TechShortsApp Documentation

Epistemic Documentation

Why TechShortsApp Exists
What This System Estimates
What This System Refuses to Claim

Evidence vs Opinion
Alpha in Human Terms
Beta in Human Terms
Why Low Data = High Uncertainty
How Confidence Evolves Over Time

Known Failure Modes
When the System Should Not Rank
Why Uncertainty Is Not Hidden
What V2 Does Not Optimize For

V1 Overview (Archived)archived
Why V1 Was Flawedarchived
Why Succeeding Wrong Is Worsearchived
Why V1 Was Shut Downarchived

V2.0.0 In Developmentexperimental
Why the App Is Temporarily Closed
Invite-Only Experimental Phase
Next 30 Days: Research Direction

Current: V2.0.0

Archived: V1.x

TechShortsAppExperimental

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TechShortsApp Epistemic System

Documentation for credibility-first video discovery

Model version: V2.0.0 (experimental)

Last updated: Dec 2025