{
  "schema": "aibast-canonical-transcripts/1.0",
  "captured_at": "2026-10-07T01:10:23.181292+00:00",
  "solution": "@aibast-agents-library/loan-origination-assistant",
  "onepager": "40. Loan Origination Assistant one-pager.pptx",
  "brainstem_version": "0.6.16",
  "loaded_tools_after_capture": [
    "LoanOriginationAssistantAgent"
  ],
  "agent_sources": [
    {
      "path": "agents/@aibast-agents-library/financial_services_stacks/loan_origination_assistant_stack/loan_origination_assistant_agent.py",
      "sha256": "d3e2afe777a589b97855fc4a0f84de71270741611e881dfe7d133cb01ded5dec"
    }
  ],
  "case_file": "tests/demo_cases/loan-origination-assistant.json",
  "case_file_sha256": "b7298413e3c586696f2c85d03fd77e0541d1bdee8489ea6d11f0dbd942ae0fa7",
  "strict_isolation": true,
  "transcripts": [
    {
      "case_id": "LOA-01",
      "persona": "Loan Officer",
      "onepager_promise": "Automate intake to standardize process and reduce manual processing",
      "prompt": "What is in my mortgage pipeline, and which application is still in document review?",
      "assistant_response": "Here's your pipeline (4 applications, $2,673,375 total):\n\n| App | Applicant | Type | Status |\n|---|---|---|---|\n| LA-2025-4001 | Martinez | Conventional 30-yr | Underwriting |\n| LA-2025-4002 | Kevin Nguyen | FHA 30-yr | **Document Review** |\n| LA-2025-4003 | Westfield Properties | Commercial 5-yr | Credit Review |\n| LA-2025-4004 | Sandra Blake | VA 30-yr | Ready for Human Decision |\n\n**LA-2025-4002 (Kevin Nguyen)** is the one still in document review. All data is synthetic/demo \u2014 no actual lending decisions made.",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Loan Application Pipeline\n\n| App ID | Applicant | Type | Amount | LTV | Status | LO |\n|---|---|---|---|---|---|---|\n| LA-2025-4001 | Michael & Sarah Martinez | Conventional 30-yr | $388,000 | 80.0% | Underwriting | Diana Cruz |\n| LA-2025-4002 | Kevin Nguyen | FHA 30-yr | $265,375 | 96.5% | Document Review | Mark Peterson |\n| LA-2025-4003 | Westfield Properties LLC | Commercial 5-yr | $1,680,000 | 70.0% | Credit Review | Diana Cruz |\n| LA-2025-4004 | Sandra Blake | VA 30-yr | $340,000 | 100.0% | Ready For Human Decision | Mark Peterson |\n\n**Pipeline Volume:** $2,673,375\n**Applications:** 4\n\n## Rate Sheet\n\n| Product | Rate | APR | Points |\n|---|---|---|---|\n| Conventional 30-yr | 6.875% | 7.012% | 0.5 |\n| Conventional 15-yr | 6.375% | 6.498% | 0.5 |\n| FHA 30-yr | 7.125% | 7.25% | 0.0 |\n| VA 30-yr | 6.25% | 6.485% | 0.0 |\n| Commercial 5-yr | 7.5% | 7.75% | 1.0 |",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "LA-2025-4002",
        "Document Review"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LOA-02",
      "persona": "Underwriter",
      "onepager_promise": "Assess program eligibility to accelerate and support better borrowing decisions",
      "prompt": "Pre-analyze Kevin Nguyen\u2019s ratios and show every stated eligibility exception.",
      "assistant_response": "Here's Kevin Nguyen's (LA-2025-4002) analysis \u2014 flagged for lender review, synthetic data only:\n\n**Ratios:**\n- **DTI:** 47.3% (threshold \u226450% \u2014 passes, but running high)\n- **LTV:** 96.5% (threshold \u226496.5% \u2014 passes, right at the ceiling)\n- Credit Score: 648 (threshold \u2265580 \u2014 comfortable pass)\n\n**Eligibility Exceptions:** None stated \u2014 all three criteria (credit, DTI, LTV) meet FHA 30-yr program requirements as evaluated.\n\nWorth noting: DTI and LTV are both sitting at or very near their max allowed thresholds, so this file has little cushion \u2014 a human underwriter should double-check compensating factors before final sign-off.",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Credit Analysis: LA-2025-4002\n\n- **Applicant:** Kevin Nguyen\n- **Loan Type:** FHA 30-yr\n- **Credit Score:** 648\n- **Annual Income:** $68,000\n- **Monthly Debt:** $890\n- **DTI Ratio:** 47.3%\n- **LTV Ratio:** 96.5%\n- **Down Payment:** 3.5%\n- **Employment:** 3 years\n\n## Criteria Comparison\n\n| Metric | Actual | Required | Status |\n|---|---|---|---|\n| Credit Score | 648 | >= 580 | Pass |\n| DTI | 47.3% | <= 50% | Pass |\n| LTV | 96.5% | <= 96.5% | Pass |\n\n**All criteria met.**",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "LA-2025-4002",
        "DTI"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LOA-03",
      "persona": "Processor",
      "onepager_promise": "Automate intake to standardize process and reduce manual processing",
      "prompt": "Build the VA document checklist for Sandra so I can verify the file.",
      "assistant_response": "Here's the VA document checklist for Sandra Blake (LA-2025-4004) \u2014 all items currently unchecked, pending verification:\n\n**Income**\n- W-2s (2 yrs), 30-day pay stubs, tax returns (2 yrs), employment verification letter\n\n**Assets**\n- Bank statements (2 mo), investment statements, gift letter (if applicable)\n\n**Property**\n- Purchase agreement, appraisal, title search, homeowners insurance quote\n\n**Identity**\n- Photo ID, SSN verification\n\n**VA-Specific**\n- Certificate of Eligibility (COE), DD-214 or active duty proof\n\nThis is synthetic demo data \u2014 final document sign-off still needs human underwriting review.",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Document Verification: LA-2025-4004\n\n**Applicant:** Sandra Blake\n**Loan Type:** VA 30-yr\n\n## Income\n\n- [ ] W-2 forms (last 2 years)\n- [ ] Pay stubs (last 30 days)\n- [ ] Tax returns (last 2 years)\n- [ ] Employment verification letter\n\n## Assets\n\n- [ ] Bank statements (last 2 months)\n- [ ] Investment account statements\n- [ ] Gift letter (if applicable)\n\n## Property\n\n- [ ] Purchase agreement\n- [ ] Appraisal report\n- [ ] Title search\n- [ ] Homeowners insurance quote\n\n## Identity\n\n- [ ] Government-issued photo ID\n- [ ] Social Security verification\n\n## Va Specific\n\n- [ ] Certificate of Eligibility (COE)\n- [ ] DD-214 or active duty proof\n",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "LA-2025-4004",
        "Certificate of Eligibility"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LOA-04",
      "persona": "Senior Underwriter",
      "onepager_promise": "Assess program eligibility to accelerate and support better borrowing decisions",
      "prompt": "Which files meet the limited criteria, and did the assistant approve any loan?",
      "assistant_response": "Based on the LoanOriginationAssistantAgent's review of the synthetic pipeline:\n\n**Files meeting the limited criteria** (no exceptions flagged \u2014 pending human underwriter review):\n- **LA-2025-4001** \u2014 Martinez (Conventional)\n- **LA-2025-4003** \u2014 Westfield Properties (Commercial refi)\n- **LA-2025-4004** \u2014 Sandra Blake (VA)\n\n**Flagged for exception review:**\n- **LA-2025-4002** \u2014 Kevin Nguyen (FHA): 96.5% LTV and 47.3% DTI exceed typical guidelines \u2014 needs compensating-factor documentation.\n\n**Did the assistant approve any loan? No.** It never does \u2014 this agent only assesses and flags for human underwriting; all 4 files still require authorized underwriter sign-off before any approval, pricing, or closing action.",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Loan Eligibility Findings for Underwriter Review\n\n## LA-2025-4001: Michael & Sarah Martinez\n\n- **Loan:** $388,000 (Conventional 30-yr)\n- **Credit / ratio / LTV:** 742 / DTI 36.0% / 80.0%\n- **Review Finding:** Stated criteria met \u2014 human underwriting review\n- **Rationale:** No exception found in the limited synthetic criteria\n\n## LA-2025-4002: Kevin Nguyen\n\n- **Loan:** $265,375 (FHA 30-yr)\n- **Credit / ratio / LTV:** 648 / DTI 47.3% / 96.5%\n- **Review Finding:** Condition or exception review required\n- **Rationale:** LTV 96.5% leaves little equity; confirm mortgage insurance; DTI 47.3% above the 43% guideline; document compensating factors\n\n## LA-2025-4003: Westfield Properties LLC\n\n- **Loan:** $1,680,000 (Commercial 5-yr)\n- **Credit / ratio / LTV:** N/A / DSCR 1.42 / 70.0%\n- **Review Finding:** Stated criteria met \u2014 human underwriting review\n- **Rationale:** No exception found in the limited synthetic criteria\n\n## LA-2025-4004: Sandra Blake\n\n- **Loan:** $340,000 (VA 30-yr)\n- **Credit / ratio / LTV:** 710 / DTI 34.7% / 100.0%\n- **Review Finding:** Stated criteria met \u2014 human underwriting review\n- **Rationale:** No exception found in the limited synthetic criteria\n\nNo lending decision has been made. Validate source documents, program rules, fair-lending controls, disclosures, and delegated authority before any customer communication or action.",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "LA-2025-4001",
        "No lending decision"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LOA-05",
      "persona": "Closing Coordinator",
      "onepager_promise": "Track conditions and timelines to speed closing and minimize delays",
      "prompt": "Which conditions are still open on the commercial refinance, and is a closing date promised?",
      "assistant_response": "On the Westfield Properties commercial refinance (LA-2025-4003), two conditions are still open:\n\n1. **Environmental Phase I report** \u2014 needs to be ordered\n2. **Current rent roll** \u2014 needs borrower upload\n\nNo closing date has been promised \u2014 this is still a fictional demo file pending human underwriter review.",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Conditions: LA-2025-4003 Westfield Properties LLC\n\n**2 outstanding items.**\n\n| Condition | Status | Due | Action |\n|---|---|---|---|\n| Environmental Phase I | Open | Assign in LOS | Order report |\n| Current rent roll | Open | Assign in LOS | Borrower upload |\n\nOwner and due date: assign in the approved loan-origination system.\n\nNo condition was cleared, no update was posted, and no closing date is promised.\n\nSource: [LOS + Document Management] Agents: ConditionTrackingAgent",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "LA-2025-4003",
        "Environmental Phase I"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LOA-06",
      "persona": "Loan Officer",
      "onepager_promise": "Automate intake to standardize process and reduce manual processing",
      "prompt": "Process the Martinez mortgage application and give me an eligibility assessment with documentation status.",
      "assistant_response": "Here's the Martinez application (LA-2025-4001) status:\n\n**Overview:** Michael & Sarah Martinez \u2014 $485K purchase, $388K loan (20% down), Conventional 30-yr program.\n\n**Credit:** 742 / 738 \u2014 excellent, no red flags. Michael (8 yrs employment), Sarah (5 yrs) \u2014 stable income history. Verified assets: $145K.\n\n**Documentation \u2014 92% complete:**\n| Category | Status |\n|---|---|\n| Income | 90% \u2014 missing 1 paystub |\n| Assets | 100% complete |\n| Credit | 100% complete |\n| Property | 80% \u2014 appraisal ordered, ~5 days out |\n\n**Bottom line:** Strong file, no flags \u2014 just needs the final paystub and appraisal to close out docs. Next logical step would be a program comparison to confirm the best-fit product, or credit/property ratio analysis if you want DTI/LTV detail.\n\n\u26a0\ufe0f This is synthetic demo data \u2014 no actual lending decision has been made; underwriter review required.",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Application Processed: Michael & Sarah Martinez (LA-2025-4001)\n\n**92% documentation complete.**\n\n| Field | Details |\n|---|---|\n| Borrowers | Michael & Sarah Martinez |\n| Property | 1234 Oak Lane, $485K purchase |\n| Loan amount | $388K (20% down) |\n| Credit scores | 742 / 738 (excellent) |\n| Program | Conventional 30-yr |\n\n**Document Status:**\n\n| Category | Complete | Note |\n|---|---|---|\n| Income | 90% | missing 1 paystub |\n| Assets | 100% | complete |\n| Credit | 100% | complete |\n| Property | 80% | appraisal ordered, 5 days |\n| **Overall** | **92%** | |\n\n**Application Strength:** Excellent credit, stable employment (Michael 8 yrs, Sarah 5 yrs), assets $145K verified. No red flags in the stated criteria.\n\n**Next step:** run eligibility and program matching (program comparison).\n\nEligibility assessment is guidance for underwriter review; no lending decision has been made.\n\nSource: [LOS + Document Portal + Credit] Agents: ApplicationIntakeAgent, DocumentProcessingAgent",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "92% documentation complete",
        "1234 Oak Lane",
        "missing 1 paystub"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LOA-07",
      "persona": "Loan Officer",
      "onepager_promise": "Assess program eligibility to accelerate and support better borrowing decisions",
      "prompt": "Which loan programs are the Martinezes eligible for, and which one do you recommend?",
      "assistant_response": "The Martinezes qualify for three programs, and the **Conventional 30-year** is recommended:\n\n- **Conventional 30-yr** \u2014 6.875%, ~$2,549/mo \u2014 *recommended* (98% fit)\n- **Conventional 15-yr** \u2014 6.375%, ~$3,353/mo (95% fit)\n- **FHA 30-yr** \u2014 7.125%, ~$2,614/mo (100% fit)\n\nWhy the 30-yr conventional wins: best rate/payment balance, no PMI (20% down), DTI at 28% (well under the 43% max), and reserves of 9.2 months. Minor conditions remain (recent paystub, appraisal), but the profile is strong enough for a potential fast-tracked 15-day close.\n\nNote: this is synthetic demo data requiring lender review \u2014 nothing here is an actual approval, pricing, or lock. Want me to pull the detailed credit/property analysis next?",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Eligibility Analyzed: Michael & Sarah Martinez (LA-2025-4001)\n\nQualifies for 3 programs; Conventional 30-yr recommended.\n\n| Program | Rate | Monthly P&I | Eligibility fit |\n|---|---|---|---|\n| Conventional 30-yr | 6.875% | $2,549 | 98% (recommended) |\n| Conventional 15-yr | 6.375% | $3,353 | 95% |\n| FHA 30-yr | 7.125% | $2,614 | 100% |\n\n**Recommended: Conventional 30-yr**\n\n- Best rate/payment balance\n- No PMI (20% down)\n- DTI: 28% (well below 43% max)\n- Reserves: 9.2 months (exceeds 6-month requirement)\n\n**Minor Conditions:** recent paystub, appraisal\n**Fast-Track Eligible:** strong profile qualifies for expedited underwriting (15-day close possible, projected, not promised).\n\nEligibility fit is an underwriting-guideline match score for underwriter review, not an approval prediction; rates are synthetic and nothing is priced or locked.\n\nSource: [Underwriting Guidelines + AUS] Agents: EligibilityAssessmentAgent, DocumentProcessingAgent\n\n**Next step:** run comprehensive credit and property analysis.",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "Conventional 15-yr",
        "$2,549",
        "9.2 months"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    },
    {
      "case_id": "LOA-08",
      "persona": "Loan Officer",
      "onepager_promise": "Track conditions and timelines to speed closing and minimize delays",
      "prompt": "Give me the complete loan processing summary for the Martinez file.",
      "assistant_response": "Here's the Martinez file (LA-2025-4001) summary \u2014 pulled from fictional demo records, underwriter review still required:\n\n**Loan**\n- $388K, Conventional 30-yr @ 6.875%\n- Payment: $2,549 P&I ($3,954 PITI)\n- DTI: 28% (excellent), Risk: Low\n\n**Status**\n- 92% documentation complete, 98% eligibility fit\n- 2 open conditions: recent paystub (2 days), appraisal (3 days)\n- Projected 15-day close (no date is promised \u2014 pending human underwriting sign-off)\n\nLet me know if you want the condition details, credit/ratio breakdown, or the full document checklist.",
      "agent_logs": "[LoanOriginationAssistantAgent] > **SYNTHETIC DEMO DATA \u2014 LENDER REVIEW REQUIRED.** Fictional applications, rates, and eligibility rules only. This is not lending, legal, or financial advice and does not approve, deny, price, lock, close, fund, or modify a loan.\n\n# Loan Processing Summary: Michael & Sarah Martinez (LA-2025-4001)\n\nSession complete. 15-day close projected.\n\n| Accomplishment | Result |\n|---|---|\n| Application processed | 92% documentation complete |\n| Program selected | Conventional 30-yr, 6.875% |\n| Eligibility confirmed | 98% eligibility fit (underwriter review pending) |\n| Conditions | 2 outstanding, on track |\n| Timeline | 15-day close (67% faster than the 45-day standard) |\n\n**Loan Details:**\n\n- Amount: $388K at 6.875%\n- Payment: $2,549 P&I ($3,954 PITI)\n- DTI: 28% (excellent)\n- Risk: Low\n\n**Remaining steps:** Recent paystub (2 days); Appraisal (3 days).\n\n**Efficiency Gains:** document processing by AI extraction (minutes vs hours); program comparison and condition tracking in one session.\n\nThe timeline is a projection; no lending decision has been made and no closing date is promised.\n\nSource: [LOS + Underwriting + Condition Tracking] Agents: LoanOriginationAssistantAgent",
      "expected_agent": "LoanOriginationAssistantAgent",
      "must_include": [
        "67% faster",
        "2 outstanding",
        "$3,954 PITI"
      ],
      "model": "claude-sonnet-5",
      "requested_model": "claude-sonnet-5",
      "passed": true
    }
  ]
}