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A3ILABS Purpose Statement

Present-day Artificial Intelligence (AI) remains fundamentally limited in both method and application. Intellectual tasks performed by humans—those involving original or ( more... ) A3ILABS Purpose Statement
Present-day Artificial Intelligence (AI) remains fundamentally limited in both method and application. Intellectual tasks performed by humans—those involving original or abstract thinking—find no synthetic parallels that align in terms of the underlying cognitive basis. Moreover, state-of-the-art AI fails to capture the defining trait of human intellect: free-willed intelligence, which manifests in articulation, innovation, strategy, humor, and more. As for the method, AI remains largely statistical and invariably algorithmic. If we associate intelligence more with the cause than the effect of the involved dynamics in responding to a given problem – that is, as a basis for the evolution of an algorithm than the ensuing output – the prevalent methods seem shallow in merely modeling the final step of intelligence generation process. The evident gap between these machine-like means and the human-like ends of autonomous, general intelligence begs the question—

                         Have we been asking the right questions?

This blog aims to raise such fundamental questions—the ones long dismissed as obvious or those we did not know how to ask. A3ILABS’ Project POC responds to some of these foundational challenges, particularly within the prevailing paradigms of AI and AGI research. Several of the results are likely to be surprising, to say the least.

  • Project POC
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Author: Shastri Jagarlapudi

A3ilabs-Project POC : Object-Orientation (Whiteboard series Video#6/10)

September 5, 2023August 12, 2025Shastri JagarlapudiLeave a Comment on A3ilabs-Project POC : Object-Orientation (Whiteboard series Video#6/10)

Video Transcript: Thus far, the videos of the 10-part whiteboard series have focused on what the characterization of the proposed strain of AI is, and… Continue Reading

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A3ilabs-Project POC : A Technical Perspective – Supplementary 2 (Whiteboard series Video#5.2/10)

June 14, 2023August 15, 2025Shastri JagarlapudiLeave a Comment on A3ilabs-Project POC : A Technical Perspective – Supplementary 2 (Whiteboard series Video#5.2/10)

Video Transcript: This second supplementary video to the fifth of the 10-part whiteboard video series features one of the four macro technological paradigms allowed by… Continue Reading

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A3ilabs-Project POC : A Technical Perspective – Supplementary 1 (Whiteboard series Video#5.1/10)

May 16, 2023August 11, 2025Shastri JagarlapudiLeave a Comment on A3ilabs-Project POC : A Technical Perspective – Supplementary 1 (Whiteboard series Video#5.1/10)

Video Transcript: The purpose of this video is to disambiguate some of the notions associated with previously introduced Acontextual Model of Cognition in the fifth… Continue Reading

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A3ilabs-Project POC : A Technical Perspective (Whiteboard series Video#5/10)

May 3, 2023August 11, 2025Shastri JagarlapudiLeave a Comment on A3ilabs-Project POC : A Technical Perspective (Whiteboard series Video#5/10)

Video Transcript: Consider the scenario of a source of intelligence (the Subject) liaising with a problem to be solved (the Object) in determined contexts. Let… Continue Reading

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A3ilabs-Project POC : ChatGPT vs Project POC (Whiteboard series Video#4/10)

April 18, 2023August 11, 2025Shastri JagarlapudiLeave a Comment on A3ilabs-Project POC : ChatGPT vs Project POC (Whiteboard series Video#4/10)

Video Transcript: At the outset, whereas ChatGPT is the most impressive yet emulation of human linguistic intelligence, Project POC relies upon a phenomenological simulation of… Continue Reading

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A3ilabs-Project POC : Characterization of AI (Whiteboard series Video#3/10)

March 2, 2023August 11, 2025Shastri JagarlapudiLeave a Comment on A3ilabs-Project POC : Characterization of AI (Whiteboard series Video#3/10)

Video Transcript: Project POC provides the contexts for an overhaul of various prevailing notions in relation to the synthesis of AI, particularly the characterization of… Continue Reading

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A3ilabs-Project POC : An overview (Whiteboard series Video#2/10)

February 22, 2023August 11, 2025Shastri JagarlapudiLeave a Comment on A3ilabs-Project POC : An overview (Whiteboard series Video#2/10)

Video Transcript: In the simplest sense, the prototype demonstrates an intelligence system that interprets natural language as an executable program. The consolidated outcome from such… Continue Reading

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A3ilabs : An overview (Whiteboard series Video#1/10)

February 16, 2023August 11, 2025Shastri JagarlapudiLeave a Comment on A3ilabs : An overview (Whiteboard series Video#1/10)

Video Transcript: Recent advances in Artificial Intelligence open numerous possibilities, at the same time underlining the limitations in synthesizing human-like intelligence. For instance, the autonomy… Continue Reading

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