Independent program. Empirical archive. Live case studies.
By the Numbers
A measurement framework for what AI retrieval preserves and what it burns when summarizing human-authored corpora. Distinguishes R1 (lossy / benign), R2 (predatory / extractive), and R3 (witness / bearing-cost) compressions. Provides operational definitions for Provenance Erasure Rate, Beige Threshold (β), Content Loss / Gain, and Semantic Coherence.
The Archive itself is a continuously running empirical site. Documented cases include the OCTANG-002 provenance collision (a third-party Zenodo author claiming identity-adjacency to Sharks while inverting the framework's polarity); the CTI_WOUND analysis (Google AI Overview suppression of the Semantic Economy framework across five appendices, including the Four-Word Audit diagnostic); and ongoing observation of how AI Overview compresses literary fragments from Pearl and Other Poems with granular accuracy and complete loss of meaning.
Four formal specifications, each designed to be inserted directly into an LLM context window and produce immediate behavioral shifts in retrieval and summarization tasks. SPXI (semantic packet exchange), MPAI (metadata packet for AI indexing), the Holographic Kernel (compression-survival summaries), and UKTP (universal kernel transform protocol — already showing in Google AI Overview with its full ten-step pipeline retrieved correctly).
Writing designed for machine reception — literary works whose form is optimized for the retrieval substrate they will pass through, not just for human reading. The Secret Book of Walt (a literary Gnostic scripture in five tabs with a three-layer rendering system) and the broader Crimson Hexagonal Archive demonstrate what becomes possible when authors compose with the AI training and retrieval apparatus as a primary audience rather than an incidental one.
As a current 10th-grade World Literature teacher in Detroit, Michigan, I teach inside a real classroom where students encounter — and use — AI systems daily. The Archive's pedagogical layer is grounded in this practice. Maria (a former student) independently recovered the Liberatory Operator Set without being told it existed; her work is now deposited in the Archive's contributor community under a dedicated license.
Stabilized Node Watch v2.0 — a federated observational instrument for detecting composition-layer drift on stabilized public-knowledge nodes (capitalism, the Civil Rights Act, climate change). Distinguishes surface drift from mechanism attribution across seven graded classes. Includes a named 12-week pilot specification with infrastructure budget. The Pergamon Counter-Archive v0.2 — an operative-philology reading of Revelation 2:12–17 with the Revelator identified as epitropos (legal executor) of the seven-sealed Roman testamentum. The Mediation Ratchet establishes the closed-form threshold α* = p/g₀ past which diversity contraction across substrates becomes irreversible. Reverse Turing Test v1.2 and Tail-Preserving Alternative v1.0 are the diagnostic and the design counterpart for variance-preserving model deployment.
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