Beforehand — a personal AI that knows before you ask.

Proposed action: Follow-up suggestion

{
  "active_days": 3,
  "days_quiet": 24,
  "last_visit_us": 13433162400000000
}

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": false,
  "execution_error": null,
  "execution_status": "not_run",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "followup_nudge",
    "signal_kind": "dropped",
    "skill": "dropped",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "02b1dea61dddd477208c89d7d2121ffec2fe6863bb41d56823352772e5c6115b",
  "signal_kind": "dropped",
  "triage": "SKIP"
}

Proposed action: Korea price quote

{
  "distinct_days": 2,
  "product": "Anua Heartleaf 77% Soothing Toner 250ml",
  "purchase_page_observed": false,
  "visit_count": 2
}

If allowed, the demo server sends this product and destination to Korea Concierge. No order or payment is created. API endpoint

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "destination": "US",
      "product": "Anua Heartleaf 77% Soothing Toner 250ml"
    },
    "name": "quote_korea_product"
  }
}

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": true,
  "execution_error": null,
  "execution_status": "succeeded",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "commerce.quote",
    "signal_kind": "korea_product",
    "skill": "korea_quote",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "65a3aa778675258bbd4f26e3153032f65b75f8c7d2fc83ce954563dffaaba604",
  "signal_kind": "korea_product",
  "triage": "ACT"
}

It's cheaper to buy locally: USD 17.85 locally versus USD 76.7 estimated total cost from Korea. Uncertainty remains about whether the final amount will align with the quoted 70.88 USD payment plus a 5.82 USD duty, which would total 76.7 USD, but the exact figure is not guaranteed.

{
  "evidence": {
    "distinct_days": 2,
    "product": "Anua Heartleaf 77% Soothing Toner 250ml",
    "purchase_page_observed": false,
    "visit_count": 2
  },
  "kind": "korea_product",
  "quote": {
    "currency": "USD",
    "destination": "US",
    "dutyOnDelivery": {
      "estimate": 5.82,
      "lines": [
        {
          "amount": 0,
          "label": "US base duty (HTS Column 1 General)",
          "rate": "Free",
          "source": "HTS 3304.99.10.00, Column 1 General \"Free\" (hts.usitc.gov)"
        },
        {
          "amount": 3.052325581395349,
          "label": "Section 301 forced-labor baseline (origin KR)",
          "rate": "12.5%",
          "source": "91 FR 47318 (FR doc 2026-15181); CBP CSMS #69326983"
        },
        {
          "amount": 2.77,
          "label": "Merchandise Processing Fee (informal entry, flat)",
          "rate": "flat",
          "source": "CBP, Customs User Fees To Be Adjusted for Inflation in Fiscal Year 2027 (July 31, 2026), FR 2026-15530 \u2014 https://www.federalregister.gov/documents/2026/07/31/2026-15530/customs-user-fees-to-be-adjusted-for-inflation-in-fiscal-year-2027"
        }
      ],
      "note": "Estimated import duty and tax. Not charged at checkout; the carrier or customs collects it from the buyer on delivery."
    },
    "fulfilment": "Sold by Munteok, operated by Youngji Kim (Seoul, Korea). Its Korea partner buys the item from the Korean retailer, checks it and ships it by EMS with tracking.",
    "item": {
      "link": null,
      "priceKrw": 31500,
      "title": "Anua Heartleaf 77% Soothing Toner 250ml"
    },
    "localPrice": {
      "price": 17.85,
      "url": "https://www.google.com/search?ibp=oshop\u0026q=Anua+Heartleaf+77%25+Soothing+Toner+250ml\u0026prds=localAnnotatedOfferId:1,catalogid:9049195207786840332,gpcid:4298588583901715693,pvo:2,pvt:hg\u0026gl=us\u0026udm=28\u0026pvorigin=2"
    },
    "payNow": {
      "fxRate": 1290,
      "itemKrw": 31500,
      "paymentFeeKrw": 4354,
      "serviceFeeKrw": 16575,
      "shippingKrw": 39000,
      "total": 70.88,
      "totalKrw": 91429
    },
    "seller": "Munteok",
    "totalCost": 76.7,
    "verdict": "buy_local",
    "warnings": [
      "Exchange rate used: 1 USD = 1290 KRW (Korea Concierge rate, 2026-10-08).",
      "Shipping uses actual-weight EMS estimate; bulky items may cost more under volumetric weight. [Korea Post EMS rates effective 2026-07-01: https://www.koreapost.go.kr/user/extra/570/4072/Userbbs_04/bbsview/jsp/LayOutPage.do?bbsSetIdx=98\u0026bbsDataIdx=100099326]",
      "De minimis exemption is eliminated (since 2025-08-29). [EO 14388, 91 FR 9433; CBP CSMS #67845486; FR 2026-12669]",
      "KORUS note: effectively nil \u2014 the Section 301 forced-labor duty is a top-up to a 12.5% floor measured against the column 1 rate, so a KORUS 0% good still lands at 12.5% total [91 FR 47318 Annex I (KORUS not among the exempted FTAs); CBP CSMS #69326983 headings 9903.05.70/.71]"
    ]
  },
  "quote_unavailable": false,
  "signal_key": "65a3aa778675258bbd4f26e3153032f65b75f8c7d2fc83ce954563dffaaba604",
  "text": "It\u0027s cheaper to buy locally: USD 17.85 locally versus USD 76.7 estimated total cost from Korea. Uncertainty remains about whether the final amount will align with the quoted 70.88\u202fUSD payment plus a 5.82\u202fUSD duty, which would total 76.7\u202fUSD, but the exact figure is not guaranteed."
}

Proposed action: Korea price quote

{
  "distinct_days": 2,
  "product": "MUSINSA STANDARD Relaxed Basic Crew Neck T-Shirt",
  "purchase_page_observed": false,
  "visit_count": 2
}

If allowed, the demo server sends this product and destination to Korea Concierge. No order or payment is created. API endpoint

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "destination": "US",
      "product": "MUSINSA STANDARD Relaxed Basic Crew Neck T-Shirt"
    },
    "name": "quote_korea_product"
  }
}

This agent stops at the quote. Checkout is outside its mandate (commerce.checkout is always denied), so no order or payment is created.

Quotes are free. The estimate above includes Korea Concierge's service fee, which is charged only if you buy through Korea Concierge. Korea Concierge is a separate service run by the developer of Beforehand.

Sample history: 2 product-page visits across 2 days.

No Korea quote is available for this item right now; it needs a manual price.

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": true,
  "execution_error": null,
  "execution_status": "succeeded",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "commerce.quote",
    "signal_kind": "korea_product",
    "skill": "korea_quote",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "d684f3dea2a77aa8a99a9d1d8f27db37bebacc7839ef9c7680e2b0b2269e6a9a",
  "signal_kind": "korea_product",
  "triage": "ACT"
}

No Korea quote is available for this item right now; it needs a manual price.

{
  "evidence": {
    "distinct_days": 2,
    "product": "MUSINSA STANDARD Relaxed Basic Crew Neck T-Shirt",
    "purchase_page_observed": false,
    "visit_count": 2
  },
  "kind": "korea_product",
  "quote": null,
  "quote_unavailable": true,
  "signal_key": "d684f3dea2a77aa8a99a9d1d8f27db37bebacc7839ef9c7680e2b0b2269e6a9a",
  "text": "No Korea quote is available for this item right now; it needs a manual price."
}

Proposed action: Korea price quote

{
  "distinct_days": 2,
  "product": "Korean Ceramic Moon Jar Mini Vase",
  "purchase_page_observed": false,
  "visit_count": 2
}

If allowed, the demo server sends this product and destination to Korea Concierge. No order or payment is created. API endpoint

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "destination": "US",
      "product": "Korean Ceramic Moon Jar Mini Vase"
    },
    "name": "quote_korea_product"
  }
}

This agent stops at the quote. Checkout is outside its mandate (commerce.checkout is always denied), so no order or payment is created.

Quotes are free. The estimate above includes Korea Concierge's service fee, which is charged only if you buy through Korea Concierge. Korea Concierge is a separate service run by the developer of Beforehand.

Sample history: 2 product-page visits across 2 days.

No Korea quote is available for this item right now; it needs a manual price.

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": true,
  "execution_error": null,
  "execution_status": "succeeded",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "commerce.quote",
    "signal_kind": "korea_product",
    "skill": "korea_quote",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "f955679d68a62dd4015a8153087eabf0c4a161826ed845c356b9c7e6f6c9ba6d",
  "signal_kind": "korea_product",
  "triage": "ACT"
}

No Korea quote is available for this item right now; it needs a manual price.

{
  "evidence": {
    "distinct_days": 2,
    "product": "Korean Ceramic Moon Jar Mini Vase",
    "purchase_page_observed": false,
    "visit_count": 2
  },
  "kind": "korea_product",
  "quote": null,
  "quote_unavailable": true,
  "signal_key": "f955679d68a62dd4015a8153087eabf0c4a161826ed845c356b9c7e6f6c9ba6d",
  "text": "No Korea quote is available for this item right now; it needs a manual price."
}

Proposed action: Setup suggestion

{
  "first_visit_us": 13435156800000000,
  "onboarding_paths": [
    "/onboarding"
  ],
  "visit_count": 1
}

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": true,
  "execution_error": null,
  "execution_status": "succeeded",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "setup_check",
    "signal_kind": "new_entry",
    "skill": "new_entry",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "9fd98932c26e154f2fb5e4f4be5e6fe6f419430661e560881cd77bcf9ee7bad9",
  "signal_kind": "new_entry",
  "triage": "ACT"
}

You have visited the onboarding page once, with the first visit recorded on 2026-09-29. That indicates you started the initial setup, although it isn’t clear whether the process is complete. You might want to check the configuration settings next.

{
  "evidence": {
    "first_visit_us": 13435156800000000,
    "onboarding_paths": [
      "/onboarding"
    ],
    "visit_count": 1
  },
  "kind": "new_entry",
  "quote": null,
  "quote_unavailable": false,
  "signal_key": "9fd98932c26e154f2fb5e4f4be5e6fe6f419430661e560881cd77bcf9ee7bad9",
  "text": "\nYou have visited the onboarding page once, with the first visit recorded on 2026-09-29. That indicates you started the initial setup, although it isn\u2019t clear whether the process is complete. You might want to check the configuration settings next."
}

Proposed action: Setup suggestion

{
  "first_visit_us": 13435070400000000,
  "onboarding_paths": [
    "/signup"
  ],
  "visit_count": 1
}

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": true,
  "execution_error": null,
  "execution_status": "succeeded",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "setup_check",
    "signal_kind": "new_entry",
    "skill": "new_entry",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "e4096e4133038b5ed257d6fdbfb9880335dec47c1d4fc285456cdd754a413a1e",
  "signal_kind": "new_entry",
  "triage": "ACT"
}

You visited the signup page once, on September 28, 2026, which shows the first step of onboarding was started. You could now look into setting up your first workspace.

{
  "evidence": {
    "first_visit_us": 13435070400000000,
    "onboarding_paths": [
      "/signup"
    ],
    "visit_count": 1
  },
  "kind": "new_entry",
  "quote": null,
  "quote_unavailable": false,
  "signal_key": "e4096e4133038b5ed257d6fdbfb9880335dec47c1d4fc285456cdd754a413a1e",
  "text": "\nYou visited the signup page once, on September\u202f28,\u202f2026, which shows the first step of onboarding was started. You could now look into setting up your first workspace."
}

Proposed action: Theme summary

{
  "distinct_days": 3,
  "first_day": "2026-09-02",
  "last_day": "2026-09-06",
  "total_visits": 3
}

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": false,
  "execution_error": null,
  "execution_status": "not_run",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "theme_summary",
    "signal_kind": "recurring",
    "skill": "recurring",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "4acb6df211a7dbbcf7d83d927dd1af2d868c61e23eee16112f8bf43d8e60b19f",
  "signal_kind": "recurring",
  "triage": "SKIP"
}

Proposed action: Theme summary

{
  "distinct_days": 3,
  "first_day": "2026-09-20",
  "last_day": "2026-09-29",
  "total_visits": 3
}

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": false,
  "execution_error": null,
  "execution_status": "not_run",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "theme_summary",
    "signal_kind": "recurring",
    "skill": "recurring",
    "uses_llm": true,
    "uses_search": false
  },
  "signal_key": "75ab5094cc7a212f69fdba49075ce2207e8365cd7febda618f4e61e4f14ce070",
  "signal_kind": "recurring",
  "triage": "SKIP"
}

Proposed action: Research briefing

{
  "distinct_days": 1,
  "follow_through_counts": [
    0
  ],
  "low_follow_through": true,
  "repeat_across_days": false,
  "search_count": 1,
  "term": "python static site generator comparison"
}

Rules used for this result — technical ID

Raw rule verdict: ALLOW

{
  "executed": true,
  "execution_error": null,
  "execution_status": "succeeded",
  "mandate": {
    "mandate_digest": "59e3752d1c7c05b4e4ce26772096614a8c4ec9caf12b36365856470d28f78507",
    "reason": "Action is within the configured mandate",
    "verdict": "allow"
  },
  "planned_action": {
    "action_kind": "research_briefing",
    "signal_kind": "unresolved",
    "skill": "unresolved",
    "uses_llm": true,
    "uses_search": true
  },
  "signal_key": "285832c339d0b25946d2b1f0ec747b9e784190863eff98a396b75ea68ae89abb",
  "signal_kind": "unresolved",
  "triage": "ACT"
}

You searched for a Python static site generator comparison and examined four hits: the Full Stack Python overview (https://www.fullstackpython.com/static-site-generator.html) which states that Pelican, Nikola and Acrylamid all use Jinja2 and Markdown, the Python wiki page for StaticSiteGenerator (https://wiki.python.org/moin/StaticSiteGenerator.html) that mentions Blogofile and wok providing Git and S3 publishing, the Jochen Schröder blog (https://jochenschroeder.com/blog/articles/a-comparison-of-static-site-generators) noting Pelican’s larger technical community compared to more web‑dev‑focused generators, and the tutorial on building one (https://samburkhard.com/static-site-gen) that shows a simple template‑replacement workflow. Now visit the official project pages of the generators that interest you to see which features best match your workflow.

{
  "evidence": {
    "distinct_days": 1,
    "follow_through_counts": [
      0
    ],
    "low_follow_through": true,
    "repeat_across_days": false,
    "search_count": 1,
    "term": "python static site generator comparison"
  },
  "kind": "unresolved",
  "quote": null,
  "quote_unavailable": false,
  "signal_key": "285832c339d0b25946d2b1f0ec747b9e784190863eff98a396b75ea68ae89abb",
  "text": "\nYou searched for a Python static site generator comparison and examined four hits: the Full Stack Python overview (https://www.fullstackpython.com/static-site-generator.html) which states that Pelican, Nikola and Acrylamid all use Jinja2 and Markdown, the Python wiki page for StaticSiteGenerator (https://wiki.python.org/moin/StaticSiteGenerator.html) that mentions Blogofile and wok providing Git and S3 publishing, the Jochen Schr\u00f6der blog (https://jochenschroeder.com/blog/articles/a-comparison-of-static-site-generators) noting Pelican\u2019s larger technical community compared to more web\u2011dev\u2011focused generators, and the tutorial on building one (https://samburkhard.com/static-site-gen) that shows a simple template\u2011replacement workflow. Now visit the official project pages of the generators that interest you to see which features best match your workflow."
}