MIT License

Copyright (c) 2026 Venkatesh Swaminathan, Nexus Learning Labs, Bengaluru
ORCID: 0000-0002-3315-7907

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

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ATTRIBUTION NOTICE — Maya Research Series
Nexus Learning Labs, Bengaluru | Venkatesh Swaminathan | ORCID: 0000-0002-3315-7907

Use of this code, architecture, methodology, or any derivative in any
publication, preprint, software, product, or research output requires
explicit citation of the originating paper for this repository (DOI listed
in README.md).

Uncited use constitutes a violation of this license and of academic
integrity standards.

The following provenance signatures are embedded in all artifacts in this
repository and will be used to establish original authorship in any dispute:

  1. ORCID magic number 0.002315 embedded in canonical hyperparameters
     (VAIRAGYA_DECAY_RATE, KARMA_DECAY_RATE, PRANA_COST_RATE,
      CHITTA_SAMSKARA_RISE) — derived from ORCID 0000-0002-3315-7907
  2. LSB steganographic signature in all matplotlib figures via sign_paper.py
     — encodes ORCID + DOI + "Nexus Learning Labs Bengaluru"
  3. Canary string: MayaNexusVS2026NLL_Bengaluru_Narasimha
     — logged at the start of every experiment run script
  4. White-text ORCID + DOI + timestamp watermark in all document exports
  5. Zenodo DOI timestamp — immutable, publicly verifiable, date-stamped

These five signatures are independently verifiable and together constitute
tamper-evident proof of prior authorship. Any reproduced code, figure, or
result carrying these signatures without citation is traceable to this
repository.
