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World Congress 2024 • Aug 20, 2024 • Session details

The shadows of reasoning – new design paradigms for a gen AI world

Jonas Andrulis

Generative AI merely mimics true understanding, leaving enterprise apps vulnerable to logical traps. Learn a new design paradigm that makes large language models fully transparent and auditable.

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#1 about 4 min

From crafted algorithms to deep learning and pattern recognition

How computer vision evolved from human-designed filters to deep learning models that independently identify complex patterns.

#2 about 4 min

Evaluating generative AI capabilities and physical reasoning limitations

Why large language models plateau in advanced reasoning and fail to independently comprehend rules governing the physical world.

#3 about 5 min

Testing large language models with classic logic puzzle constraints

Analyzing how language models approach ancient riddles by mixing literal pattern matching with incorrect logic rather than true reasoning.

#4 about 3 min

Investigating board state comprehension through language model chess simulations

Simulating chess matches against language models reveals reliance on recognizable move sequences rather than functional board state comprehension.

#5 about 3 min

Extrapolating complex world rules from sequence data in Othello-GPT

How a model trained solely on sequential gameplay generated an accurate internal embedding of functional board rules.

#6 about 5 min

Visualizing token correlations to track artificial neural knowledge flows

Developing analytical tools that surface positive and negative pattern correlations to make knowledge flows inside models inherently transparent.

#7 about 5 min

Building auditable information workflows and human-in-the-loop verification systems

Designing interactive systems that leverage underlying token weights to detect hallucinations and trace the origin of output knowledge.

Matching moments

3:17 min

Balancing AI regulation with technological innovation in human resources

Rudi Bauer Rudi Bauer +1 · Cappuccino with HR

1:02 min

Defining modern generative artificial intelligence and agent applications

Julián Duque Julián Duque · WWC 2025

1:34 min

Mitigating the inherent challenges of generative AI tools

Mary Grygleski Mary Grygleski · LIVE

2:04 min

Exploring breakthroughs in large generalist machine learning models

Toju Duke · WWC 2022

10:17 min

Discussion on AI hallucinations and practical developer workflows

Akmal Chaudhri Akmal Chaudhri · LIVE

3:36 min

Overview of generative AI and the presentation agenda

juarezjunior juarezjunior · WWC 2024

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