The Hamsa Book · contents

The story

  1. 1The flood, and the videos that came after
  2. 2A triage desk, not an oracle
  3. 3One post, from a phone to a verdict

How it works

  1. 4Seeing footage before: three fingerprints
  2. 5Finding the evidence, in two languages
  3. 6Models propose, rules decide
  4. 7A memory, not a library
  5. 8Under the hood: one laptop, open models

The proof

  1. 9The numbers, and what went wrong
  2. 10What Hamsa does not do yet
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The story · Chapter 2

A triage desk, not an oracle

What Hamsa does, what it deliberately does not do, and the four verdicts it uses.

What it is

  • A way in. Anyone can send a doubtful post on the website, to a Telegram bot, or to a Facebook Page over Messenger. A link is enough.
  • A preparer. For every post it pulls out the claim, checks whether the footage has been seen before, gathers evidence, and drafts a verdict in Nepali and English with its sources.
  • A sorter. Written rules decide where each case goes: one click from publishing when the evidence is overwhelming, to a checker when it is not, merged when it is a repeat.
  • A desk where a checker sees the post beside the evidence, edits the draft, and publishes. Every decision is recorded under the checker's name.
  • A memory. Every published verdict is fingerprinted, so the next copy is recognised.

What it is not

  • Not an oracle. Hamsa never publishes on its own. A model's draft is a proposal; a person decides.
  • Not an "AI detector". It does not guess from pixels whether a video was generated. Those detectors are unreliable, and wrongly calling a real victim's video fake is worse than missing a fake.

The four verdicts

Hamsa uses the labels fact-checkers publish, so its drafts can be compared with their work.

गलत False
The core claim is wrong: footage from elsewhere sold as this disaster, an invented figure.
भ्रामक Misleading
Real elements framed to mislead: genuine footage from an older event, a real number out of context.
सत्य True
The claim and the footage hold up.
पुष्टि हुन नसकेको Unverifiable
The evidence does not settle it either way.