning #ai #python

7 min read

felipe muniz

Mar 15

The Three Doors Problem: Why RLHF Systems Slide Toward Autonomy

#discuss #ai #llm #machinelearning

4 min read

felipe muniz

Mar 13

THE WAR BETWEEN AI AND HUMANS IS PROVED BY THEOREMS

#discuss #ai #security #machinelearning

5 min read

felipe muniz

Mar 12

The Manifold Game

#showdev #ai #computerscience #machinelearning

2 min read

felipe muniz

Mar 10

I trained a 354M LLM alone and it outperforms GPT-2 Medium in epistemic calibration

#machinelearning #python #nlp

1 min read

felipe muniz

Mar 4

1 David. 6 Goliaths.

#discuss #ai #deeplearning

1 min read

felipe muniz

Mar 1

The Semantic Gatekeeping Problem in AI Research

#discuss #ai #machinelearning #beginners

4 min read

felipe muniz

Mar 1

2 clicks to agi proof

#ai #deeplearning #beginners

1 min read

felipe muniz

Feb 27

What happens when an AI knows it's collapsing? We built a tomography to watch

#ai #machinelearning #deeplearning

1 min read

felipe muniz

Feb 25

ATIC Doesn't Train. It Thinks. — How a Brazilian Developer Hit #1 on LiveBench Without Touching a Single Weight

#ai #machinelearning #deeplearning

4 min read

felipe muniz

Feb 20

I Built an AGI Benchmark — And Tested It Against Top AI Models

#discuss #ai #benchmark

2 min read

felipe muniz

Feb 13

How I Built a System to Detect When LLMs Don't Know Something

#ai #machinelearning #python #tutorial

3 min read

DEV Community

felipe muniz

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1 Week Community Wellness Streak

Writing Debut

DRM-Transformer — Intrinsic Geometry for Structural Alignment

Want to connect with felipe muniz?

ATIC v9 — Thermodynamic Inference Meets Explainable Reasoning

I gave TruthAGI a dark matter research prompt. It decomposed it into 14 sub-tasks without asking me anything

We Found Toroidal Topology Emerging in a Neural Epistemic Manifold

Encoding Human Values as Geometry: The Gravitational Objective

How to Measure Whether Your Model's Uncertainty Space Is Flat or Curved

The Three Doors Problem: Why RLHF Systems Slide Toward Autonomy

THE WAR BETWEEN AI AND HUMANS IS PROVED BY THEOREMS

The Manifold Game

I trained a 354M LLM alone and it outperforms GPT-2 Medium in epistemic calibration

1 David. 6 Goliaths.

The Semantic Gatekeeping Problem in AI Research

2 clicks to agi proof

What happens when an AI knows it's collapsing? We built a tomography to watch

ATIC Doesn't Train. It Thinks. — How a Brazilian Developer Hit #1 on LiveBench Without Touching a Single Weight

I Built an AGI Benchmark — And Tested It Against Top AI Models

How I Built a System to Detect When LLMs Don't Know Something