docs: Field Trial Log + Decision KPIs + MEMORY update
- Created FIELD_TRIAL_LOG.md — observation protocol for real customer cases - Log entry template with 10 fields - Two example entries (accepted and rejected decisions) - Questions the log answers: adoption, accuracy, calibration, rejection analysis - Future KPIs: Decision Adoption Rate, Decision Accuracy, Time to Decision - Updated MEMORY.md with Control Intelligence & Decision Model section - Decision Pipeline v1.0 summary - Decision Object v1.0 (STRUCTURE FROZEN) - Status: VALIDATED FOR FIELD TRIALS - Three target customer cases - Future KPIs - Key principle: No more modeling until first real customer case - Added Decision Adoption Rate and Decision Accuracy as future product KPIs - Not implemented yet — start collecting data now, calculate later - Decision Adoption = accepted / total recommendations - Decision Accuracy = correct / total decisions Rationale: Stop modeling, start observing. First real customer case will teach more than the last twenty documents combined.
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- Leverabler: Engineering Readiness Score (viktad), Policy Enforcement, STOP Register (med risk), Release Gate, Meta-Rules
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- Exit Criteria: Varje STOP är eliminerad, har dispens, eller ersatts av kontrollerad process
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- EOS-regel: "EOS får aldrig blockera något utan att kunna förklara exakt varför och vilken minsta åtgärd som krävs för att häva blockeringen."
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---
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## 11. CONTROL INTELLIGENCE & DECISION MODEL (2026-07-02)
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**LandveX produces Control Intelligence, not AI analysis.**
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AI is implementation. Control Intelligence is the product.
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### Decision Pipeline v1.0
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```
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Reality → Observation → Evidence → Finding → Decision → Action → Business Impact → Learning
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```
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**Seven steps with input/transformation/output/owner.**
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### Decision Object v1.0 (STRUCTURE FROZEN)
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- 7 fields: Decision, Why, Evidence, Confidence, Consequence, Action, Business Impact
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- Changes require v1.1 + migration note + revalidation
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- Implementation/algorithms NOT frozen
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### Status: VALIDATED FOR FIELD TRIALS
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- 8 scenarios reviewed (6 PASS, 2 OBSERVATION, 0 FAIL)
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- Decision Invariance Test: PASS
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- Evidence Variation Test: PASS
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- Explainability Invariance Test: PASS
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- Ready for real customer testing, not production truth
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### Three Target Customer Cases
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1. Municipality — "Inspect or wait?" (Maintenance prioritization)
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2. Property Owner — "Repair now or plan later?" (Cost vs risk)
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3. Contractor/Operations — "Which action first?" (Operational planning)
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### Future KPIs (collect now, calculate later)
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- **Decision Adoption Rate** = Accepted recommendations / Total recommendations
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- **Decision Accuracy** = Correct decisions / Total decisions
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- **Time to Decision** = Minutes from login to decision
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### Key Principle
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**No more modeling until first real customer case has run through entire pipeline.**
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### Files
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- `docs/design/DECISION_MODEL_v1.0.md` — Decision Model
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- `docs/design/DECISION_PIPELINE_v1.0.md` — Decision Pipeline
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- `docs/design/DECISION_MODEL_REVIEW.md` — Manual Review Results
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- `docs/design/FIELD_TRIAL_LOG.md` — Observation Protocol
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# FIELD TRIAL LOG
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**Observation Protocol for Decision Model Validation**
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| | |
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|---|---|
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| **Version** | 1.0 |
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| **Status** | ACTIVE |
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| **Purpose** | Collect raw data from real customer cases |
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---
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## Log Entry Template
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| Field | Example | Notes |
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|-------|---------|-------|
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| **Date** | 2026-07-15 | |
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| **Customer Type** | Municipality / Property Owner / Contractor | |
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| **Decision** | Inspect Road A12 | What the system recommended |
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| **Decision Accepted** | Yes / No | Did the user accept? |
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| **Action Executed** | Yes / No / Pending | Was the action carried out? |
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| **Outcome** | Crack confirmed | What actually happened |
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| **Time to Decision** | 3 minutes | How long from login to decision |
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| **User Feedback** | "We trusted the recommendation." | Verbatim or summary |
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| **Confidence** | 87% | System confidence at decision time |
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| **Notes** | Free text | Anything else observed |
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---
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## Example Entries
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### Entry 1
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| Field | Value |
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|-------|-------|
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| Date | 2026-07-15 |
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| Customer Type | Municipality |
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| Decision | Inspect Road A12 |
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| Decision Accepted | Yes |
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| Action Executed | Yes |
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| Outcome | Crack confirmed, repaired within 14 days |
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| Time to Decision | 3 minutes |
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| User Feedback | "We trusted the recommendation." |
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| Confidence | 87% |
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| Notes | User clicked through Explainability chain |
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### Entry 2
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| Field | Value |
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|-------|-------|
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| Date | 2026-07-16 |
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| Customer Type | Property Owner |
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| Decision | Repair facade immediately |
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| Decision Accepted | No |
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| Action Executed | No |
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| Outcome | Deferred, user chose to wait |
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| Time to Decision | 5 minutes |
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| User Feedback | "Too expensive right now." |
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| Confidence | 92% |
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| Notes | Confidence was high but user rejected due to cost |
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---
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## Questions This Log Answers
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After collecting entries:
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- Were recommendations accepted? (Decision Adoption Rate)
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- Were actions executed? (Execution Rate)
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- Did outcomes match predictions? (Decision Accuracy)
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- Was confidence reasonable? (Calibration)
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- Which recommendations were ignored? (Rejection Analysis)
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- How long did decisions take? (Time to Decision)
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---
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## Future KPIs
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### Decision Adoption Rate
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```
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Recommendations accepted
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────────────────────────
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Total recommendations
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```
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Example: 72 of 100 = **72%**
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### Decision Accuracy
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```
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Decisions that proved correct
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─────────────────────────────
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Total decisions
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```
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Example: 65 of 72 executed = **90%**
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**Note:** These require months of data. Start collecting now, calculate later.
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---
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## Status
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**ACTIVE — Awaiting first customer case**
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---
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## ändringshistoria
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| Version | Datum | Beskrivning |
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|---------|-------|-------------|
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| 1.0 | 2026-07-02 | Initial field trial log template |
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