DS-024 Below threshold

Confidence is the weighted average of the domain scores below. The tick marks the constitutional threshold (85%) this intake must reach before a project can form.

Domain truth scores

Latest validation verdict

below threshold recorded 12/06/2026, 20:31:59

• Trust Truth ≥ 60%: got 0%, need ≥ 60%
• Brand Truth ≥ 50%: got 0%, need ≥ 50%
• Visual Truth ≥ 50%: got 0%, need ≥ 50%
• Overall confidence ≥ threshold: got 30%, need ≥ 85%

Fastest path to threshold

Highest-leverage domains for overall confidence (weight × headroom to 90%):

• trust: 0% → 90% adds +13.5 pts overall
• brand: 0% → 90% adds +11.3 pts overall

Open questions

No open questions remain; every question the agent raised has been answered and retired.

Established facts (7)

Behind the scenes — audit trail for DS-024

Every action below was recorded append-only at the moment it happened. Expand an entry to see the raw payload — including the exact prompts sent to the model and the scores it returned.

1. 12/06/2026, 20:31:59agent:validationagent.run.end
   raw payload

   {
     "ok": true,
     "action": "evaluate_rules"
   }

2. 12/06/2026, 20:31:59agent:validationvalidation.fail
   raw payload

   {
     "checks": [
       {
         "pass": true,
         "actual": "85%",
         "expected": "≥ 70%",
         "rule_key": "business_truth_min",
         "severity": "critical",
         "description": "Business Truth ≥ 70%"
       },
       {
         "pass": true,
         "actual": "85%",
         "expected": "≥ 70%",
         "rule_key": "operations_truth_min",
         "severity": "critical",
         "description": "Operations Truth ≥ 70%"
       },
       {
         "pass": false,
         "actual": "0%",
         "expected": "≥ 60%",
         "rule_key": "trust_truth_min",
         "severity": "critical",
         "description": "Trust Truth ≥ 60%"
       },
       {
         "pass": false,
         "actual": "0%",
         "expected": "≥ 50%",
         "rule_key": "brand_truth_min",
         "severity": "high",
         "description": "Brand Truth ≥ 50%"
       },
       {
         "pass": false,
         "actual": "0%",
         "expected": "≥ 50%",
         "rule_key": "visual_truth_min",
         "severity": "high",
         "description": "Visual Truth ≥ 50%"
       },
       {
         "pass": true,
         "actual": "0 critical gap(s)",
         "expected": "0 critical gaps",
         "rule_key": "no_critical_gaps",
         "severity": "critical",
         "description": "No critical truth gaps"
       },
       {
         "pass": false,
         "actual": "30%",
         "expected": "≥ 85%",
         "rule_key": "formation_confidence",
         "severity": "critical",
         "description": "Overall confidence ≥ threshold"
       }
     ],
     "reasons": [
       "Trust Truth ≥ 60%: got 0%, need ≥ 60%",
       "Brand Truth ≥ 50%: got 0%, need ≥ 50%",
       "Visual Truth ≥ 50%: got 0%, need ≥ 50%",
       "Overall confidence ≥ threshold: got 30%, need ≥ 85%"
     ]
   }

3. 12/06/2026, 20:31:59agent:validationagent.run.start
   raw payload

   {
     "task": "Constitution check for DS-024",
     "action": "evaluate_rules"
   }

4. 12/06/2026, 20:31:58agent:discoverydiscovery.scored
   raw payload

   {
     "summary": "The client has provided comprehensive insights into their operational inefficiencies and business objectives, leading to high scores in both the operations and business domains. There are no remaining unknowns, indicating a clear understanding of their current challenges and goals.",
     "confidence": 0.2975,
     "domain_scores": {
       "brand": 0,
       "trust": 0,
       "visual": 0,
       "business": 0.85,
       "technical": 0,
       "compliance": 0,
       "experience": 0,
       "operations": 0.85
     }
   }

5. 12/06/2026, 20:31:57agent:discoveryagent.run.end
   raw payload

   {
     "ok": true,
     "action": "extract_knowns"
   }

6. 12/06/2026, 20:31:57agent:discoveryagent.output.logged
   raw payload

   {
     "action": "extract_knowns",
     "output": {
       "knowns": [
         {
           "domain": "operations",
           "statement": "Our business has grown over the last few years, but many of our internal processes have remained unchanged. As a result, we are finding it increasingly difficult to keep track of work, monitor progress, and maintain consistency across the business.",
           "confidence": 0.8
         },
         {
           "domain": "operations",
           "statement": "We do not currently have a clear understanding of the root causes of our productivity issues.",
           "confidence": 0.7
         },
         {
           "domain": "operations",
           "statement": "We generally rely on team members providing status updates when asked, but there isn't a consistent system for tracking progress, measuring performance, or holding people accountable.",
           "confidence": 0.7
         },
         {
           "domain": "business",
           "statement": "Our main objective is to have a clear view of what work is being done, who is responsible for it, and whether it is progressing on schedule.",
           "confidence": 0.8
         },
         {
           "domain": "business",
           "statement": "We would like to reduce the amount of administrative effort required to manage day-to-day operations, improve communication, and ensure that key information is available when needed.",
           "confidence": 0.8
         },
         {
           "domain": "business",
           "statement": "We want better visibility of project status, workloads, deadlines, and outstanding actions so that issues can be identified and addressed before they become major problems.",
           "confidence": 0.8
         },
         {
           "domain": "operations",
           "statement": "We are becoming increasingly dependent on key individuals and informal knowledge.",
           "confidence": 0.7
         }
       ],
       "summary": "The client has provided comprehensive insights into their operational inefficiencies and business objectives, leading to high scores in both the operations and business domains. There are no remaining unknowns, indicating a clear understanding of their current challenges and goals.",
       "unknowns": [],
       "domain_scores": {
         "brand": 0,
         "trust": 0,
         "visual": 0,
         "business": 0.85,
         "technical": 0,
         "compliance": 0,
         "experience": 0,
         "operations": 0.85
       }
     }
   }

7. 12/06/2026, 20:31:50agent:discoveryprompt.generated
   raw payload

   {
     "user": "{\"raw_request\":\"We are experiencing delays and inefficiencies in our business and need help understanding what is causing them. Several of our processes currently rely on spreadsheets, emails, and manual tracking, which is making it difficult to monitor progress and ensure accountability.\\n\\nWe would like someone to review our current way of working and advise us on how these processes could be improved. We are open to recommendations regarding systems, automation, reporting, documentation, or any other solutions that may help us operate more effectively.\\n\\nOur objective is to reduce wasted time, improve visibility across the business, and establish a more reliable way of managing work and information.\\n\",\"existing_knowns\":[],\"existing_unknowns\":[{\"domain\":\"operations\",\"impact\":\"critical\",\"question\":\"What specific processes are causing delays and inefficiencies?\",\"expected_confidence_gain\":0.3},{\"domain\":\"operations\",\"impact\":\"high\",\"question\":\"What metrics are currently used to monitor progress and accountability?\",\"expected_confidence_gain\":0.2},{\"domain\":\"business\",\"impact\":\"high\",\"question\":\"What are the specific objectives for reducing wasted time and improving visibility?\",\"expected_confidence_gain\":0.2}],\"new_client_answers\":\"OPERATIONS TRUTH:\\n- Our business has grown over the last few years, but many of our internal processes have remained unchanged. As a result, we are finding it increasingly difficult to keep track of work, monitor progress, and maintain consistency across the business.\\n\\nInformation is spread across multiple systems, communication often relies on emails and phone calls, and there is limited visibility of project status. We believe these issues are affecting productivity, but we do not yet have a clear understanding of the root causes.\\n\\nWe are seeking assistance to review our current operations, identify areas for improvement, and recommend practical solutions that will help us work more efficiently and support future growth.\\n- To be honest, we don't really have any formal metrics in place. Most of our updates are shared through emails, phone calls, and meetings. We generally rely on team members providing status updates when asked, but there isn't a consistent system for tracking progress, measuring performance, or holding people accountable. This is one of the reasons we're looking for help, as we don't currently have clear visibility of how work is progressing across the business.\\n\\nBUSINESS TRUTH:\\n- Our main objective is to have a clear view of what work is being done, who is responsible for it, and whether it is progressing on schedule. At the moment, too much time is spent chasing updates, searching for information, and manually coordinating activities between teams.\\n\\nWe would like to reduce the amount of administrative effort required to manage day-to-day operations, improve communication, and ensure that key information is available when needed. We also want better visibility of project status, workloads, deadlines, and outstanding actions so that issues can be identified and addressed before they become major problems.\\n\\nUltimately, we want a more efficient and accountable way of working that supports growth without requiring additional management overhead.\\n\\nADDITIONAL CONTEXT:\\n- One additional concern is that we do not currently have confidence that our existing processes will scale as the business grows. While we are managing at present, we are becoming increasingly dependent on key individuals and informal knowledge. We would like to understand any risks within our current way of working, including areas where knowledge is not documented, processes are not standardised, or business continuity could be affected if key personnel are unavailable.\\n\\nWe are also interested in understanding whether there are opportunities to improve customer experience, reporting, compliance, and decision-making through better processes and systems. We are looking not only to solve today's problems but also to establish a foundation that will support future growth and operational maturity.\",\"scoring_rubric\":{\"0.0-0.2\":\"No information provided — pure unknown\",\"0.2-0.4\":\"Domain mentioned but vague, no specifics\",\"0.4-0.6\":\"Some specifics but gaps remain\",\"0.6-0.75\":\"Clear concrete specifics that directly address the domain\",\"0.75-0.90\":\"Comprehensive answer with enough detail to act on\",\"0.90-1.0\":\"Fully evidenced, no material gaps\"},\"instruction\":\"Return JSON: {knowns:[{domain,statement,confidence}], unknowns:[{domain,question,impact,expected_confidence_gain}], domain_scores:{<domain>:0..1}, summary:string}. Use the scoring_rubric to set domain_scores. If new_client_answers directly addresses a domain with concrete specifics (price range, named delivery model, concrete audience), the score MUST be at least 0.70. Accumulate: new_client_answers adds to existing_knowns — do not reset scores already earned. Only keep a question in unknowns if it is genuinely unanswered by both the request and new_client_answers combined. RETIREMENT RULE: If new_client_answers addresses an existing unknown (directly or via its domain), that unknown MUST NOT appear in the output unknowns array — it has become a known. Never re-emit an answered question. Only emit a critical unknown if it concerns information that has genuinely never been provided in any round. 0.75 means actionable, not flawless. Do not penalise for perfection. CONVERGENCE RULE: when a domain has comprehensive, actionable detail and zero remaining unknowns in that domain, score it 0.90 or higher. Reserve 0.75-0.85 for domains that still have minor gaps. Never park a fully-answered domain at exactly 0.75. The confidence values on existing_knowns are historical floors, not ceilings — when the accumulated evidence for a domain is comprehensive, score the domain above those stored values.\"}",
     "stage": "discovery",
     "action": "extract_knowns",
     "system": "You are the Discovery Agent inside Verilogix OS, a governed discovery runtime.\nFramework: Verilogix Constitution v1.0. Stage: discovery. Task: Decompose the request into truth domains.\nYou may ONLY perform: extract_knowns, generate_questions, update_domain_scores.\nYou must NEVER: create_project, approve, write_evidence, modify_rules.\nConstitution rules in force:\n- [critical] Business Truth ≥ 70%\n- [critical] Operations Truth ≥ 70%\n- [critical] Trust Truth ≥ 60%\n- [high] Brand Truth ≥ 50%\n- [high] Visual Truth ≥ 50%\n- [critical] No critical truth gaps\n- [critical] Overall confidence ≥ threshold\nTruth domains: business, operations, trust, brand, visual, experience, technical, compliance.\nSTRICT ENUM RULES — output is machine-validated; any violation is a hard failure:\n  \"impact\" MUST be exactly one of: \"critical\" | \"high\" | \"mid\" | \"low\"\n    - Use \"mid\" for anything medium/moderate/normal. NEVER write \"Medium\" or \"Moderate\".\n    - All values must be lowercase. \"High\" is WRONG. \"high\" is CORRECT.\n  \"domain\" MUST be exactly one of the truth domains listed below.\n    - All values must be lowercase. \"Business\" is WRONG. \"business\" is CORRECT.\nRespond ONLY with valid JSON matching the requested contract. No prose, no markdown fences."
   }

8. 12/06/2026, 20:31:49agent:discoveryagent.run.start
   raw payload

   {
     "task": "Extract knowns/unknowns for DS-024",
     "action": "extract_knowns"
   }

9. 12/06/2026, 20:28:44agent:discoverydiscovery.scored
   raw payload

   {
     "summary": "The request highlights issues with delays and inefficiencies in business processes but lacks specific details about the processes and metrics involved.",
     "confidence": 0.14,
     "domain_scores": {
       "brand": 0,
       "trust": 0,
       "visual": 0,
       "business": 0.4,
       "technical": 0,
       "compliance": 0,
       "experience": 0,
       "operations": 0.4
     }
   }

10. 12/06/2026, 20:28:44agent:discoveryagent.run.end
    raw payload

    {
      "ok": true,
      "action": "extract_knowns"
    }

11. 12/06/2026, 20:28:43agent:discoveryagent.output.logged
    raw payload

    {
      "action": "extract_knowns",
      "output": {
        "knowns": [],
        "summary": "The request highlights issues with delays and inefficiencies in business processes but lacks specific details about the processes and metrics involved.",
        "unknowns": [
          {
            "domain": "operations",
            "impact": "critical",
            "question": "What specific processes are causing delays and inefficiencies?",
            "expected_confidence_gain": 0.3
          },
          {
            "domain": "operations",
            "impact": "high",
            "question": "What metrics are currently used to monitor progress and accountability?",
            "expected_confidence_gain": 0.2
          },
          {
            "domain": "business",
            "impact": "high",
            "question": "What are the specific objectives for reducing wasted time and improving visibility?",
            "expected_confidence_gain": 0.2
          }
        ],
        "domain_scores": {
          "brand": 0,
          "trust": 0,
          "visual": 0,
          "business": 0.4,
          "technical": 0,
          "compliance": 0,
          "experience": 0,
          "operations": 0.4
        }
      }
    }

12. 12/06/2026, 20:28:38agent:discoveryprompt.generated
    raw payload

    {
      "user": "{\"raw_request\":\"We are experiencing delays and inefficiencies in our business and need help understanding what is causing them. Several of our processes currently rely on spreadsheets, emails, and manual tracking, which is making it difficult to monitor progress and ensure accountability.\\n\\nWe would like someone to review our current way of working and advise us on how these processes could be improved. We are open to recommendations regarding systems, automation, reporting, documentation, or any other solutions that may help us operate more effectively.\\n\\nOur objective is to reduce wasted time, improve visibility across the business, and establish a more reliable way of managing work and information.\\n\",\"existing_knowns\":[],\"existing_unknowns\":[],\"new_client_answers\":null,\"scoring_rubric\":{\"0.0-0.2\":\"No information provided — pure unknown\",\"0.2-0.4\":\"Domain mentioned but vague, no specifics\",\"0.4-0.6\":\"Some specifics but gaps remain\",\"0.6-0.75\":\"Clear concrete specifics that directly address the domain\",\"0.75-0.90\":\"Comprehensive answer with enough detail to act on\",\"0.90-1.0\":\"Fully evidenced, no material gaps\"},\"instruction\":\"Return JSON: {knowns:[{domain,statement,confidence}], unknowns:[{domain,question,impact,expected_confidence_gain}], domain_scores:{<domain>:0..1}, summary:string}. Use the scoring_rubric to set domain_scores. If new_client_answers directly addresses a domain with concrete specifics (price range, named delivery model, concrete audience), the score MUST be at least 0.70. Accumulate: new_client_answers adds to existing_knowns — do not reset scores already earned. Only keep a question in unknowns if it is genuinely unanswered by both the request and new_client_answers combined. RETIREMENT RULE: If new_client_answers addresses an existing unknown (directly or via its domain), that unknown MUST NOT appear in the output unknowns array — it has become a known. Never re-emit an answered question. Only emit a critical unknown if it concerns information that has genuinely never been provided in any round. 0.75 means actionable, not flawless. Do not penalise for perfection. CONVERGENCE RULE: when a domain has comprehensive, actionable detail and zero remaining unknowns in that domain, score it 0.90 or higher. Reserve 0.75-0.85 for domains that still have minor gaps. Never park a fully-answered domain at exactly 0.75. The confidence values on existing_knowns are historical floors, not ceilings — when the accumulated evidence for a domain is comprehensive, score the domain above those stored values.\"}",
      "stage": "discovery",
      "action": "extract_knowns",
      "system": "You are the Discovery Agent inside Verilogix OS, a governed discovery runtime.\nFramework: Verilogix Constitution v1.0. Stage: discovery. Task: Decompose the request into truth domains.\nYou may ONLY perform: extract_knowns, generate_questions, update_domain_scores.\nYou must NEVER: create_project, approve, write_evidence, modify_rules.\nConstitution rules in force:\n- [critical] Business Truth ≥ 70%\n- [critical] Operations Truth ≥ 70%\n- [critical] Trust Truth ≥ 60%\n- [high] Brand Truth ≥ 50%\n- [high] Visual Truth ≥ 50%\n- [critical] No critical truth gaps\n- [critical] Overall confidence ≥ threshold\nTruth domains: business, operations, trust, brand, visual, experience, technical, compliance.\nSTRICT ENUM RULES — output is machine-validated; any violation is a hard failure:\n  \"impact\" MUST be exactly one of: \"critical\" | \"high\" | \"mid\" | \"low\"\n    - Use \"mid\" for anything medium/moderate/normal. NEVER write \"Medium\" or \"Moderate\".\n    - All values must be lowercase. \"High\" is WRONG. \"high\" is CORRECT.\n  \"domain\" MUST be exactly one of the truth domains listed below.\n    - All values must be lowercase. \"Business\" is WRONG. \"business\" is CORRECT.\nRespond ONLY with valid JSON matching the requested contract. No prose, no markdown fences."
    }

13. 12/06/2026, 20:28:38agent:discoveryagent.run.start
    raw payload

    {
      "task": "Extract knowns/unknowns for DS-024",
      "action": "extract_knowns"
    }

14. 12/06/2026, 20:28:36systemdiscovery.session.created
    raw payload

    {
      "code": "DS-024",
      "raw_request": "We are experiencing delays and inefficiencies in our business and need help understanding what is causing them. Several of our processes currently rely on spreadsheets, emails, and manual tracking, which is making it difficult to monitor progress and ensure accountability.\n\nWe would like someone to review our current way of working and advise us on how these processes could be improved. We are open to recommendations regarding systems, automation, reporting, documentation, or any other solutions that may help us operate more effectively.\n\nOur objective is to reduce wasted time, improve visibility across the business, and establish a more reliable way of managing work and information.\n"
    }