BDPolicyLab analysis in the twin. Part of what the twin can answer. Every figure below is the value the route serves, with its source; the raw response is at /api/twin/absorb/products.
Descriptive, sourced: no model
Basis: BPL products linked to Body or Place by exact name; counts of items, no model.
4 items.
NarrativeThe Boeing Bill
content/narratives/2026-04-30-biman-boeing-bill
Anti-Corruption Commission: the text names it (publication_bindings: exact_name_en 'Anti-Corruption Commission', paragraph 60)
Bangladesh Petroleum Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Petroleum Corporation', paragraph 86)
Bangladesh Sangbad Sangstha: the text names it (publication_bindings: registry_acronym 'BSS', paragraph 89)
Biman Bangladesh Airlines: the text names it (publication_bindings: registry_acronym 'Biman', paragraph 2)
Civil Aviation Authority of Bangladesh: the text names it (publication_bindings: exact_name_en 'Civil Aviation Authority of Bangladesh', paragraph 53)
Ministry of Finance: the text names it (publication_bindings: exact_name_en 'Ministry of Finance', paragraph 89)
Narrative৪৫ হাজার কোটি টাকা, কী কিনলাম?
content/narratives/2026-04-30-biman-boeing-mat
Civil Aviation Authority of Bangladesh: the text names it (publication_bindings: registry_acronym 'CAAB', paragraph 59)
Ministry of Commerce: the text names it (publication_bindings: exact_name_bn 'বাণিজ্য মন্ত্রণালয়', paragraph 10)
Ministry of Finance: the text names it (publication_bindings: exact_name_bn 'অর্থ মন্ত্রণালয়', paragraph 47)
Prime Minister's Office: the text names it (publication_bindings: exact_name_bn 'প্রধানমন্ত্রীর কার্যালয়', paragraph 27)
Narrative
72 analyzer modules, each run once offline into a pinned snapshot built 2026-10-02T07:21:38Z; results are not validated.
Kinds: `pub_module` (app/publications/pubs), `publication` (the publication store, app.publications in data/app.duckdb), `narrative` (content/narratives), `story` (the stories table in bdpolicy.db) and `analyzer` (app/analysis). Each item links to Body or Place objects only where a name matches exactly, and every link says how (`via`): - `tag`: a frontmatter or store tag, hyphens and underscores read as spaces, equals the full name_en of a national Body or the title_en of a division or district Place (case-insensitive, whole string). Acronyms and lower tiers are not matched from tags: tag `sob` means state-owned banks in a banking narrative, not Survey of Bangladesh (SoB), and a field office named "Forest" or a union named "Benapole" is a homonym of the topic. Product (DGDA medicine brands) is not matched: brands include common words (Energy, Macro, Forest). - `text_binding`: a narrative's text names the Body by its exact registry name, as bound by scripts/build_publication_bindings.py (publication_bindings.parquet, the file /api/twin/entity/{id}/evidence serves); reused here, not re-derived. - `series_source`: the item reads a series (its analyzers' required_series, or a series name printed in its own code) whose `data_series.source` names a Body. The source is compared whole, split on " / ", and with one trailing parenthetical taken as an alternative name, each part compared whole against Body name_en or acronym. A key matching more than one object is ambiguous and dropped, never resolved by guess. The index is built lazily on first use and cached; nothing here writes. Lane BRN7B: nothing here reads bdpolicy.db or runs an analyzer at request time. The series-to-source map, the stories and every analyzer's stored answer come from two manifest-pinned parquets (bpl_series_source, bpl_analyzer_snapshot; root lake_bpl_absorb) that scripts/twin_bpl_absorb/build_analyzer_snapshot.py builds offline. A missing file, or one whose sha256 is not its pin, raises SnapshotUnavailable (the routes answer 503).
content/narratives/2026-08-10-the-logistics-tax
Bangladesh Bureau of Statistics: the text names it (publication_bindings: exact_name_en 'Bangladesh Bureau of Statistics', paragraph 36)
Civil Aviation Authority of Bangladesh: the text names it (publication_bindings: exact_name_en 'Civil Aviation Authority of Bangladesh', paragraph 36)
Ministry of Commerce: the text names it (publication_bindings: exact_name_en 'Ministry of Commerce', paragraph 36)
National Board of Revenue: the text names it (publication_bindings: exact_name_en 'National Board of Revenue', paragraph 36)
Narrative56 Tourism and aviation
content/narratives/2026-09-06-bangladesh-2036-ch56-tourism-aviation
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 12)
Bangladesh Parjatan Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Parjatan Corporation', paragraph 12)
Biman Bangladesh Airlines: the text names it (publication_bindings: registry_acronym 'Biman', paragraph 9)
Civil Aviation Authority of Bangladesh: the text names it (publication_bindings: registry_acronym 'CAAB', paragraph 7)
Forest Department: the text names it (publication_bindings: exact_name_en 'Forest Department', paragraph 13)
Implementation Monitoring and Evaluation Division: the text names it (publication_bindings: registry_acronym 'IMED', paragraph 27)
Ministry of Civil Aviation and Tourism: the text names it (publication_bindings: registry_acronym 'MoCAT', paragraph 30)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 51)