Videos
The videos keep the public talk track accessible; formal site copy keeps claims scoped to papers, figures, systems, and limitations.
Figure 1.DDA holds real data fixed and decomposes it into structured supervision through frozen instruments.
The visual shows translucent source-data slabs feeding into a frozen multi-embedder panel. Output beams from the panel form a structured geometric lattice on the right, representing typed signals and relationships derived from fixed real observations.
Begin with the fixed-data DDA move and the meaning-compression ratio.
00:11:23 / 6umU6kuXR3s
Plain-language talk track for the fixed-data DDA move and the meaning-compression ratio.
The formal site claim is narrower than the talk title: DDA is fixed-corpus decomposition and meaning compression is a proposed structured-signal-density measure.
Open video pageThese videos explain DDA, meaning compression, and panel-relative guard geometry.
00:11:49 / mXAJgE2G87Q
Concrete public-domain text example for how a small corpus can produce many derived training records.
Open video page00:09:25 / r4F06Eb-QMs
Public talk-track for geometric guard ideas; the formal site scopes TCT to panel-relative verification.
The formal claim is panel-relative verifiable generation, not a claim that preference alignment is solved.
Open video pageSystem videos show Context Graph, ClipCannon, and OCR Provenance as operational witnesses.
00:10:32 / zhgD_iL-4Bc
Video-side DDA and TCT demonstration around multi-modal decomposition and identity centroids.
Identity-cloning examples require consent, provenance, and withheld subject-specific artifacts.
Open video page00:11:34 / oHLZggLYgBI
Text-side production witness showing the 13-embedder panel used for memory, retrieval, and DDA signals.
Counts are system-at-date figures; the up to 91 signal count is a constructive upper bound pending mutual-information audit.
Open video page00:03:10 / s42t1Yi2XnI
Operational demo for OCR Provenance and its document-side source-of-truth posture.
Open video pageCase-study and process videos show measured evidence and research-production workflow.
00:03:27 / JGFFOTL35wA
Case-study video for the one-speaker WavLM SECS measurement and its scope limits.
The formal site claim is 0.961 mean WavLM SECS under an encoder-matched protocol for one speaker and 10 held-out English sentences.
Open video page00:07:57 / 9re6jYR6GZg
Additional voice case-study context; the formal site copy keeps the metric scoped to the published WavLM protocol.
Video phrasing is treated as public talk-track language; publication cards and case-study pages use the scoped WavLM result.
Open video page00:03:45 / ZbGtnDhEq2o
Process video showing the research-production workflow and audit trail behind the paper corpus.
Open video page