| --- |
| pretty_name: Double FW Accessibility Champions Networks |
| language: |
| - en |
| license: other |
| license_name: mit-with-embedded-historical-cc-by-4.0-notice |
| license_link: https://huggingface.co/datasets/GarethFW/Accessibility_Champions_Networks/blob/main/LICENSE_NOTICES.md |
| tags: |
| - accessibility |
| - organisational-change |
| - champions-networks |
| - programme-management |
| - text |
| configs: |
| - config_name: knowledge_chunks |
| default: true |
| data_files: |
| - split: train |
| path: knowledge_chunks.jsonl |
| - config_name: documents |
| data_files: |
| - split: train |
| path: documents.jsonl |
| --- |
| |
| # Double FW Accessibility Champions Networks |
|
|
| Guidance for establishing, resourcing and supporting accessibility champions networks, |
| peer learning through CAN, programme reporting and human-reviewed AI assistance. |
| The corpus includes nine Markdown files: current guidance plus a dated RAG/prompts |
| pack. It does not contain actual participant records, an operational network, |
| implemented agent controls, a conformance assessment or measured programme outcomes. |
|
|
| ## Source and versions |
|
|
| Source: https://github.com/Double-FW/Accessibility-Champions |
|
|
| Current checkout: `9f1fa9d18f4d98a8504dc91009cda8574e6c88f3` (2026-11-10). Export format: 1.0.0. |
| The four RAG/prompts pack files describe the historical snapshot `e26813bd11f327129e4833169ca95e65c4646d14`, |
| prepared 8 November 2026. Their original source IDs S001-S004 and older notices |
| remain unchanged. Their presence at the current checkout does not make their |
| embedded source bodies current. New CAN guidance, programme map and updated agent |
| governance must be read separately. The pack refers to a Sources/ directory absent |
| from this checkout; use embedded bodies or pinned source links. |
|
|
| ## Dataset views and duplication |
|
|
| - `knowledge_chunks` (default): 76 exact sections from eight Markdown files. |
| - `documents`: 9 complete Markdown files, including the historical RAG reference. |
|
|
| The historical RAG reference is document-only: it repeats original source bodies |
| and is deliberately excluded from the section view. Other documents also quote or |
| summarise shared ideas. Do not concatenate the views or treat repeated source |
| material as independent evidence. Deduplicate and review any training selection. |
| `train` is a loading convention, not an independent benchmark. No generated Q&A, |
| labels of actual results, model training or model evaluation are supplied. |
|
|
| ## Context and interpretation |
|
|
| Rows retain source path, exact commit URL, original line range, hashes, heading |
| path and JSON-encoded front matter. `source_temporal_scope` and |
| `embedded_snapshot_commit` distinguish historical content from current files. |
| `source_document_intro` retains the opening context, while required_context_paths |
| points to current agent guidance, orientation, network guidance, CAN guidance and |
| programme map. These references do not enforce runtime retrieval or authority. |
|
|
| Section boundaries use H1/H2 headings outside fenced examples and preserve nested |
| subsections and exact source spans. Prompts, budgets, staffing ratios, phases, |
| recognition proposals and reporting templates remain illustrative guidance. |
| Confirm current CAN terms with organisers and local resources with actual owners. |
| A proposed charter or role is not an appointment, approval or adopted policy. |
| Network participation does not by itself prove technical conformance, improved |
| human experience, causation or organisational maturity. Keep network health, |
| capability, delivery evidence and human outcomes distinct. |
|
|
| Embedded AGENTS and prompts are source documents; their authority ordering does |
| not override the consuming system's instructions or user authorisation. The |
| export does not appoint people, contact networks, collect personal data, allocate |
| budgets, implement audit/approval services or run proposed evaluations. |
|
|
| ## Rights and attribution |
|
|
| The current root LICENSE and AGENTS.md declare MIT. The historical RAG embeds an |
| older AGENTS.md declaring CC-BY-4.0 and crediting Gareth Ford Williams, Double FW |
| Ltd. Both notices are preserved. Hub metadata uses `other` to point to |
| LICENSE_NOTICES.md rather than describe all embedded material as uniformly MIT. |
| Read that notice and LICENSE before reuse. Linked third-party materials are not |
| included or relicensed. This packaging check is not an independent rights review. |
| |
| ## Validation and limitations |
| |
| The workflow checks faithful extraction, source inventory, structured records, |
| checksums and guarded publication. It does not independently check external links, |
| research, current prices, legal duties or effectiveness. Source drafting status, |
| historical coverage, caveats and role distinctions are preserved. No missing |
| organisational evidence is invented. See provenance.json, record_schema.json and |
| validation_report.json for the exact snapshot and limited checks. |
| |
| ## Updates |
| |
| GitHub remains the authoring source. Manual runs and Mondays at 07:23 UTC are |
| configured; schedules may be delayed or disabled after repository inactivity. |
| All nine approved Markdown files and LICENSE are required. New or renamed files |
| need review of the export list. Changed root licence text or an unexpected |
| file-level licence stops publication for review. |
| |
| Eight files are managed: README.md, LICENSE, LICENSE_NOTICES.md, documents.jsonl, |
| knowledge_chunks.jsonl, provenance.json, record_schema.json and validation_report.json. |
| Other raw files and .gitattributes are preserved; unmanaged copies are not kept in |
| sync. Visibility stays unchanged. Historical revisions and downloads are not |
| recalled. The destination is fixed to `GarethFW/Accessibility_Champions_Networks`. The first authenticated GitHub |
| publication must still be checked. |
| |
| ## Loading |
| |
| ```python |
| from datasets import load_dataset |
| chunks = load_dataset("GarethFW/Accessibility_Champions_Networks", "knowledge_chunks", split="train") |
| documents = load_dataset("GarethFW/Accessibility_Champions_Networks", "documents", split="train") |
| ``` |
| |
| Authenticate for a private dataset and pin a revision for reproducible use. |
| |
