Prompt Details
Model
(gemini-3.6-flash)
Token size
209
Example input
[ITEM_CATALOG]: Forty travel postcards, six duplicates, three handwritten dates, mixed publisher marks, and a seller spreadsheet with incomplete city names.
[SOURCE_NOTES]: Purchased from two estate lots; one group attributed to a 1930s rail employee by family note; no receipts for individual cards.
[PRESERVATION_CONSTRAINTS]: Flatbed scanner only, fragile silvering on five cards, polyester sleeves available, ten-hour volunteer budget.
Example output
1. Collection Inventory & Normalization Framework
To establish archival control over the 40 travel postcards within the 10-hour budget, items are ingested into a standardized schema. Items are assigned persistent identifiers based on acquisition lot (LOT1 for the 1930s rail employee estate lot; LOT2 for the second estate lot).
Data Normalization Schema
Metadata Field Archival Standard / Format Rules & Constraints
Item ID PC-2026-LOT[1|2]-[001..040] Unique identifier assigned sequentially upon physical triage.
Physical Description Controlled Vocabulary Broad physical class: Real Photo Postcard (RPPC), Photomechanical Color Lithograph, Monochrome Halftone.
Date Claim YYYY-MM-DD or YYYY-MM or UNKNOWN Recorded strictly from explicit physical evidence (handwritten postmark/inscription). Do not infer.
Creator Claim Text String or UNKNOWN Recorded strictly from printed publisher/printer marks or logos.
Acquisition Path LOT1-RAIL-ESTATE or LOT2-ESTATE-UNKNOWN High-level provenance source lot. Note lack of individual item receipts.
Marks Structured Transcription Verbatim text of handwritten notes, stamps, postmarks, printer codes, or logos.
Duplicates Group GRP-[01..03] or NONE Associates identical or near-duplicate printing impressions.
Condition Controlled Vocabulary Stable, Silvering/Mirroring (5 items), Edge Wear, Fragile.
Current Enclosure UNSLEEVED or POLYESTER-SLEEVE Physical housing state.
Duplicate and Near-Duplicate Grouping Protocol
Duplicates must be preserved as distinct physical items while linked conceptually to prevent redundant research.
Group Assignment: Duplicate cards (6 items total, forming pairs or small sets) share a Duplicates Group ID (GRP-01, GRP-02, etc.).
Variant Preservation: Cards printed from the same matrix or negative are distinguished by secondary physical evidence recorded in item-level records:
Variant A: Blank verso, pristine emulsion.
Variant B: Cancelled postmark, handwritten message, or distinct publisher production code.
Scanning Priority: Digitization prioritizes the most complete/pristine visual copy (recto) while ensuring all annotated versos are scanned to capture unique transcriptions.
2. Provenance & Attribution Register
Every contextual claim associated with this collection is evaluated against physical and documentary evidence.
Attribution Grades
Attribution Target Evidence Source Assigned Grade Justification & Evidence
1930s Rail Employee Ownership (Lot 1) Informal family note PLAUSIBLE Supported solely by non-contemporaneous hearsay (family note). Lacks employment logs, official receipts, or personal identity marks.
Individual Card Dates (3 cards) Inscribed handwritten dates / postmarks CORROBORATED Direct physical inscription on card surface. Requires verification against postmark date formats and publisher activity dates.
Individual Card Dates (37 cards) None UNKNOWN No dates inscribed; no primary sales documentation exists.
Geographic Locations Seller spreadsheet (incomplete city names) CONFLICTED Seller spreadsheet entries are truncated/incomplete and lack authority control; must be verified against card captions.
Card Creators / Publishers Printed publisher logos / marks DOCUMENTED Printed directly on item during manufacture (where present). Unmarked cards remain UNKNOWN.
Legal Ownership History Bulk purchase from 2 estate lots PLAUSIBLE Good-faith acquisition via estate sale; individual prior chain of custody is undocumented (no individual item receipts).
Provenance Gap Register
[GAP-01] Missing Individual Item Receipts
├─ Impact: Chain of custody prior to estate sale is undocumented.
└─ Resolution: Record acquisition as "Bulk Estate Purchase"; assign PLAUSIBLE baseline title.
[GAP-02] Unverified Rail Employee Context (Lot 1)
├─ Impact: Relationship between cards and 1930s rail network is unconfirmed.
└─ Resolution: Cross-reference geographic subjects in Lot 1 with 1930s rail lines during low-cost research.
[GAP-03] Truncated Geographic Metadata
├─ Impact: Incomplete city names in seller spreadsheet prevent precise subject indexing.
└─ Resolution: Transcribe partial names verbatim; flag for visual subject identification.
3. Prioritized Task Matrix
To maximize impact within the 10-hour volunteer budget, processing steps are prioritized based on physical risk, uniqueness, evidentiary value, rights uncertainty, and handling cost.
Priority Item Subset / Target Key Risk / Characteristic Stabilization Action Digitization / Transcription Action Budget Alloc.
1 5 Cards with Fragile Silvering Active silver mirroring / emulsion vulnerability; high visual uniqueness (RPPCs). Immediately place in inert polyester sleeves. Handle by edges only using powder-free nitrile gloves. High-resolution scan through sleeve or flatbed scan using protective spacer to avoid friction. 2.5 hrs
2 3 Cards with Handwritten Dates High evidentiary value for timeline anchoring; unique manuscript annotations. Sleeve in clear polyester to protect ink from abrasion and skin oils. Capture 600 DPI recto/verso master scans; full verbatim text transcription of handwritten notes. 1.5 hrs
3 6 Duplicate / Near-Duplicate Cards Medium uniqueness; risk of redundant labor or confusing identical items. Group physical cards in adjacent sleeves; mark individual variants (V01, V02). Scan 1 representative primary recto master; scan all distinct versos containing annotations/marks. 1.5 hrs
4 Remaining 26 Undated / Unsilvered Cards Standard physical stability; bulk photomechanical prints; moderate handling risk. Housing in protective polyester sleeves in sequential Item ID order. Rapid flatbed batch scanning (600 DPI recto/verso); baseline metadata entry in spreadsheet. 3.5 hrs
5 Metadata Alignment & Research Incomplete seller city names; unverified rail employee attribution. N/A (Digital / Administrative task). Reconcile seller spreadsheet against scanned visual captions; log unverified gaps in register. 1.0 hr
4. Digitization Protocol, Scan Naming & Handling Sequence
Handling & Conservation Guidance
Environment: Clean, clutter-free work surface covered with acid-free blotter paper. Gloves (nitrile) required for silvered photo cards; clean dry hands or gloves for printed card stock.
Mechanical Protection: Do not clean, erase, or chemically treat surfaces. Do not strip tape or adhesive. Fragile/silvered cards must be stored individually in archival polyester sleeves.
Scanning Limits: Flatbed scanner only. Place cards glass-side down gently. For silvered/fragile emulsion, ensure flatbed glass is clean and free of static charge; scan inside a high-transparency sleeve if emulsion flaking is observed.
Canonical Scan Naming Scheme
Filenames must be machine-readable, globally unique, and reflect provenance hierarchy:
Format: PC2026_[LOT]_[ITEM_ID]_[VARIANT]_[SIDE].[EXT]
PC2026: Collection designator.
LOT1 / LOT2: Acquisition path.
001–040: Sequential 3-digit item number.
V01–V99: Variant indicator (V01 for primary/unique, V02 for duplicate physical instance).
r / v: Side indicator (r = recto/front, v = verso/back).
tif / jpg: File format (.tif for 600 DPI uncompressed preservation master; .jpg for 300 DPI web access derivative).
Examples:
PC2026_LOT1_004_V01_r.tif (Lot 1, Item 004, Recto Master)
PC2026_LOT1_004_V01_v.tif (Lot 1, Item 004, Verso Master containing handwritten date)
PC2026_LOT2_012_V02_r.jpg (Lot 2, Item 012, Duplicate Variant 2, Recto Access Image)
10-Hour Volunteer Handling Sequence
[0.0 - 0.5 hrs] SETUP & PREPARATION
├─ Workspace setup: Clean flatbed glass, prep polyester sleeves, log station.
└─ Sort 40 cards by physical state: Silvered (5), Inscribed (3), Duplicates (6), Standard (26).
[0.5 - 3.0 hrs] PHASE 1: STABILIZATION & HIGH-PRIORITY SCANNING
├─ Enclose 5 silvered cards in polyester sleeves immediately.
├─ Scan 5 silvered cards (Recto/Verso @ 600 DPI TIFF).
└─ Scan 3 handwritten-dated cards (Recto/Verso @ 600 DPI TIFF).
[3.0 - 4.5 hrs] PHASE 2: DUPLICATE & VARIANT PROCESSING
├─ Match duplicate sets; assign group IDs and variant suffixes (V01, V02).
└─ Digitze duplicate sets (Master recto for pristine card; all annotated versos).
[4.5 - 8.0 hrs] PHASE 3: BULK DIGITIZATION & HOUSING
├─ Sleeve remaining 26 cards in polyester enclosures.
└─ Batch flatbed scanning of remaining cards (Recto/Verso). File under strict naming syntax.
[8.0 - 9.0 hrs] PHASE 4: TRANSCRIPTION & METADATA ENTRY
├─ Transcribe 3 handwritten dates and explicit publisher marks into master inventory.
└─ Cross-reference incomplete seller city names with clear visual text on cards.
[9.0 - 10.0 hrs] PHASE 5: QUALITY CONTROL & AUDIT
├─ Verify file naming against master inventory.
├─ Pack sleeved collection in archival storage box in sequential ID order.
└─ Apply Stopping Rule and lock metadata catalog.
5. Targeted Research Actions
Within the remaining allocated time budget, volunteers must complete specific, non-speculative metadata reconciliation tasks:
City Name Resolution: Compare incomplete seller spreadsheet strings against printed card titles/captions. Record expanded names in a dedicated field (Normalized City Name) while retaining raw seller text in Raw Seller Metadata.
Publisher Mark Identification: Match printed logos or printer codes against standard open-access postcard publisher directories (e.g., Curt Teich date codes, Detroit Publishing Co. marks) only if visible on the physical item.
Rail Line Route Alignment: Cross-reference the verified geographic locations from Lot 1 against major 1930s passenger rail route maps to test the plausible "rail employee" provenance hypothesis without inventing specific employee records.
6. Boundary Conditions & Stopping Rules
To prevent scope creep, loss of integrity, or physical harm to the items, volunteers must adhere to the following strict stopping rules:
10-Hour Hard Ceiling: All physical handling, scanning, and metadata entry halts immediately at the 10.0-hour mark. Any unprocessed cards remain safely housed in polyester sleeves with baseline IDs only.
Deterioration Threshold: If handling any card causes active emulsion flaking, paper cracking, or surface shedding, stop scanning that item immediately. Enclose in polyester, log condition as FRAGILE-HEAVY-DAMAGE, and skip flatbed exposure.
Attribution Floor: Do NOT assign definitive dates, artists, photographers, or copyright owners based on stylistic intuition or unverified internet listings. If primary physical evidence is lacking, the field MUST remain UNKNOWN.
Conservation Limit: Volunteers are forbidden from applying tapes, liquids, solvents, or attempt physical surface cleaning. Treatment is strictly limited to passive stabilization via polyester sleeving.
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GEMINI-3.6-FLASH
Convert a mixed ephemera catalog and source notes into a claim-safe provenance, digitization, and preservation plan.
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