text-dda-witness
Context Graph
Text-side DDA witness using 13 frozen embedders, RocksDB storage, and MCP retrieval tools.
- Embedder panel
- N=13
- Structured signals
- up to 91 per input
About
Teleox is the research operation behind the framework.
Chris Royse is the researcher/operator behind Teleox. Leapable.ai and ClipCannon are production surfaces around the DDA/TCT research program.
Figure 1.One frozen panel supplies retrieval geometry, DDA labels, and TCT guard checks.
Figure description
The figure places one frozen embedder panel at the center. Three arrows connect it to retrieval over stored content, DDA labelling over fixed source data, and TCT runtime guard evaluation over generated candidates. The point is that the same parameter instances are reused without updates across all three roles.
The research operation
Teleox is an independent research operation run by Chris Royse. The public site is organized around the DDA/TCT research program rather than a personal biography.
The current framework
The current center of gravity is meaning compression: DDA decomposes fixed real data into structured supervision, and TCT uses those derived signals as verifiable generation targets.
Systems that prove the work
Context Graph and ClipCannon are production witnesses. OCR Provenance and Dynamic / ME-JEPA show the broader source-of-truth verification posture.
video-dda-witness
ClipCannon
Video-side DDA/TCT witness using a 23-stage DAG, seven modalities, and per-project provenance records.
- Pipeline
- 23-stage DAG
- Modality panel
- N=7
document-provenance-witness
OCR Provenance
Document-side provenance witness for local-first OCR, chunking, embeddings, and hash-linked records.
- Architecture
- local-first MCP server
- Provenance
- hash-linked transformation records
jepa-runtime-witness
Dynamic / ME-JEPA
Private-preview JEPA-style runtime witness for audited bundles, deterministic artifacts, and Full State Verification.
- Preview artifact
- private PDF
- Verification posture
- source-of-truth readback
Release posture
The site publishes methods, scoped metrics, and evidence maps. Private runtime access, sensitive identity artifacts, and source-level reproducibility access are handled through direct review channels.
Multi-agent research workflow
00:03:45 / ZbGtnDhEq2o
Process video showing the research-production workflow and audit trail behind the paper corpus.
Open video pageRelated videos
00:03:45 / ZbGtnDhEq2o
Multi-agent research workflow
Process video showing the research-production workflow and audit trail behind the paper corpus.
Sources
- docs/refactorwebsite/02_positioning_and_message.md#about