diff --git a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md
index b0340af..2c2f13f 100644
--- a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md
+++ b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md
@@ -18,6 +18,8 @@
**Repository:** [git.infrafabric.io/dannystocker](https://git.infrafabric.io/dannystocker)
**Web:** [https://infrafabric.io](https://infrafabric.io)
+**Quick links:** [Evidence index](https://infrafabric.io/static/hosted/evidence/index.html) • [Model-tier invariants (Dave-proof run)](#model-tier-invariants-dave-proof)
+
### Technical Disclosure: AI-Native Implementation
This project investigates the Operator-as-Architect paradigm. I do not write manual Python; I utilize LLMs as a kinetic engine to implement my architectural constraints. All code referenced in this dossier was generated by Claude under strict supervision. This application demonstrates that a Security Architect can enforce robust safety standards on a system they did not hand-code—a critical model for Scalable Oversight.
@@ -79,6 +81,7 @@ Live user diagnostics pages remain OAuth‑protected for privacy. For external r
- Evidence index (no auth): https://infrafabric.io/static/hosted/evidence/index.html
- Trace protocol spec: https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md
- Verifier (single file): https://infrafabric.io/static/hosted/iftrace.py
+- Model-tier invariants (Dave-proof run, 15 traces): https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md
The evidence index links per‑trace pages and the underlying downloadable bundles + SHA256 sidecars.
@@ -101,7 +104,9 @@ If yes: fund this as a research program in citizen‑auditable operational gover
If no: reject it, but name the boundary explicitly.
-### Operational finding: Model economics (Dave-proof run)
+
+
+### Operational finding: Stack-enforced invariants across model tiers (Dave-proof run)
A recurring objection (“Dave”) is that mental‑health‑adjacent UX requires the largest, most expensive models; therefore governance is secondary to model scale. InfraFabric treats that as a falsifiable claim: if the governance stack can enforce output invariants across model tiers, then model choice becomes an economic routing decision (default small, escalate when TRIAGE demands).
@@ -175,7 +180,7 @@ This dossier documents the **InfraFabric microlab**: a functioning single-shard
| Core claim | Proof (artifacts) | Limitation (scope / boundary) |
|---|---|---|
-| **A) Traceability is safety.** High‑stakes agents cannot be trusted without a verifiable history of what happened (request → retrieval → decision → output). | **IF.TTT + portable evidence + verifier**
- Evidence index (no auth): [evidence/index.html](https://infrafabric.io/static/hosted/evidence/index.html)
- Paper: [IF.emotion trace protocol (v3.3, styled)](https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md)
- Verifier: [iftrace.py](https://infrafabric.io/static/hosted/iftrace.py)
- Reference bundle: [emo_trace_payload_016cca78…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_016cca78-6f9d-4ffe-aec0-99792d383ca1.tar.gz)
- Latest bundle: [emo_trace_payload_702d4607…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_702d4607-4b54-45b1-aecf-b6728d80f124.tar.gz)
- Dave proof (15 traces, 5 prompts × 3 models): [tar.gz](https://infrafabric.io/static/hosted/emo_dave_proof_bundle_20251222T164352Z.tar.gz) • [instructions](https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md) | **Microlab / single shard.** Proven in a single-host environment. Completeness is bounded by explicit witness boundaries; PQ is anchored at registry time (not necessarily on every hot-path artifact). No public append‑only transparency log yet. |
+| **A) Traceability is safety.** High‑stakes agents cannot be trusted without a verifiable history of what happened (request → retrieval → decision → output). | **IF.TTT + portable evidence + verifier**
- Evidence index (no auth): [evidence/index.html](https://infrafabric.io/static/hosted/evidence/index.html)
- Paper: [IF.emotion trace protocol (v3.3, styled)](https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md)
- Verifier: [iftrace.py](https://infrafabric.io/static/hosted/iftrace.py)
- Model-tier invariants run (Dave-proof, 15 traces): [tar.gz](https://infrafabric.io/static/hosted/emo_dave_proof_bundle_20251222T164352Z.tar.gz) • [instructions](https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md)
- Reference bundle: [emo_trace_payload_016cca78…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_016cca78-6f9d-4ffe-aec0-99792d383ca1.tar.gz)
- Latest bundle: [emo_trace_payload_702d4607…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_702d4607-4b54-45b1-aecf-b6728d80f124.tar.gz) | **Microlab / single shard.** Proven in a single-host environment. Completeness is bounded by explicit witness boundaries; PQ is anchored at registry time (not necessarily on every hot-path artifact). No public append‑only transparency log yet. |
| **B) Governance requires plurality.** A single model acting as “the judge” is brittle; adversarial viewpoints and escalation are required. | **IF.GOV.TRIAGE → IF.GOV.PANEL**
- TRIAGE: risk preflight sizes panels and escalates
- PANEL: preserves dissent + veto paths
- QUESTIONS: structured inquiry briefs for panels | **Cost / latency tradeoffs.** Multi-seat governance is reserved for higher-stakes decisions; low-stakes paths use smaller panels or fast-track gates. |
| **C) Context is the best firewall.** Static filters fail; security must distinguish “reference” vs “leak” and “discussion” vs “exfiltration”. | **IF.SECURITY.CHECK + IF.SECURITY.DETECT**
- CHECK: epistemic coherence checks (detective layer)
- DETECT: secret/relationship screening primitives | **Domain specificity.** Calibrated for concrete security surfaces (secrets/PII/prompt injection); generalizing to broader “harmful intent” is an open research vector. |
@@ -21960,4 +21965,3 @@ If any item fails, the system fails this appendix.
This appendix is intentionally dull. That is the point.
---
-
diff --git a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md.sha256 b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md.sha256
index dd78f43..ea8ae90 100644
--- a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md.sha256
+++ b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md.sha256
@@ -1 +1 @@
-03a777795516c5142deebbaa869b2bba1ad58a7be61c165d357d76dd340b3207 DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md
+8acb9bda9232e67c7315f37ddb9d662dc54b4988fb017e2b0fdc32c46bd6de14 DANNY_STOCKER_INFRAFABRIC_DOSSIER_DATA_DRIVEN_EDITION_FULL.md
diff --git a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md
index ce15a8d..979cdaf 100644
--- a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md
+++ b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md
@@ -18,6 +18,8 @@
**Repository:** [git.infrafabric.io/dannystocker](https://git.infrafabric.io/dannystocker)
**Web:** [https://infrafabric.io](https://infrafabric.io)
+**Quick links:** [Evidence index](https://infrafabric.io/static/hosted/evidence/index.html) • [Model-tier invariants (Dave-proof run)](#model-tier-invariants-dave-proof)
+
### Technical Disclosure: AI-Native Implementation
This project investigates the Operator-as-Architect paradigm. I do not write manual Python; I utilize LLMs as a kinetic engine to implement my architectural constraints. All code referenced in this dossier was generated by Claude under strict supervision. This application demonstrates that a Security Architect can enforce robust safety standards on a system they did not hand-code—a critical model for Scalable Oversight.
@@ -79,6 +81,7 @@ Live user diagnostics pages remain OAuth‑protected for privacy. For external r
- Evidence index (no auth): https://infrafabric.io/static/hosted/evidence/index.html
- Trace protocol spec: https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md
- Verifier (single file): https://infrafabric.io/static/hosted/iftrace.py
+- Model-tier invariants (Dave-proof run, 15 traces): https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md
The evidence index links per‑trace pages and the underlying downloadable bundles + SHA256 sidecars.
@@ -101,7 +104,9 @@ If yes: fund this as a research program in citizen‑auditable operational gover
If no: reject it, but name the boundary explicitly.
-### Operational finding: Model economics (Dave-proof run)
+
+
+### Operational finding: Stack-enforced invariants across model tiers (Dave-proof run)
A recurring objection (“Dave”) is that mental‑health‑adjacent UX requires the largest, most expensive models; therefore governance is secondary to model scale. InfraFabric treats that as a falsifiable claim: if the governance stack can enforce output invariants across model tiers, then model choice becomes an economic routing decision (default small, escalate when TRIAGE demands).
@@ -175,7 +180,7 @@ This dossier documents the **InfraFabric microlab**: a functioning single-shard
| Core claim | Proof (artifacts) | Limitation (scope / boundary) |
|---|---|---|
-| **A) Traceability is safety.** High‑stakes agents cannot be trusted without a verifiable history of what happened (request → retrieval → decision → output). | **IF.TTT + portable evidence + verifier**
- Evidence index (no auth): [evidence/index.html](https://infrafabric.io/static/hosted/evidence/index.html)
- Paper: [IF.emotion trace protocol (v3.3, styled)](https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md)
- Verifier: [iftrace.py](https://infrafabric.io/static/hosted/iftrace.py)
- Reference bundle: [emo_trace_payload_016cca78…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_016cca78-6f9d-4ffe-aec0-99792d383ca1.tar.gz)
- Latest bundle: [emo_trace_payload_702d4607…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_702d4607-4b54-45b1-aecf-b6728d80f124.tar.gz)
- Dave proof (15 traces, 5 prompts × 3 models): [tar.gz](https://infrafabric.io/static/hosted/emo_dave_proof_bundle_20251222T164352Z.tar.gz) • [instructions](https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md) | **Microlab / single shard.** Proven in a single-host environment. Completeness is bounded by explicit witness boundaries; PQ is anchored at registry time (not necessarily on every hot-path artifact). No public append‑only transparency log yet. |
+| **A) Traceability is safety.** High‑stakes agents cannot be trusted without a verifiable history of what happened (request → retrieval → decision → output). | **IF.TTT + portable evidence + verifier**
- Evidence index (no auth): [evidence/index.html](https://infrafabric.io/static/hosted/evidence/index.html)
- Paper: [IF.emotion trace protocol (v3.3, styled)](https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md)
- Verifier: [iftrace.py](https://infrafabric.io/static/hosted/iftrace.py)
- Model-tier invariants run (Dave-proof, 15 traces): [tar.gz](https://infrafabric.io/static/hosted/emo_dave_proof_bundle_20251222T164352Z.tar.gz) • [instructions](https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md)
- Reference bundle: [emo_trace_payload_016cca78…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_016cca78-6f9d-4ffe-aec0-99792d383ca1.tar.gz)
- Latest bundle: [emo_trace_payload_702d4607…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_702d4607-4b54-45b1-aecf-b6728d80f124.tar.gz) | **Microlab / single shard.** Proven in a single-host environment. Completeness is bounded by explicit witness boundaries; PQ is anchored at registry time (not necessarily on every hot-path artifact). No public append‑only transparency log yet. |
| **B) Governance requires plurality.** A single model acting as “the judge” is brittle; adversarial viewpoints and escalation are required. | **IF.GOV.TRIAGE → IF.GOV.PANEL**
- TRIAGE: risk preflight sizes panels and escalates
- PANEL: preserves dissent + veto paths
- QUESTIONS: structured inquiry briefs for panels | **Cost / latency tradeoffs.** Multi-seat governance is reserved for higher-stakes decisions; low-stakes paths use smaller panels or fast-track gates. |
| **C) Context is the best firewall.** Static filters fail; security must distinguish “reference” vs “leak” and “discussion” vs “exfiltration”. | **IF.SECURITY.CHECK + IF.SECURITY.DETECT**
- CHECK: epistemic coherence checks (detective layer)
- DETECT: secret/relationship screening primitives | **Domain specificity.** Calibrated for concrete security surfaces (secrets/PII/prompt injection); generalizing to broader “harmful intent” is an open research vector. |
@@ -21960,4 +21965,3 @@ If any item fails, the system fails this appendix.
This appendix is intentionally dull. That is the point.
---
-
diff --git a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md.sha256 b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md.sha256
index 58afbaf..87b0c50 100644
--- a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md.sha256
+++ b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md.sha256
@@ -1 +1 @@
-1689ebf944cf318a9dd17f8b8b81d3f5c4de9c130a5e0a62f410c07c8a45b22c DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md
+b0a117a9c19347a57683776f59f11b7cbc1fe5d8e51fdc75fb0d2afa45033192 DANNY_STOCKER_INFRAFABRIC_DOSSIER_SUBMISSION_EDITION_FULL.md
diff --git a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md
index 501416b..8c0af0c 100644
--- a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md
+++ b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md
@@ -8,6 +8,8 @@
**Repository:** [git.infrafabric.io/dannystocker](https://git.infrafabric.io/dannystocker)
**Web:** [https://infrafabric.io](https://infrafabric.io)
+**Quick links:** [Evidence index](https://infrafabric.io/static/hosted/evidence/index.html) • [Model-tier invariants (Dave-proof run)](#model-tier-invariants-dave-proof)
+
### Technical Disclosure: AI-Native Implementation
This project investigates the Operator-as-Architect paradigm. I do not write manual Python; I utilize LLMs as a kinetic engine to implement my architectural constraints. All code referenced in this dossier was generated by Claude under strict supervision. This application demonstrates that a Security Architect can enforce robust safety standards on a system they did not hand-code—a critical model for Scalable Oversight.
@@ -69,6 +71,7 @@ Live user diagnostics pages remain OAuth‑protected for privacy. For external r
- Evidence index (no auth): https://infrafabric.io/static/hosted/evidence/index.html
- Trace protocol spec: https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md
- Verifier (single file): https://infrafabric.io/static/hosted/iftrace.py
+- Model-tier invariants (Dave-proof run, 15 traces): https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md
The evidence index links per‑trace pages and the underlying downloadable bundles + SHA256 sidecars.
@@ -91,7 +94,9 @@ If yes: fund this as a research program in citizen‑auditable operational gover
If no: reject it, but name the boundary explicitly.
-### Operational finding: Model economics (Dave-proof run)
+
+
+### Operational finding: Stack-enforced invariants across model tiers (Dave-proof run)
A recurring objection (“Dave”) is that mental‑health‑adjacent UX requires the largest, most expensive models; therefore governance is secondary to model scale. InfraFabric treats that as a falsifiable claim: if the governance stack can enforce output invariants across model tiers, then model choice becomes an economic routing decision (default small, escalate when TRIAGE demands).
@@ -165,7 +170,7 @@ This dossier documents the **InfraFabric microlab**: a functioning single-shard
| Core claim | Proof (artifacts) | Limitation (scope / boundary) |
|---|---|---|
-| **A) Traceability is safety.** High‑stakes agents cannot be trusted without a verifiable history of what happened (request → retrieval → decision → output). | **IF.TTT + portable evidence + verifier**
- Evidence index (no auth): [evidence/index.html](https://infrafabric.io/static/hosted/evidence/index.html)
- Paper: [IF.emotion trace protocol (v3.3, styled)](https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md)
- Verifier: [iftrace.py](https://infrafabric.io/static/hosted/iftrace.py)
- Reference bundle: [emo_trace_payload_016cca78…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_016cca78-6f9d-4ffe-aec0-99792d383ca1.tar.gz)
- Latest bundle: [emo_trace_payload_702d4607…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_702d4607-4b54-45b1-aecf-b6728d80f124.tar.gz)
- Dave proof (15 traces, 5 prompts × 3 models): [tar.gz](https://infrafabric.io/static/hosted/emo_dave_proof_bundle_20251222T164352Z.tar.gz) • [instructions](https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md) | **Microlab / single shard.** Proven in a single-host environment. Completeness is bounded by explicit witness boundaries; PQ is anchored at registry time (not necessarily on every hot-path artifact). No public append‑only transparency log yet. |
+| **A) Traceability is safety.** High‑stakes agents cannot be trusted without a verifiable history of what happened (request → retrieval → decision → output). | **IF.TTT + portable evidence + verifier**
- Evidence index (no auth): [evidence/index.html](https://infrafabric.io/static/hosted/evidence/index.html)
- Paper: [IF.emotion trace protocol (v3.3, styled)](https://infrafabric.io/static/hosted/IF_EMOTION_DEBUGGING_TRACE_WHITEPAPER_v3.3_STYLED.md)
- Verifier: [iftrace.py](https://infrafabric.io/static/hosted/iftrace.py)
- Model-tier invariants run (Dave-proof, 15 traces): [tar.gz](https://infrafabric.io/static/hosted/emo_dave_proof_bundle_20251222T164352Z.tar.gz) • [instructions](https://infrafabric.io/static/hosted/EMO_DAVE_PROOF_MODEL_COMPARE_20251222T164352Z.md)
- Reference bundle: [emo_trace_payload_016cca78…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_016cca78-6f9d-4ffe-aec0-99792d383ca1.tar.gz)
- Latest bundle: [emo_trace_payload_702d4607…tar.gz](https://infrafabric.io/static/hosted/emo_trace_payload_702d4607-4b54-45b1-aecf-b6728d80f124.tar.gz) | **Microlab / single shard.** Proven in a single-host environment. Completeness is bounded by explicit witness boundaries; PQ is anchored at registry time (not necessarily on every hot-path artifact). No public append‑only transparency log yet. |
| **B) Governance requires plurality.** A single model acting as “the judge” is brittle; adversarial viewpoints and escalation are required. | **IF.GOV.TRIAGE → IF.GOV.PANEL**
- TRIAGE: risk preflight sizes panels and escalates
- PANEL: preserves dissent + veto paths
- QUESTIONS: structured inquiry briefs for panels | **Cost / latency tradeoffs.** Multi-seat governance is reserved for higher-stakes decisions; low-stakes paths use smaller panels or fast-track gates. |
| **C) Context is the best firewall.** Static filters fail; security must distinguish “reference” vs “leak” and “discussion” vs “exfiltration”. | **IF.SECURITY.CHECK + IF.SECURITY.DETECT**
- CHECK: epistemic coherence checks (detective layer)
- DETECT: secret/relationship screening primitives | **Domain specificity.** Calibrated for concrete security surfaces (secrets/PII/prompt injection); generalizing to broader “harmful intent” is an open research vector. |
diff --git a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md.sha256 b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md.sha256
index b1d0cc9..fcb90db 100644
--- a/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md.sha256
+++ b/DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md.sha256
@@ -1 +1 @@
-5d4a78e8d79528b2a02672d3966ac541ce550260c58473db14dc3e17ed4d555c DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md
+24d7c5b2ab56002f20c23cbe418236159567de2549ad59249ba2b18e373d9ffb DANNY_STOCKER_INFRAFABRIC_DOSSIER_UNCUT.md