आप्तोपदेशः शब्दः॥

āptopadeśaḥ śabdaḥ.

LITERAL ENGLISH DECODING

Verbal testimony (Śabda) is the instructive assertion of a reliable person (Āpta).

COMMON MISCONCEPTION

Testimony means accepting any rumor, unverified internet post, or tweet as absolute fact.

LOGICAL DECONSTRUCTION (TRUTH)

Testimony is only valid if the source has zero bias, direct expertise, and can be structurally audited for truth.

COGNITIVE PHILOSOPHY RUNTIME

Information pipelines require origin authentication. Sourced data must be validated against the integrity track record of the transmitting authority node.

HISTORICAL COMMENTARY ANALYSIS

Defines the fourth Pramāṇa. A reliable person is defined as someone who possesses direct knowledge of a truth and communicates it exactly as it is, without bias, desire, or malice.

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