Offline Model Update Bundle v6 — 2026-06-21

Purpose: model-agnostic offline/local AI context bridge. These files provide a dated external context snapshot from 2024-06-01 through 2026-06-21. They do not permanently update any model.

Public project/reference: https://github.com/zeittresor/offline_model_context License note: The user's public project is MIT-licensed. This generated bundle is intended to follow the same general offline-model-context idea; verify license headers before redistribution if you modify it.

Recommended use:

• Small models / small context: start with context_only.md or full_8k.md.
• 16k/32k models: use full_16k.md or full_32k.md.
• 64k/128k/256k models: use the matching full_*k.md variant.
• RAG/indexed systems: use cards_context_only.jsonl, event_index.md, and weekly_chronology.md.
• Human/online audit: use source_registry.md; raw URLs are kept there, not in the main offline-facing context files.

No PDF. No images. Markdown/Text/JSONL only.

Important: token counts are approximate context-window classes, not exact tokenizer-specific counts. Keep room for system prompt, user query and answer output.