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.
10 items.
NarrativeThe Worker Who Pays to Leave
content/narratives/2026-08-23-worker-who-pays-to-leave
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 4)
Ministry of Expatriates' Welfare and Overseas Employment: the text names it (publication_bindings: exact_name_en "Ministry of Expatriates' Welfare and Overseas Employment", paragraph 39)
Probashi Kallyan Bank: the text names it (publication_bindings: exact_name_en 'Probashi Kallyan Bank', paragraph 40)
NarrativeBangladesh 2036: The Decade That Decides
content/narratives/2026-09-06-bangladesh-2036
Bangladesh Bank: series_source+text_binding (series bb_npl_ratio: data_series.source 'bangladesh_bank' names 'bangladesh bank'; 1 more)
Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 44)
Bangladesh Bureau of Statistics: series_source+text_binding (series bbs_gdp_real_growth_rate_pct: data_series.source 'BBS' names 'BBS'; 3 more)
Bangladesh Power Development Board: series_source+text_binding (series bpdb_installed_capacity_mw: data_series.source 'BPDB' names 'BPDB'; 2 more)
Bangladesh Sangbad Sangstha: the text names it (publication_bindings: exact_name_en 'Bangladesh Sangbad Sangstha', paragraph 44)
Bangladesh Telecommunication Regulatory Commission: the text names it (publication_bindings: registry_acronym 'BTRC', paragraph 44)
Bangladesh Water Development Board: series_source+text_binding (series bwdb_flood_affected_pct: data_series.source 'BWDB/BBS' names 'BWDB'; 1 more)
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).
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 44)
Department of Youth Development: the text names it (publication_bindings: exact_name_en 'Department of Youth Development', paragraph 45)
Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 44)
Export Promotion Bureau: a data series it reads comes from this body (series rmg_export_share_national_pct: data_series.source 'BGMEA / EPB / BBS' names 'EPB')
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 9)
Hydrocarbon Unit: a data series it reads comes from this body (series petrobangla_cumulative_gas_production_bcf: data_series.source 'Petrobangla Annual Report 2024 / Hydrocarbon Unit' names 'Hydrocarbon Unit'; 2 more)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 44)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 44)
National Economic Council: the text names it (publication_bindings: registry_acronym 'NEC', paragraph 44)
North-West Power Generation Company Limited: the text names it (publication_bindings: registry_acronym 'NWPGCL', paragraph 44)
Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 13)
Power Division: the text names it (publication_bindings: exact_name_en 'Power Division', paragraph 44)
Narrative03 External sector
content/narratives/2026-09-06-bangladesh-2036-ch03-external-sector
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 2)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 12)
Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 13)
Export Promotion Bureau: the text names it (publication_bindings: registry_acronym 'EPB', paragraph 5)
National Board of Revenue: the text names it (publication_bindings: exact_name_en 'National Board of Revenue', paragraph 5)
Narrative08 Employment and demographics
content/narratives/2026-09-06-bangladesh-2036-ch08-employment-demographics
Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 19)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 2)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 19)
Narrative09 Human capital
content/narratives/2026-09-06-bangladesh-2036-ch09-human-capital
Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 5)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 59)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 25)
Directorate of Technical Education: the text names it (publication_bindings: registry_acronym 'DTE', paragraph 31)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 30)
General Economics Division: the text names it (publication_bindings: registry_acronym 'GED', paragraph 30)
Health Services Division: the text names it (publication_bindings: exact_name_en 'Health Services Division', paragraph 31)
Ministry of Education: the text names it (publication_bindings: exact_name_en 'Ministry of Education', paragraph 21)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 16)
Narrative21 Remittances and labour migration
content/narratives/2026-09-06-bangladesh-2036-ch21-remittances-labour-migration
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 2)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 7)
Bangladesh Financial Intelligence Unit: the text names it (publication_bindings: registry_acronym 'BFIU', paragraph 26)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 5)
Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 8)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 21)
Ministry of Expatriates' Welfare and Overseas Employment: the text names it (publication_bindings: exact_name_en "Ministry of Expatriates' Welfare and Overseas Employment", paragraph 51)
Probashi Kallyan Bank: the text names it (publication_bindings: exact_name_en 'Probashi Kallyan Bank', paragraph 18)
Narrative32 Education, TVET and skills
content/narratives/2026-09-06-bangladesh-2036-ch32-education-tvet-skills
Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 6)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 8)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 57)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 25)
Directorate of Technical Education: the text names it (publication_bindings: exact_name_en 'Directorate of Technical Education', paragraph 14)
Narrative33 Higher education, research and brain drain
content/narratives/2026-09-06-bangladesh-2036-ch33-higher-education-research-brain-drain
Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 7)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 6)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 23)
Comilla University: the text names it (publication_bindings: exact_name_en 'Comilla University', paragraph 18)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 27)
Jagannath University: the text names it (publication_bindings: exact_name_en 'Jagannath University', paragraph 18)
Khulna University of Engineering and Technology: the text names it (publication_bindings: exact_name_en 'Khulna University of Engineering and Technology', paragraph 18)
Kurigram Agricultural University: the text names it (publication_bindings: exact_name_en 'Kurigram Agricultural University', paragraph 19)
Ministry of Education: the text names it (publication_bindings: exact_name_en 'Ministry of Education', paragraph 28)
Ministry of Science and Technology: the text names it (publication_bindings: exact_name_en 'Ministry of Science and Technology', paragraph 11)
Netrokona University: the text names it (publication_bindings: exact_name_en 'Netrokona University', paragraph 18)
University Grants Commission of Bangladesh: the text names it (publication_bindings: registry_acronym 'UGC', paragraph 8)
Narrative45 Geoeconomics: India, China, the US, Japan and the Gulf
content/narratives/2026-09-06-bangladesh-2036-ch45-geoeconomics
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 14)
Bangladesh Investment Development Authority: the text names it (publication_bindings: registry_acronym 'BIDA', paragraph 9)
Bangladesh Power Development Board: the text names it (publication_bindings: registry_acronym 'BPDB', paragraph 16)
Bangladesh Shipping Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Shipping Corporation', paragraph 20)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 14)
Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 8)
Export Promotion Bureau: the text names it (publication_bindings: registry_acronym 'EPB', paragraph 35)
Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 15)
Power Division: the text names it (publication_bindings: exact_name_en 'Power Division', paragraph 16)
Narrative60 Diaspora, soft power and the nation brand
content/narratives/2026-09-06-bangladesh-2036-ch60-diaspora-soft-power
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 9)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 10)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 9)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 11)
Legislative and Parliamentary Affairs Division: the text names it (publication_bindings: exact_name_en 'Legislative and Parliamentary Affairs Division', paragraph 55)
Ministry of Expatriates' Welfare and Overseas Employment: the text names it (publication_bindings: exact_name_en "Ministry of Expatriates' Welfare and Overseas Employment", paragraph 57)
Ministry of Home Affairs: the text names it (publication_bindings: exact_name_en 'Ministry of Home Affairs', paragraph 29)