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.
12 items.
NarrativeThe Haat That Eats the Farmer
content/narratives/2026-05-27-haat-eats-farmer
Agency to Innovate (a2i): the text names it (publication_bindings: registry_acronym 'a2i', paragraph 30)
Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 30)
Bangladesh Sangbad Sangstha: the text names it (publication_bindings: registry_acronym 'BSS', paragraph 49)
Chittagong Veterinary and Animal Sciences University: the text names it (publication_bindings: exact_name_en 'Chittagong Veterinary and Animal Sciences University', paragraph 28)
Department of Livestock Services: the text names it (publication_bindings: exact_name_en 'Department of Livestock Services', paragraph 4)
Dhaka North City Corporation: the text names it (publication_bindings: exact_name_en 'Dhaka North City Corporation', paragraph 30)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 30)
NarrativeHalf the Country Offline: The Subscriptions Are There, the Users Are Not
content/narratives/2026-08-10-half-the-country-offline
Bangladesh Bureau of Statistics: the text names it (publication_bindings: exact_name_en 'Bangladesh Bureau of Statistics', paragraph 35)
Bangladesh Telecommunication Regulatory Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Telecommunication Regulatory Commission', paragraph 35)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 35)
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).
NarrativeOne Category: The Most Manufactures-Weighted Export Basket of the Six
content/narratives/2026-08-10-one-category-exports
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 40)
Export Promotion Bureau: the text names it (publication_bindings: exact_name_en 'Export Promotion Bureau', paragraph 40)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 40)
Ministry of Commerce: the text names it (publication_bindings: exact_name_en 'Ministry of Commerce', paragraph 40)
NarrativeCan Digital Work Graduate into Export Firms?
content/narratives/2026-08-23-digital-export-graduation-gap
Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 2)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: exact_name_en 'Bangladesh Bureau of Statistics', paragraph 34)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 35)
National Board of Revenue: the text names it (publication_bindings: exact_name_en 'National Board of Revenue', paragraph 34)
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)
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)
NarrativeThree growth scenarios for 2036
content/narratives/2026-09-06-bangladesh-2036-10-scenarios-and-decisions
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 18)
National Board of Revenue: the text names it (publication_bindings: exact_name_en 'National Board of Revenue', paragraph 12)
NarrativeEighty three million workers arrive whether or not the jobs do
content/narratives/2026-09-06-bangladesh-2036-4-workers-and-the-ai-generation
Department of Youth Development: the text names it (publication_bindings: exact_name_en 'Department of Youth Development', paragraph 25)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 25)
NarrativeThe institutions weakened, and so did the numbers that measure them
content/narratives/2026-09-06-bangladesh-2036-9-institutions-and-the-digital-gap
Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 8)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 8)
Bangladesh Telecommunication Regulatory Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Telecommunication Regulatory Commission', paragraph 12)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 20)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 8)
Narrative18 Manufacturing diversification
content/narratives/2026-09-06-bangladesh-2036-ch18-manufacturing-diversification
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 15)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 14)
Bangladesh Economic Zones Authority: the text names it (publication_bindings: registry_acronym 'BEZA', paragraph 12)
Bangladesh Export Processing Zones Authority: the text names it (publication_bindings: registry_acronym 'BEPZA', paragraph 9)
Bangladesh Investment Development Authority: the text names it (publication_bindings: registry_acronym 'BIDA', paragraph 23)
Bangladesh Jute Mills Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Jute Mills Corporation', paragraph 23)
Bangladesh Trade and Tariff Commission: the text names it (publication_bindings: registry_acronym 'BTTC', paragraph 17)
Export Promotion Bureau: the text names it (publication_bindings: exact_name_en 'Export Promotion Bureau', paragraph 17)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 13)
Ministry of Industries: the text names it (publication_bindings: exact_name_en 'Ministry of Industries', paragraph 57)
Narrative20 Services exports and freelancing
content/narratives/2026-09-06-bangladesh-2036-ch20-services-exports-freelancing
Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 9)
Bangladesh Submarine Cables PLC: the text names it (publication_bindings: registry_acronym 'BSCCL', paragraph 17)
Bangladesh Telecommunication Regulatory Commission: the text names it (publication_bindings: registry_acronym 'BTRC', paragraph 16)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 13)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 43)
National Board of Revenue: the text names it (publication_bindings: registry_acronym 'NBR', paragraph 22)
Narrative52 Media, information and civil society
content/narratives/2026-09-06-bangladesh-2036-ch52-media-information-civil-society
Bangladesh Betar: the text names it (publication_bindings: exact_name_en 'Bangladesh Betar', paragraph 12)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 15)
Bangladesh Press Council: the text names it (publication_bindings: exact_name_en 'Bangladesh Press Council', paragraph 13)
Bangladesh Telecommunication Regulatory Commission: the text names it (publication_bindings: registry_acronym 'BTRC', paragraph 15)
Bangladesh Television: the text names it (publication_bindings: exact_name_en 'Bangladesh Television', paragraph 12)
Cabinet Division: the text names it (publication_bindings: exact_name_en 'Cabinet Division', paragraph 25)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 32)
Information Commission Bangladesh: the text names it (publication_bindings: registry_acronym 'IC', paragraph 9)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 59)
NGO Affairs Bureau: the text names it (publication_bindings: exact_name_en 'NGO Affairs Bureau', paragraph 16)
Press Information Department: the text names it (publication_bindings: exact_name_en 'Press Information Department', paragraph 14)
Narrative55 Startups, venture capital and innovation
content/narratives/2026-09-06-bangladesh-2036-ch55-startups-venture-innovation
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 10)
Bangladesh Investment Development Authority: the text names it (publication_bindings: registry_acronym 'BIDA', paragraph 19)
Bangladesh Securities and Exchange Commission: the text names it (publication_bindings: registry_acronym 'BSEC', paragraph 9)
ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 8)
Insurance Development and Regulatory Authority: the text names it (publication_bindings: registry_acronym 'IDRA', paragraph 24)
Ministry of Industries: the text names it (publication_bindings: exact_name_en 'Ministry of Industries', paragraph 55)
Ministry of Science and Technology: the text names it (publication_bindings: exact_name_en 'Ministry of Science and Technology', paragraph 7)
University Grants Commission of Bangladesh: the text names it (publication_bindings: registry_acronym 'UGC', paragraph 16)