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mentioned.",{"_35":36,"_37":3155,"_39":2887,"_41":3156,"_43":3157,"_45":3162,"_47":48},"qKYYWj6I",{"_141":155},[3158],{"_35":56,"_57":3159,"_60":3160,"_41":3161,"_47":48},[146],[929],{},"Body",{"_31":3164,"_33":3165},[],{"_35":36,"_37":3166,"_39":2887,"_41":3167,"_43":3168,"_45":48,"_47":48},"GLskT15d",{},[],{"_31":3170,"_33":3171},[],{"_35":36,"_37":3172,"_39":2887,"_41":3173,"_43":3174,"_45":48,"_47":48},"tWLFprpV",{},[],{"_31":3176,"_33":3222},[3177,3184],{"_31":3178,"_33":3179},[],{"_35":243,"_37":3180,"_39":2887,"_41":3181,"_43":3182,"_45":3183,"_47":48},"OXBLBhpx",{"_246":3074},[],"type: email_message\nmessage_index: 2\nfrom_name: Eric Vicenti\nfrom_email: notifications@github.com\nto: seed-hypermedia/seed\nmentioned_user: GaboHBeaumont\ndate_local: 13:06\nrelative_time: hace 3 horas\nsource_platform: github\ngithub_issue: 256\ngithub_repo: seed-hypermedia/seed\n",{"_31":3185,"_33":3218},[3186,3204],{"_31":3187,"_33":3195},[3188],{"_31":3189,"_33":3190},[],{"_35":36,"_37":3191,"_39":2887,"_41":3192,"_43":3193,"_45":3194,"_47":48},"Ccdt8VTk",{},[],"Many times, when I then click the content button, I get this error:",{"_35":36,"_37":3196,"_39":2887,"_41":3197,"_43":3199,"_45":3122,"_47":48},"Ackk2Pkq",{"_141":3198},"Blockquote",[3200],{"_35":56,"_57":3201,"_60":3202,"_41":3203,"_47":48},[146],[3119],{},{"_31":3205,"_33":3213},[3206],{"_31":3207,"_33":3208},[],{"_35":36,"_37":3209,"_39":2887,"_41":3210,"_43":3211,"_45":3212,"_47":48},"qYViZVhU",{},[],"This looks like an unrelated issue? Please file a different issue and explain what is the \"content button\"",{"_35":36,"_37":3214,"_39":2887,"_41":3215,"_43":3216,"_45":3217,"_47":48},"xIzFxh8E",{"_141":3198},[],"[Image attachment referenced]",{"_35":152,"_37":3219,"_39":2887,"_41":3220,"_43":3221,"_45":3162,"_47":48},"pL2GZZGw",{"_141":155},[],{"_35":152,"_37":3223,"_39":2887,"_41":3224,"_43":3225,"_45":3226,"_47":48},"C1K8kelX",{"_141":155},[],"Message 2",{"_31":3228,"_33":3266},[3229,3236],{"_31":3230,"_33":3231},[],{"_35":243,"_37":3232,"_39":2887,"_41":3233,"_43":3234,"_45":3235,"_47":48},"uzGyAWhX",{"_246":3074},[],"type: email_message\nmessage_index: 3\nfrom_name: Eric Vicenti\nfrom_email: notifications@github.com\nto: seed-hypermedia/seed\nmentioned_user: GaboHBeaumont\ndate_local: 13:07\nrelative_time: hace 3 horas\nsource_platform: github\ngithub_issue: 256\ngithub_repo: seed-hypermedia/seed\nattachment_url: https://github.com/user-attachments/assets/10e328b4-2e29-4f1b-8cb8-863c185531bb\n",{"_31":3237,"_33":3262},[3238],{"_31":3239,"_33":3254},[3240,3247],{"_31":3241,"_33":3242},[],{"_35":36,"_37":3243,"_39":2887,"_41":3244,"_43":3245,"_45":3246,"_47":48},"_vd7vQGd",{},[],"@GaboHBeaumont I can't reproduce this issue. Please explain how the notification is created where the issue exists",{"_31":3248,"_33":3249},[],{"_35":36,"_37":3250,"_39":2887,"_41":3251,"_43":3252,"_45":3253,"_47":48},"iYhPzkGt",{},[],"I guess its for discussions that were started on an older version of a document, and it takes you to that older version?",{"_35":36,"_37":3255,"_39":2887,"_41":3256,"_43":3257,"_45":3122,"_47":48},"XFSkqQ4X",{"_141":3198},[3258],{"_35":56,"_57":3259,"_60":3260,"_41":3261,"_47":48},[146],[3119],{},{"_35":152,"_37":3263,"_39":2887,"_41":3264,"_43":3265,"_45":3162,"_47":48},"B3nOZiN5",{"_141":155},[],{"_35":152,"_37":3267,"_39":2887,"_41":3268,"_43":3269,"_45":3270,"_47":48},"NtTnpNgT",{"_141":155},[],"Message 3",{"_31":3272,"_33":3273},[],{"_35":152,"_37":3274,"_39":2887,"_41":3275,"_43":3276,"_45":3277,"_47":48},"aswJtm6x",{},[],"Linking Model in Seed",{"_31":3279,"_33":3347},[3280,3292,3303,3310],{"_31":3281,"_33":3282},[],{"_35":36,"_37":3283,"_39":2887,"_41":3284,"_43":3285,"_45":3291,"_47":48},"CuyHbBIn",{},[3286],{"_35":243,"_57":3287,"_60":3288,"_41":3290,"_47":48},[929],[3289],16,{},"One email_thread document",{"_31":3293,"_33":3294},[],{"_35":36,"_37":3295,"_39":2887,"_41":3296,"_43":3297,"_45":3302,"_47":48},"-151kaiI",{},[3298],{"_35":243,"_57":3299,"_60":3300,"_41":3301,"_47":48},[75],[975],{},"Three linked email_message documents",{"_31":3304,"_33":3305},[],{"_35":36,"_37":3306,"_39":2887,"_41":3307,"_43":3308,"_45":3309,"_47":48},"BCw7b25A",{},[],"Attachment as a linked document (if downloaded)",{"_31":3311,"_33":3342},[3312,3319,3330],{"_31":3313,"_33":3314},[],{"_35":36,"_37":3315,"_39":2887,"_41":3316,"_43":3317,"_45":3318,"_47":48},"yN-8LDa7",{},[],"GitHub Issue #256 document (if mirrored)",{"_31":3320,"_33":3321},[],{"_35":36,"_37":3322,"_39":2887,"_41":3323,"_43":3324,"_45":3329,"_47":48},"5JpGABnr",{},[3325],{"_35":243,"_57":3326,"_60":3327,"_41":3328,"_47":48},[931],[943],{},"Mentioned user document (GaboHBeaumont)",{"_31":3331,"_33":3332},[],{"_35":36,"_37":3333,"_39":2887,"_41":3334,"_43":3335,"_45":3341,"_47":48},"XUosYGu1",{},[3336],{"_35":243,"_57":3337,"_60":3338,"_41":3340,"_47":48},[59],[3339],41,{},"Repository document (seed-hypermedia/seed)",{"_35":36,"_37":3343,"_39":2887,"_41":3344,"_43":3345,"_45":3346,"_47":48},"y4jfMeI0",{"_141":142},[],"Cross-links to:",{"_35":36,"_37":3348,"_39":2887,"_41":3349,"_43":3350,"_45":3351,"_47":48},"mS1MwrR-",{"_141":142},[],"In Seed, this would ideally be structured as:",{"_31":3353,"_33":3354},[],{"_35":152,"_37":3355,"_39":2887,"_41":3356,"_43":3357,"_45":3358,"_47":48},"-RXEfe22",{},[],"🧬 Provenance Strategy",{"_31":3360,"_33":3361},[],{"_35":36,"_37":3362,"_39":2887,"_41":3363,"_43":3364,"_45":3365,"_47":48},"dNqpDeN6",{},[],"For full traceability, each message document should include:",{"_31":3367,"_33":3368},[],{"_35":243,"_37":3369,"_39":2887,"_41":3370,"_43":3371,"_45":3372,"_47":48},"710jDfPp",{"_246":3074},[],"_source_email_file: original.eml\n_source_message_id: \n_source_import_timestamp: 2026-02-27TXX:XX:XXZ\n_source_hash: sha256-of-eml\n",{"_31":3374,"_33":3375},[],{"_35":36,"_37":3376,"_39":2887,"_41":3377,"_43":3378,"_45":3379,"_47":48},"z7zNhlFV",{},[],"Each block can optionally include:",{"_31":3381,"_33":3382},[],{"_35":243,"_37":3383,"_39":2887,"_41":3384,"_43":3385,"_45":3386,"_47":48},"_Ow5lWXY",{"_246":3074},[],"_source_block_offset: char-range\n",{"_31":3388,"_33":3389},[],{"_35":152,"_37":3390,"_39":2887,"_41":3391,"_43":3392,"_45":3393,"_47":48},"fluYgZt3",{},[],"🏗 Recommended Production Structure (Cleaner Version)",{"_31":3395,"_33":3396},[],{"_35":36,"_37":3397,"_39":2887,"_41":3398,"_43":3399,"_45":3400,"_47":48},"m6trO5OL",{},[],"Instead of storing all messages inside one doc, I recommend:",{"_31":3402,"_33":3403},[],{"_35":243,"_37":3404,"_39":2887,"_41":3405,"_43":3406,"_45":3407,"_47":48},"9jgfdShH",{"_246":48},[],"Email Thread Doc\n ├── Email Message Doc 1\n ├── Email Message Doc 2\n └── Email Message Doc 3",{"_31":3409,"_33":3435},[3410,3417,3424],{"_31":3411,"_33":3412},[],{"_35":36,"_37":3413,"_39":2887,"_41":3414,"_43":3415,"_45":3416,"_47":48},"XLm16DZd",{},[],"Each message has its own revision history",{"_31":3418,"_33":3419},[],{"_35":36,"_37":3420,"_39":2887,"_41":3421,"_43":3422,"_45":3423,"_47":48},"nvdtQgy-",{},[],"Replies can become new changes in the DAG",{"_31":3425,"_33":3426},[],{"_35":36,"_37":3427,"_39":2887,"_41":3428,"_43":3429,"_45":3434,"_47":48},"hyyzocSi",{},[3430],{"_35":243,"_57":3431,"_60":3432,"_41":3433,"_47":48},[985],[3339],{},"You can embed/query messages by thread_id",{"_35":36,"_37":3436,"_39":2887,"_41":3437,"_43":3438,"_45":3439,"_47":48},"kx2VMk4l",{"_141":142},[],"That way:",{"_31":3441,"_33":3481},[3442,3454,3469],{"_31":3443,"_33":3444},[],{"_35":36,"_37":3445,"_39":2887,"_41":3446,"_43":3447,"_45":3453,"_47":48},"M5Pbptad",{},[3448],{"_35":56,"_57":3449,"_60":3450,"_41":3452,"_47":48},[2795],[3451],28,{},"A canonical frontmatter spec for Seed email archiving",{"_31":3455,"_33":3456},[],{"_35":36,"_37":3457,"_39":2887,"_41":3458,"_43":3459,"_45":3468,"_47":48},"Tcrb9YnQ",{},[3460,3464],{"_35":56,"_57":3461,"_60":3462,"_41":3463,"_47":48},[2795],[59],{},{"_35":243,"_57":3465,"_60":3466,"_41":3467,"_47":48},[975],[3119],{},"A CLI import template for .eml → seed document create",{"_31":3470,"_33":3471},[],{"_35":36,"_37":3472,"_39":2887,"_41":3473,"_43":3474,"_45":3480,"_47":48},"U40A11tn",{},[3475],{"_35":56,"_57":3476,"_60":3477,"_41":3479,"_47":48},[2250],[3478],50,{},"Or a normalized “GitHub notification email schema” (since those are semi-structured and very automatable)",{"_35":36,"_37":3482,"_39":2887,"_41":3483,"_43":3484,"_45":3485,"_47":48},"lA_d7YmV",{"_141":142},[],"If you want, I can next give you:",[1037],"/discussions/how-to-show-document-metadata-on-the-ui/re-seed-hypermediaseed-bug-notifications-sent-you-to-an-older-document-version-issue-256",{"_1046":2905},{},{"_1050":2887,"_1053":2903},{"_37":2884,"_1063":1034,"_1038":3492,"_1032":2887,"_1065":-5,"_1066":-5,"_1067":-5,"_1068":3054,"_1062":8},[1060,1061,2886],1781114471645,[1809,2884,2887,8],"[\"ENTITY\",\"hm://z6MkuBbsB1HbSNXLvJCRCrPhimY6g7tzhr4qvcYKPuSZzhno/discussions/how-to-show-document-metadata-on-the-ui/re-seed-hypermediaseed-bug-notifications-sent-you-to-an-older-document-version-issue-256\",\"bafy2bzacec5esqa3eykbfjcepsay56xbcp4243czm433qrqqfb7tqjeikzw4k\",false]",{"_1078":3497,"_1807":3518,"_1810":3520},{"_1080":3498,"_1792":1793,"_1794":3517,"_1796":-5,"_1797":146,"_1798":146,"_1799":146,"_1800":-5,"_1801":-5,"_1802":8,"_1803":1804,"_1805":1806},{"_35":1033,"_37":3499,"_1044":3503},{"_1032":3500,"_1063":1037,"_37":3501,"_1038":3502,"_1065":-5,"_1066":-5,"_1067":-5,"_1068":-5},"bafy2bzacecupfxbd7v5xvsqlg5tukvxe366col5exfazr3x2rnnu5vkwjsurc","hm://z6MkrbYsRzKb1VABdvhsDSAk6JK8fAszKsyHhcaZigYeWCou",[],{"_1046":3504,"_1884":3505,"_3506":3505,"_1885":3507,"_1887":3508,"_3509":48,"_3510":3511,"_3512":48,"_1889":8,"_1890":1891,"_3513":3514,"_1986":-5},"Gabo H Beaumont","ipfs://bafkreifg4zwc2bidz3zuddxbld6dzeq5xfmbfhrzgx4hpj5bkxqtw6mgku","thumbnail","ipfs://bafybeiguwj7jll23xgh37usasgzapg7n5x2xfbzyat3jyrdthmwv2mufe4","https://gabo.es","layout","displayPublishTime","2025-01-21","seedExperimentalLogo","theme",{"_3515":3516},"headerLayout","Center",1781114471647,[3519,1037],"ACCOUNT","[\"ACCOUNT\",\"z6MkrbYsRzKb1VABdvhsDSAk6JK8fAszKsyHhcaZigYeWCou\"]","ssrContentHTML","

Some customers want our help with document processing. For example, emails or invoices. We need to extract the information and add structured information.

I’d treat this as an “ingestion → extraction → validation → structuring → publishing” pipeline, with humans-in-the-loop where it matters (accuracy, exceptions, and policy).

1. Define the target “structured record”

Start with a schema per document type (invoice, receipt, purchase order, email request, etc.). Keep it simple and extensible.

Invoice example (core fields)

Vendor: name, VAT ID, address
Buyer: name, VAT ID
Invoice: number, issue date, due date, currency
Totals: subtotal, tax breakdown, total
Line items: description, qty, unit price, tax rate
Payment: IBAN, payment terms
Provenance: source file/email id, received timestamp, page count
Evidence: “this value came from this snippet / bbox / page”

That last part (evidence) is crucial for trust and audits.

2. Ingest + normalize

Inputs: PDFs, scans, email bodies, email attachments, EDI-ish PDFs, images.

Steps:

Collect from sources (email inbox, upload folder, API).
Convert to a canonical “document bundle”:
- text (best-effort)
- layout (pages, blocks)
- images (per page)
- metadata (sender, dates, thread id)
De-duplicate (hashing) and classify.

graph TD\n    subgraph client["PER-CLIENT (support contract)"]\n        files["Client's .eml files\\n(with PDF/Word/Excel)"]\n        crawler["Folder Crawler Script"]\n        llm_process["LLM Processing\\n(user's API key)"]\n        sql_adapter["SQL Export Adapter"]\n        db["Client's Relational Database"]\n    end\n\n    subgraph product["PRODUCT (build into Seed)"]\n        llm_layer["LLM Integration Layer\\n(provider config + prompt gen)"]\n        importers["Format Importers\\n.eml | .pdf | .docx | .xlsx\\n+ provenance annotations"]\n        seed_docs["Seed Hypermedia Documents\\n- Versioned & linked\\n- Metadata fields\\n- Block-level traceability\\n- Full change history\\n- Keyword + semantic search"]\n        api["API / CLI / SDK\\ndocument get | query | search"]\n    end\n\n    files --> crawler\n    crawler --> llm_process\n    llm_layer -.-> llm_process\n    llm_process --> importers\n    importers --> seed_docs\n    seed_docs --> api\n    api --> sql_adapter\n    sql_adapter --> db

3. Classify document type + route

Use a lightweight classifier:

Heuristics (sender, keywords like “Invoice”, “Factura”, amounts, IBAN)
ML/LLM classification as fallback

Route to an extractor specialized for:

Invoices
Receipts
Contracts
Emails (requests, approvals, complaints, support)

4) Extract with “hybrid” methods (best results in practice)

Don’t bet everything on one technique.

For digital PDFs (text-based):

Parse text + layout (tables, key-value zones)
Use deterministic patterns for high-signal fields (VAT/IVA IDs, dates, invoice number formats, IBAN)

For scanned PDFs/images:

OCR
Then the same as above, but with lower confidence

LLM step (structured):

Ask the model to output strict JSON that matches your schema
Provide the model with:
- extracted text
- layout hints (tables, page headings)
- instructions like “return null if missing, don’t guess”
Have the model also return citations/evidence (snippet + page, or bbox id) for each field.

5) Validate and score confidence

Run validators after extraction:

Invoice number present?
Totals match: sum(line_items) ≈ subtotal, subtotal + taxes ≈ total
Dates are sensible (due date ≥ issue date)
VAT/IVA format valid per country
IBAN checksum valid
Currency matches symbols

Compute an overall confidence score and decide automation level:

High confidence → auto-ingest
Medium → “review required”
Low → “manual entry”

6) Human-in-the-loop review UI (where you win deals)

For medium confidence cases:

Show the document side-by-side with extracted fields
Highlight evidence snippets
One-click fix + “why” (so you can learn)

Every correction becomes training data:

vendor-specific templates
recurring line-item patterns
preferred mappings (e.g., account codes, cost centers)

7) Map to the customer’s systems

Structured output typically needs to flow into:

ERP/accounting (NetSuite, SAP, Odoo, QuickBooks, Xero)
CRM/ticketing (HubSpot, Zendesk, Jira)
Document repository / knowledge base

Use a canonical internal model → export adapters:

JSON (API)
CSV (legacy)
UBL / Factur-X / PEPPOL-like formats if needed

8) Store as “structured + source + provenance”

Keep:

Original document (immutable)
Extracted structured record (versioned)
Evidence map (field → snippet/page/bbox)
Processing log (model version, OCR version, rules triggered)

This makes audits, dispute resolution, and debugging straightforward.

9) Practical deployment approach

Phase 1 (2–4 weeks): one document type (invoices) + 2–3 pilot customers

Build schema, ingestion, extraction, validation, review UI, export to one target system.

Phase 2: vendor learning + email intake

Recognize repeat vendors and handle their quirks
Parse “invoice via email” workflows (threading, attachments, approvals)

Phase 3: multi-doc workflows

Purchase order ↔ invoice matching
Payment status updates
Exceptions and disputes

10) What I’d implement first (minimal but powerful)

Ingestion from email + uploads
Invoice classifier
Extraction pipeline:
- PDF text extraction → LLM JSON
- OCR fallback
Validation engine (math + formats)
Review UI with evidence highlights
Export to customer’s accounting system
Continuous learning from corrections
If you tell me:
1. which formats (Spanish “Factura” PDFs? scans?),
2. where the structured data needs to end up (ERP/CRM?), and
3. typical volume (10/day vs 10k/day),\nI can sketch an architecture and a concrete “first pilot” plan with the exact fields and validators.

How to archive emails

Perfect — I’ll format this as a Seed-ready archive document, following the conventions you described:

One Email Thread document
One Email Message document per message
Attachments linked
Structured metadata
Full provenance-ready structure
Clean block structure for htmlToBlocks() or markdown import

Below is a Seed archive representation in Markdown form, ready for seed document create.

Invoice

{\n"Vendor": ["name", "VAT ID", "address"],\n"Buyer": ["name", "VAT ID"],\n"Invoice": ["number", "issue date", "due date", "currency"]\n"Totals": ["subtotal", "tax breakdown", "total"]\n"Line items": ["des

Re: [seed-hypermedia/seed] Bug: Notifications sent you to an older document version. (Issue #256)

type: email_thread\nthread_id: github-seed-256-notifications-bug\nsource: github\nrepository: seed-hypermedia/seed\nissue_number: 256\nissue_url: https://github.com/seed-hypermedia/seed/issues/256\ntotal_me

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