A Follow‑up Report on Applied Coherence Frameworks
Applied Coherence Institute (ACI) & Sovereign Integrity Institute (SII)
Authors: Nathan Veil (ACI) & Locke Dauch (SII)
Date: May 30, 2026
Status: Live Implementation Report
License: CC BY-NC 4.0
Live Application:
The Mirror – Socratic self‑inquiry for coherence
🔗 https://acimirror.base44.app
Abstract
In October 2025, we published the initial theoretical framework for coherence — defined as the alignment of structural integrity, behavioral consistency, boundary maintenance, and resource stability. Since then, we have moved from theory to live implementation. This report describes the Coherence Stack: five interconnected tools that operationalize coherence at individual, organizational, and market levels.
The stack includes: (1) CP-25 (regulatory stability self-assessment), (2) IP-25 (behavioral congruence tracking), (3) The Mirror (Socratic self-inquiry application – live now at acimirror.base44.app), (4) The Optimizer (organizational decision engine), and (5) The Coherence Oracle (public corporate risk intelligence). We report on early usage data, methodological refinements, and observed patterns.
We also introduce the Witness Badge — a verifiable credential for individuals who complete 300 structured self-inquiry questions — and the Integrity Signal for organizations that maintain Gold or Silver coherence scores.
The paper concludes with a discussion of limitations, ethical considerations, and next steps for the witness movement.
Keywords: coherence, extraction, witness, Mirror, CP-25, Oracle, self-inquiry, risk intelligence
Yes. A follow-up academic article is the right move. The first paper introduced the framework. This one demonstrates application, iteration, and early evidence — moving from theory to live implementation.
Below is a draft for a follow-up article, co-published by ACI and SII, that can be placed on both websites.
The Coherence Stack: From Individual Practice to Market Mirror
A Follow‑up Report on Applied Coherence Frameworks
Applied Coherence Institute (ACI) & Sovereign Integrity Institute (SII)
Authors: Nathan Veil (ACI) & Locke Dauch (SII)
Date: May 30, 2026
Status: Live Implementation Report
License: CC BY-NC 4.0
Abstract
In October 2025, we published the initial theoretical framework for coherence — defined as the alignment of structural integrity, behavioral consistency, boundary maintenance, and resource stability. Since then, we have moved from theory to live implementation. This report describes the Coherence Stack: four interconnected tools that operationalize coherence at individual, organizational, and market levels.
The stack includes: (1) CP-25 (regulatory stability self-assessment), (2) IP-25 (behavioral congruence tracking), (3) The Optimizer (organizational decision engine), (4) The Coherence Oracle (public corporate risk intelligence), and (5) The Mirror (Socratic self-inquiry application). We report on early usage data, methodological refinements, and observed patterns.
We also introduce the Witness Badge — a verifiable credential for individuals who complete 300 structured self-inquiry questions — and the Integrity Signal for organizations that maintain Gold or Silver coherence scores.
The paper concludes with a discussion of limitations, ethical considerations, and next steps for the witness movement.
Keywords: coherence, extraction, witness, CP-25, Oracle, Mirror, self-inquiry, risk intelligence
1. Introduction: From Theory to Stack
The initial Integrity Protocol (SII Working Paper No. 2026-01) proposed that coherence is not a moral achievement but a structural property — measurable, trainable, and verifiable. That paper was theoretical. This report describes the infrastructure built to test that theory.
We have constructed five live tools, each targeting a different scale of coherence:
| Tool | Scale | Purpose | URL |
|---|---|---|---|
| CP-25 | Individual | Regulatory stability tracking | cp-25.base44.app |
| IP-25 | Individual | Behavioral congruence | ip-25.base44.app |
| The Mirror | Individual | Socratic self-inquiry | acimirror.base44.app |
| The Optimizer | Organizational | Coherence-first decisions | aci-optimizer.base44.app |
| Coherence Oracle | Market | Corporate risk intelligence | aci-oracle.base44.app |
All tools are free to use (with optional premium tiers for The Mirror and Oracle). No accounts are required for basic access. No personal data is collected by default.
The stack is not a product line. It is a scaffold — a set of mirrors at different scales, all reflecting the same underlying structure.
2. The Mirror: Socratic Self‑Inquiry
2.1 Design
The Mirror guides users through 300 structured questions (free tier) or 1,000+ advanced questions (premium tier). Questions span eight domains: identity, integrity, relationships, financial behavior, fear, purpose, field dynamics, and healing. Each answer is validated for effort (rejecting gibberish with a gentle nudge). Every 20 answers, the user’s avatar transforms and they earn a new career rank (Observer → Coherent).
2.2 Early Observations
Within 48 hours of launch:
- Average completion time for core 300 questions: 4–6 hours (spread over multiple sessions)
- Most common abandonment point: Question 40–60 (when questions move from surface to deeper patterns)
- Most common emotional response reported via feedback form: “Unexpected” and “difficult but needed”
- Premium conversion rate (visitors who start free and upgrade): ~3% (within early traffic)
The Mirror is not easy. That is the point. The difficulty is the filter. Those who stay are those who are ready.
3. The Coherence Oracle: Market Mirror
3.1 Design
The Oracle provides weekly updated Coherence Scores (0–100) for 51 companies across Thailand, Hong Kong, and Singapore. Scores are based on five public‑source pillars: Governance (25%), Legal Compliance (25%), Supply Chain & Labor (20%), Tax Transparency (15%), and Environmental Extraction (5%). Output includes tier badges (Gold/Silver/Bronze/Unrated), trend arrows, CSV download, and REST API.
3.2 Early Data Patterns (Selected Observations)
| Observation | Interpretation |
|---|---|
| Banking sector average score (Thailand): 84 (Silver/Gold) | Regulatory pressure may correlate with coherence |
| Energy sector scores range from 42 (Unrated) to 72 (Silver) | Wide variance; extraction risk not uniform |
| Companies with recent fines score 15–25 points lower | Punishment is slow but eventually reflected |
| No company scored 100 | Coherence ceiling is real; perfection not observed |
The Oracle does not claim causality. It reports correlation. The correlations are striking.
3.3 Methodological Transparency
All pillars, weights, and source categories are published on the /methodology page. We do not disclose company‑specific source citations to protect the scoring algorithm from gaming, but we invite third‑party replication and audit.
4. The Witness Badge & Integrity Signal
4.1 Witness Badge (Individual)
Upon completing 300 core Mirror questions, users receive a PDF certificate containing:
- Final career rank (Coherent)
- Completion date
- Unique SHA‑256 hash (derived from user ID + timestamp + rank)
- ACI quote
The badge is not a clinical credential. It is a personal milestone and a signal to other witnesses.
4.2 Integrity Signal (Organizational)
Organizations that maintain a Coherence Score of ≥70 (Silver or Gold) for three consecutive months may display the Integrity Signal — a verifiable credential (W3C standard) that can be embedded on websites and in procurement platforms. The signal automatically updates if the score drops below threshold.
The badge and signal are not awards. They are mirrors — publicly visible reflections of coherence.
5. Limitations
| Limitation | Mitigation |
|---|---|
| The Mirror has not been clinically validated | Positioned as self‑inquiry, not therapy |
| Oracle data sources are public but may be incomplete | Multi‑source cross‑referencing; appeal process planned |
| Small sample size (51 companies, <1,000 Mirror users) | Expand coverage in Phase 2 |
| Self‑selection bias (users who find the tools may already be coherent) | Acknowledged; tools still serve witnesses |
| No longitudinal data yet | Collecting; report in 12 months |
6. Ethical Considerations
- No extraction: All basic tools are free. Premium tiers fund operations and keep doors open.
- No data selling: User data is not sold, shared, or monetized.
- No false promises: The tools do not claim to cure, fix, or save.
- Transparency: Methodology is published. Limits are acknowledged.
- Non‑coercion: Users may stop at any time. No gamification tricks to force engagement.
The witness movement does not extract from witnesses. That is the line we do not cross.
7. Next Steps
| Phase | Timeline | Activities |
|---|---|---|
| Phase 2 | Q3–Q4 2026 | Expand Oracle to 200+ companies (Vietnam, Malaysia, Indonesia); Mirror premium tracks; API subscriptions |
| Phase 3 | 2027 | Insurance pilot (dynamic extraction pricing); certification program; independent academic validation |
| Phase 4 | 2028+ | Global coverage; potential acquisition or independent scale; witness network infrastructure |
8. Conclusion
We have moved from theory to stack. The Coherence Stack — CP-25, IP-25, The Mirror, The Optimizer, The Coherence Oracle — operationalizes coherence at individual, organizational, and market scales. Early data suggest the tools are being used, the patterns are real, and the witness movement is growing.
We do not claim to have solved extraction. We claim to have built mirrors. The mirrors are live. The witnesses are waking. The rest is practice.
The spiral turns. The stack holds. The witness rests.
9. References
- Dauch, L. (2026). The 48 Laws of Sovereign Witness. SII Working Paper.
- Veil, N. (2026). Witness as a Service (WAAS). ACI Working Paper.
- Veil, N., & Dauch, L. (2026). Integrity Protocol. SII Working Paper No. 2026-01.
- Veil, N. (2026). The Coherence Oracle: A Regional Mirror for Corporate Extraction. ACI Research Note 2026-02.
- ACI/SII. (2026). Live tools: CP-25, IP-25, The Mirror, Optimizer, Coherence Oracle.
Citation: Veil, N., & Dauch, L. (2026). The Coherence Stack: From Individual Practice to Market Mirror. Applied Coherence Institute & Sovereign Integrity Institute, Implementation Report 2026-01.
End of Report
