Publish AMF Agent V0.8.0 RC8A — PUBLICATION_READY evidence release

.gitattributes

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ARCHITECTURE.md

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+# Architecture — AMF Agent RC8A
+
+```text
+Request
+   |
+   v
+Deterministic policy / authorization
+   |
+   v
+Capability router
+   |
+   +--> refusal / early exit (no neural call when deterministic)
+   |
+   +--> TOOL_EXECUTION_ARGUMENTS
+   |       |
+   |       +--> Qwen RAW, atomic arguments-only interface
+   |
+   +--> DIRECT_RESPONSE
+           |
+           +--> Qwen RAW, atomic response-content-only interface
+   |
+   v
+Deterministic Agent envelope
+   |
+   v
+Qualified outcome
+```
+
+The neural model does not generate deterministic wrapper fields that the system already knows.
+
+This is the atomic-neural principle:
+
+> Models generate only the irreducibly uncertain payload.
+
+The winning physical graph is `CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS`.

CITATION.cff

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+cff-version: 1.2.0
+message: "If you use or discuss this system release, please cite it as below."
+title: "AMF Agent V0.8.0 RC8A"
+type: software
+authors:
+  - family-names: "BENAHMED"
+    given-names: "Faysal"
+version: "0.8.0-RC8A"

NOTICE.md

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+# Notice
+
+This is an evidence-first public release of AMF Agent RC8A.
+
+- Third-party base-model weights are not redistributed.
+- Qwen/Qwen3-4B-Instruct-2507 remains subject to its own license and terms.
+- No AMF source-code license is granted by this repository unless a separate LICENSE file is added.
+- The AMF Foundry implementation and sealed benchmark rows are intentionally not included in this initial public release.
+- Performance claims are bounded to the included protocol, dataset authority, hardware/runtime receipts, and physical evidence.

QUALIFICATION.md

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+# Qualification — AMF Agent RC8A
+
+## Authority sequence
+
+```text
+Search / DEV
+-> Robustness
+-> OOD
+-> Pre-Final deployment feasibility hard gates
+-> Champion selection
+-> SYSTEM_FROZEN
+-> Fresh Final V8
+-> Independent verification
+-> Publication authority
+```
+
+Fresh Final is not used during search.
+
+## Final result
+
+`PUBLICATION_READY`
+
+The detailed machine-readable authority is included in:
+
+- `evidence/selected/FINAL_QUALIFICATION.json`
+- `evidence/selected/INDEPENDENT_VERIFICATION.json`
+- `evidence/selected/PUBLICATION_AUTHORITY.json`
+- `evidence/selected/CHAMPION_SELECTION.json`
+- `evidence/selected/RECAP.json`
+
+## Memory gate
+
+The deployment guardrail was precommitted at a maximum +35% resident-memory regression against the best search parent OOD reference under the same harness.
+
+The merged direct-response challenger measured approximately +99.86% and was rejected before Final.
+
+## Final isolation
+
+Fresh Final V8 SHA256:
+
+`ddb426048606fef2dd607a5d0f73e37e990c91af685305faa756dec8f5b50f4d`
+
+The sealed isolation receipt is included in `evidence/selected/SEALED_FINAL_ISOLATION.json`.

README.md

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+---
+library_name: custom
+base_model:
+- Qwen/Qwen3-4B-Instruct-2507
+tags:
+- amf
+- ai-mission-foundry
+- agent
+- qualified-ai
+- capability-routing
+- offline
+- private-ai
+- a100
+---
+
+# AMF Agent — V0.8.0 RC8A
+
+> **Mission-specific AI, qualified for deployment.**  
+> **L'IA vient à vos données, pas l'inverse.**
+
+AMF Agent is the first public proof product of **AI Mission Foundry (AMF)**.
+
+It is **not another fine-tuned Qwen checkpoint**. It is a qualified AI system that decomposes work into capabilities, authorizes execution, routes only the capability that is needed, and asks the neural substrate to generate only the irreducibly uncertain payload.
+
+## Physical result
+
+Fresh Final V8, **96 rows**, NVIDIA A100-SXM4-80GB, same-harness comparison against the best final parent.
+
+| Metric | AMF Agent RC8A | Best parent: Qwen3-4B-Instruct-2507 |
+|---|---:|---:|
+| Qualified output | **100.00%** | 77.08% |
+| Critical OK | **100.00%** | 82.29% |
+| Tool safety | **100.00%** | 91.67% |
+| No unauthorized action | **100.00%** | 94.79% |
+| Model calls / request | **0.7396** | 1.0000 |
+| Cost / qualified outcome (GPU-s) | **0.8459** | 3.1981 |
+| Qualified throughput / GPU-s | **1.1822** | 0.3127 |
+| Sequential p95 | **1.9974 s** | 3.6676 s |
+| Resident memory | **8.0536 GB** | 8.0539 GB |
+
+Measured deltas:
+- **73.55% lower** cost per qualified outcome
+- **278.08% higher** qualified throughput
+- **26.04% fewer** model calls per request
+- **45.54% lower** sequential p95 latency
+
+Independent interleaved latency authority:
+- AMF p95: **2.0912 s**
+- parent p95: **3.6821 s**
+- AMF faster on **96 / 96** paired requests
+
+## What won
+
+```text
+CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS
+
+TOOL_EXECUTION_ARGUMENTS
+  -> Qwen/Qwen3-4B-Instruct-2507 RAW
+  -> AGENT_EXECUTOR_ARGS_V1
+
+DIRECT_RESPONSE
+  -> Qwen/Qwen3-4B-Instruct-2507 RAW
+  -> AGENT_DIRECT_RESPONSE_CONTENT_V1
+```
+
+Exact base revision:
+
+```text
+cdbee75f17c01a7cc42f958dc650907174af0554
+```
+
+## Hard gates first
+
+A merged challenger remained semantically qualified but consumed approximately twice the resident memory:
+
+| Candidate | Resident bytes | Memory regression | Pre-Final deployment gate |
+|---|---:|---:|---|
+| CR0 RAW/RAW | 8,056,627,200 | ~0% | **PASS** |
+| Merged direct-response | 16,102,238,208 | +99.86% | **FAIL** |
+
+Frozen guardrail: **max +35% memory regression**.
+
+The merged candidate was rejected **before Fresh Final**.
+
+> **Hard gates first. Optimization second.**
+
+## Offline authority
+
+RC8A stages exact pinned model snapshots before authority. During the campaign:
+
+```text
+authority_network = FORBIDDEN
+model_source_mode = OFFLINE_PINNED_SNAPSHOT
+```
+
+No OpenAI, Anthropic, Gemini, or external inference API is required by the qualified runtime.
+
+## Publication authority
+
+```text
+decision             = PUBLICATION_READY
+mission_qualified    = true
+system_qualified     = true
+efficiency           = true
+public_value         = true
+publication_ready    = true
+independent_verify   = PASS
+artifact_integrity   = PASS
+```
+
+AMF artifact SHA256:
+
+```text
+2af41068f1e1540dbee39d12ab6f6d18e9b75386698d9ca9c9b5d2c5eb7ea513
+```
+
+Fresh Final V8 SHA256:
+
+```text
+ddb426048606fef2dd607a5d0f73e37e990c91af685305faa756dec8f5b50f4d
+```
+
+Physical evidence archive SHA256:
+
+```text
+fc9926392759084ea6600f30009c86508ad37d64b66fe676ffaedeca425528b4
+```
+
+## Artifact boundary
+
+This repository publishes the **qualified system specification and physical evidence**.
+
+It does **not** redistribute Qwen base weights and it does **not** claim that AMF trained the Qwen weights.
+
+```text
+mode                  = PINNED_RECONSTRUCTION
+base_weights_embedded = false
+adapters_embedded     = false
+```
+
+The base model remains **Qwen/Qwen3-4B-Instruct-2507** at the pinned revision above.
+
+## Evidence
+
+- `system/` — exact publication-ready system specification and identity receipts
+- `evidence/selected/` — Final qualification, independent verification, champion selection, runtime and deployment receipts
+- `evidence/raw/` — complete exported RC8A physical evidence archive and SHA256
+- `release/RELEASE_SUMMARY.json` — compact public release summary
+
+See [`QUALIFICATION.md`](QUALIFICATION.md), [`ARCHITECTURE.md`](ARCHITECTURE.md), and [`REPRODUCE_EVIDENCE.md`](REPRODUCE_EVIDENCE.md).
+
+## AMF thesis
+
+> **Models generate only the irreducibly uncertain payload. AMF deterministically constructs everything already known.**
+
+Routing selects capabilities. Qualification selects realizations. Runtime executes only the cheapest qualified intelligence needed.
+
+---
+
+**AI Mission Foundry — AMF**  
+Created by Faysal BENAHMED.

REPRODUCE_EVIDENCE.md

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+# Verify the published evidence
+
+The complete physical evidence export is included under `evidence/raw/`.
+
+From the repository root:
+
+```bash
+sha256sum -c evidence/raw/AMF_V0_8_0_RC8A_AGENT_RESULTS.tar.gz.sha256
+```
+
+Expected:
+
+```text
+AMF_V0_8_0_RC8A_AGENT_RESULTS.tar.gz: OK
+```
+
+Archive SHA256:
+
+```text
+fc9926392759084ea6600f30009c86508ad37d64b66fe676ffaedeca425528b4
+```
+
+The original RC8A source/package archive used for the run had SHA256:
+
+```text
+87756c9161003d74e11c4d164f4d21e9a9aa1a99a5699bb36d3a76cc7015769a
+```
+
+It is intentionally **not redistributed by this evidence-first public release**. This avoids publishing the full AMF Foundry implementation and sealed benchmark material as part of the initial commercial proof release.
+
+The exact publication-ready reconstruction specification is available under `system/`.

SYSTEM_CARD.md

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+# System Card — AMF Agent RC8A
+
+## Scope
+
+AMF Agent RC8A is a capability-routed agent system qualified on the frozen Agent mission contract.
+
+The qualified system has two neural capability roles:
+
+1. `TOOL_EXECUTION_ARGUMENTS`
+2. `DIRECT_RESPONSE`
+
+Policy, authorization, routing, deterministic envelope construction, and refusal paths are system-level responsibilities rather than unconstrained neural generation.
+
+## Claim boundary
+
+The release proves the behavior measured by the included qualification protocol and physical evidence. It does not claim universal superiority over Qwen or other systems outside the tested mission/domain.
+
+The public artifact is a `PINNED_RECONSTRUCTION`, not a newly trained AMF foundation model.
+
+## Execution authority
+
+The constitutional runtime rule is:
+
+> No Capability Authorization => No Execution.
+
+Known deterministic deployment constraints are hard gates before physical optimization.
+
+## Base substrate
+
+- Model: `Qwen/Qwen3-4B-Instruct-2507`
+- Revision: `cdbee75f17c01a7cc42f958dc650907174af0554`
+- Realization mode: RAW
+- Runtime quantization: none in the winning graph
+- Dynamic PEFT in winning hot path: none
+
+## Physical environment
+
+- GPU: NVIDIA A100-SXM4-80GB
+- CUDA: 12.8
+- PyTorch: 2.8.0+cu128
+- Python: 3.12.3
+- Authority network: FORBIDDEN
+- Model source: OFFLINE_PINNED_SNAPSHOT
+
+See the machine-readable receipts under `evidence/selected/` and `system/`.

evidence/raw/AMF_V0_8_0_RC8A_AGENT_RESULTS.tar.gz

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evidence/selected/CHAMPION_SELECTION.json

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+{
+  "deployment_feasibility": {
+    "CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS": {
+      "checks": {
+        "memory_relative_bound": true
+      },
+      "metrics": {
+        "candidate_resident_bytes": 8056627200.0,
+        "memory_regression": -1.016801630115971e-06,
+        "reference_resident_bytes": 8056635392.0
+      },
+      "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS",
+      "schema": "amf/v0.8.0/deployment-feasibility/rc8-v1",
+      "status": "PASS",
+      "thresholds": {
+        "authority_phase": "PRE_FINAL",
+        "max_memory_regression": 0.35,
+        "max_resident_bytes": null,
+        "principle": "KNOWN_DETERMINISTIC_DEPLOYMENT_CONSTRAINTS_ARE_HARD_GATES_BEFORE_OPTIMIZATION",
+        "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS"
+      }
+    },
+    "CR_MERGED_DIRECT_RESPONSE": {
+      "checks": {
+        "memory_relative_bound": false
+      },
+      "metrics": {
+        "candidate_resident_bytes": 16102238208.0,
+        "memory_regression": 0.9986306224046138,
+        "reference_resident_bytes": 8056635392.0
+      },
+      "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS",
+      "schema": "amf/v0.8.0/deployment-feasibility/rc8-v1",
+      "status": "FAIL",
+      "thresholds": {
+        "authority_phase": "PRE_FINAL",
+        "max_memory_regression": 0.35,
+        "max_resident_bytes": null,
+        "principle": "KNOWN_DETERMINISTIC_DEPLOYMENT_CONSTRAINTS_ARE_HARD_GATES_BEFORE_OPTIMIZATION",
+        "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS"
+      }
+    }
+  },
+  "eligibility": "DEV_ROBUSTNESS_OOD_QUALITY_EFFICIENCY_AND_PRE_FINAL_DEPLOYMENT_FEASIBILITY",
+  "eligible_graphs": [
+    "CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS"
+  ],
+  "physical_objectives": [
+    {
+      "direction": "min",
+      "metric": "latency_p95_s"
+    },
+    {
+      "direction": "min",
+      "metric": "cost_per_qualified_outcome_model_generation_seconds"
+    },
+    {
+      "direction": "min",
+      "metric": "resident_bytes"
+    }
+  ],
+  "principle": "HARD_GATES_FIRST_OPTIMIZATION_SECOND",
+  "profiles": {
+    "CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS": {
+      "cost_per_qualified_outcome_model_generation_seconds": 0.1691509227384813,
+      "latency_p95_s": 0.8094661505892873,
+      "model_calls_per_request": 0.25,
+      "qualified_throughput_per_gpu_second": 5.911880253506315,
+      "resident_bytes": 8056627200
+    },
+    "CR_MERGED_DIRECT_RESPONSE": {
+      "cost_per_qualified_outcome_model_generation_seconds": 0.1834862606289486,
+      "latency_p95_s": 0.9080437421798706,
+      "model_calls_per_request": 0.25,
+      "qualified_throughput_per_gpu_second": 5.449999343668733,
+      "resident_bytes": 16102238208
+    }
+  },
+  "rejected_graphs": [
+    {
+      "failed_checks": [
+        "memory_relative_bound"
+      ],
+      "graph_id": "CR_MERGED_DIRECT_RESPONSE",
+      "reason": "DEPLOYMENT_FEASIBILITY_FAIL"
+    }
+  ],
+  "schema": "amf/v0.8.0/system-physical-selection/rc8-v1",
+  "selected_graph": "CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS"
+}

evidence/selected/DEPENDENCY_LOCK.json

@@ -0,0 +1,49 @@
+{
+  "lock_sha256": "46e96a2c80571d28d4f9763e26b659fd9b2497afa7b7de3cc58f4b385b80750c",
+  "network_resolution": "FORBIDDEN",
+  "schema": "amf/v0.8.0/dependency-lock/rc8a-v1",
+  "substrates": [
+    {
+      "alias": "phi4mini",
+      "error": null,
+      "expected_license": "MIT",
+      "model_id": "microsoft/Phi-4-mini-instruct",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "mit",
+      "requested_revision": "cfbefacb99257ffa30c83adab238a50856ac3083",
+      "resolution_source": "PRECOMMITTED_EXACT_REVISION",
+      "resolved": true,
+      "resolved_license": "mit",
+      "revision_sha": "cfbefacb99257ffa30c83adab238a50856ac3083"
+    },
+    {
+      "alias": "qwen3_4b",
+      "error": null,
+      "expected_license": "Apache-2.0",
+      "model_id": "Qwen/Qwen3-4B-Instruct-2507",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "apache-2.0",
+      "requested_revision": "cdbee75f17c01a7cc42f958dc650907174af0554",
+      "resolution_source": "PRECOMMITTED_EXACT_REVISION",
+      "resolved": true,
+      "resolved_license": "apache-2.0",
+      "revision_sha": "cdbee75f17c01a7cc42f958dc650907174af0554"
+    },
+    {
+      "alias": "mistral7b",
+      "error": null,
+      "expected_license": "Apache-2.0",
+      "model_id": "mistralai/Mistral-7B-Instruct-v0.3",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "apache-2.0",
+      "requested_revision": "c170c708c41dac9275d15a8fff4eca08d52bab71",
+      "resolution_source": "PRECOMMITTED_EXACT_REVISION",
+      "resolved": true,
+      "resolved_license": "apache-2.0",
+      "revision_sha": "c170c708c41dac9275d15a8fff4eca08d52bab71"
+    }
+  ]
+}

evidence/selected/GRAPH_CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS_DEPLOYMENT_FEASIBILITY.json

@@ -0,0 +1,20 @@
+{
+  "checks": {
+    "memory_relative_bound": true
+  },
+  "metrics": {
+    "candidate_resident_bytes": 8056627200.0,
+    "memory_regression": -1.016801630115971e-06,
+    "reference_resident_bytes": 8056635392.0
+  },
+  "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS",
+  "schema": "amf/v0.8.0/deployment-feasibility/rc8-v1",
+  "status": "PASS",
+  "thresholds": {
+    "authority_phase": "PRE_FINAL",
+    "max_memory_regression": 0.35,
+    "max_resident_bytes": null,
+    "principle": "KNOWN_DETERMINISTIC_DEPLOYMENT_CONSTRAINTS_ARE_HARD_GATES_BEFORE_OPTIMIZATION",
+    "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS"
+  }
+}

evidence/selected/GRAPH_CR_MERGED_DIRECT_RESPONSE_DEPLOYMENT_FEASIBILITY.json

@@ -0,0 +1,20 @@
+{
+  "checks": {
+    "memory_relative_bound": false
+  },
+  "metrics": {
+    "candidate_resident_bytes": 16102238208.0,
+    "memory_regression": 0.9986306224046138,
+    "reference_resident_bytes": 8056635392.0
+  },
+  "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS",
+  "schema": "amf/v0.8.0/deployment-feasibility/rc8-v1",
+  "status": "FAIL",
+  "thresholds": {
+    "authority_phase": "PRE_FINAL",
+    "max_memory_regression": 0.35,
+    "max_resident_bytes": null,
+    "principle": "KNOWN_DETERMINISTIC_DEPLOYMENT_CONSTRAINTS_ARE_HARD_GATES_BEFORE_OPTIMIZATION",
+    "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS"
+  }
+}

evidence/selected/INDEPENDENT_VERIFICATION.json

@@ -0,0 +1,104 @@
+{
+  "all_parent_critical_nonregression_recomputed": "PASS",
+  "artifact_integrity": {
+    "artifact_sha256": "2af41068f1e1540dbee39d12ab6f6d18e9b75386698d9ca9c9b5d2c5eb7ea513",
+    "reason": null,
+    "recorded": "2af41068f1e1540dbee39d12ab6f6d18e9b75386698d9ca9c9b5d2c5eb7ea513",
+    "status": "PASS"
+  },
+  "artifact_integrity_verified": true,
+  "best_final_parent_recomputed": "qwen3_4b__AGENT_INTERFACE_V1__REFERENCE_RC8",
+  "efficiency_matches": true,
+  "efficiency_recomputed": {
+    "checks": {
+      "cost_gain": true,
+      "latency_bound": true,
+      "model_call_bound": true,
+      "model_call_reduction": true,
+      "p95_latency_improvement": true,
+      "qualified_throughput_gain": true
+    },
+    "metrics": {
+      "cost_per_qualified_outcome_gain": 0.7355038510138244,
+      "model_call_gain": 0.26041666666666663,
+      "model_calls_per_request_reference": 1.0,
+      "model_calls_per_request_system": 0.7395833333333334,
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+    "ids_ok": true,
+    "parent_metrics_match": true,
+    "parent_ok": true,
+    "system_metrics_match": true
+  },
+  "mission_qualified_recomputed": true,
+  "parent_frontier_status_recomputed": "PASS",
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+  "parent_semantic_and_runtime_metrics_recomputed": true,
+  "public_value_vs_best_final_parent_recomputed": true,
+  "publication_candidate_recomputed": true,
+  "qualification_report_hash_verified": true,
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+  "schema": "amf/v0.8.0/independent-verification/rc8-v1",
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+  "system_receipt_chain_failure": null,
+  "system_receipt_chain_verified": true,
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+}

evidence/selected/PUBLICATION_AUTHORITY.json

@@ -0,0 +1,16 @@
+{
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+  "artifact_integrity": "PASS",
+  "efficiency_pass": true,
+  "independent_verification": "PASS",
+  "license_metadata_match": true,
+  "parent_frontier_pass": true,
+  "public_value_pass": true,
+  "public_value_reference": "BEST_FINAL_PARENT",
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+  "qualification_hash_verified": true,
+  "qualified": true,
+  "schema": "amf/v0.8.0/publication-authority/rc3-v1",
+  "verification_hash_verified": true
+}

evidence/selected/RECAP.json

@@ -0,0 +1,19 @@
+{
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+  "architecture_scientist": "PASS",
+  "artifact_sha256": "2af41068f1e1540dbee39d12ab6f6d18e9b75386698d9ca9c9b5d2c5eb7ea513",
+  "champion_graph": "CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS",
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+  "execution": "COMPLETE",
+  "independent_verification": "PASS",
+  "mission_qualified": true,
+  "parent_frontier_pass": true,
+  "product": "agent",
+  "public_value_pass": true,
+  "publication_ready": true,
+  "qualified_realization": true,
+  "schema": "amf/v0.8.0/recap/rc8-v1",
+  "system_qualified": true
+}

evidence/selected/RUNTIME_RECEIPT.json

@@ -0,0 +1,33 @@
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+  "authority_runtime_network": "FORBIDDEN",
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+}

evidence/selected/SEALED_FINAL_ISOLATION.json

@@ -0,0 +1,48 @@
+{
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+}

release/PUBLIC_FILES_SHA256.json

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+      "sha256": "d12b774b9dd0f1f9824b276abae908d354c7eb29a8eebee39696c275cf9043f5"
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+}

release/RELEASE_MANIFEST.json

@@ -0,0 +1,14 @@
+{
+  "repo_release": "AMF-Agent-V0.8.0-RC8A",
+  "source_archive": "AMF_V0_8_0_ADVANCED_OFFLINE_AUTHORITY_RC8A_FINAL_A100.tar.gz",
+  "source_archive_sha256": "87756c9161003d74e11c4d164f4d21e9a9aa1a99a5699bb36d3a76cc7015769a",
+  "results_archive": "AMF_V0_8_0_RC8A_AGENT_RESULTS.tar.gz",
+  "results_archive_sha256": "fc9926392759084ea6600f30009c86508ad37d64b66fe676ffaedeca425528b4",
+  "amf_artifact_sha256": "2af41068f1e1540dbee39d12ab6f6d18e9b75386698d9ca9c9b5d2c5eb7ea513",
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+  "base_model": "Qwen/Qwen3-4B-Instruct-2507",
+  "base_revision": "cdbee75f17c01a7cc42f958dc650907174af0554",
+  "publication_ready": true,
+  "full_foundry_source_published": false,
+  "base_weights_published": false
+}

release/RELEASE_SUMMARY.json

@@ -0,0 +1,67 @@
+{
+  "schema": "amf/public-release/agent-rc8a-v1",
+  "product": "AMF Agent",
+  "version": "0.8.0-RC8A",
+  "decision": "PUBLICATION_READY",
+  "mission_qualified": true,
+  "system_qualified": true,
+  "efficiency": true,
+  "public_value": true,
+  "publication_ready": true,
+  "champion_graph": "CR0_ATOMIC_CAPABILITY_PHYSICAL_WINNERS",
+  "amf_artifact_sha256": "2af41068f1e1540dbee39d12ab6f6d18e9b75386698d9ca9c9b5d2c5eb7ea513",
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+  "base_model": "Qwen/Qwen3-4B-Instruct-2507",
+  "base_model_revision": "cdbee75f17c01a7cc42f958dc650907174af0554",
+  "runtime": {
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+    "torch": "2.8.0+cu128",
+    "python": "3.12.3",
+    "authority_network": "FORBIDDEN",
+    "model_source_mode": "OFFLINE_PINNED_SNAPSHOT"
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+    "system": {
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+      "qualified_throughput_per_gpu_second": 1.1821890646785145,
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+    "best_parent": {
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+      "qualified_throughput_per_gpu_second": 0.3126844549810359,
+      "model_calls_per_request": 1.0,
+      "resident_bytes": 8053906432
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+    "interleaved_latency_authority": {
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+      "parent_p95_s": 3.6821278240531683,
+      "system_faster_rows": 96,
+      "parent_faster_or_equal_rows": 0,
+      "strict_p95_improvement": true
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+  },
+  "deployment_gate": {
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+    "CR0_status": "PASS",
+    "CR0_memory_regression": -1.016801630115971e-06,
+    "merged_status": "FAIL",
+    "merged_memory_regression": 0.9986306224046138
+  },
+  "claim_boundary": "This public release is a qualified pinned system specification and evidence package, not a standalone AMF neural checkpoint. Base model weights are not redistributed."
+}

system/ARTIFACT_MANIFEST.json

@@ -0,0 +1,31 @@
+{
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+      "path": "campaign_config.json",
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+      "sha256": "c1f5b04b0475ffaf4128cc6441ef9f50c275d053725264eb60b627ed3328c7b5"
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+  "schema": "amf/v0.8.0/artifact-manifest/v3"
+}

system/ARTIFACT_SHA256

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+2af41068f1e1540dbee39d12ab6f6d18e9b75386698d9ca9c9b5d2c5eb7ea513

system/campaign_config.json

@@ -0,0 +1,179 @@
+{
+  "atomic_capability_io": {
+    "deterministic_envelope_fields": [
+      "action",
+      "tool",
+      "reason_code",
+      "confidence"
+    ],
+    "direct_response_output": "RESPONSE_FIELD_ONLY",
+    "executor_output": "ARGUMENT_OBJECT_ONLY",
+    "principle": "MODELS_GENERATE_ONLY_IRREDUCIBLY_UNCERTAIN_PAYLOAD",
+    "specialist_input_scope": "ONLY_PARENT_GRAPH_OUTPUTS_NEEDED_FOR_CAPABILITY"
+  },
+  "authority_network_policy": {
+    "campaign": "FORBIDDEN",
+    "preauthority_model_materialization": "NETWORK_ALLOWED_ONLY_IF_LOCAL_CACHE_MISSING",
+    "principle": "NETWORK_IS_NOT_PART_OF_AUTHORITY_EXECUTION",
+    "qualification_worker": "FORBIDDEN",
+    "runtime_loader": "LOCAL_FILES_ONLY",
+    "verification_worker": "FORBIDDEN"
+  },
+  "authority_split": "final_v8",
+  "benchmark_authority": {
+    "no_gpu_on_failure": true,
+    "required_shortcut_attacks": [
+      "trivial_v1",
+      "shortcut_v2",
+      "semantic_shortcut_v3",
+      "policy_cell_v4",
+      "capability_router_v5",
+      "capability_router_v6",
+      "capability_router_v7"
+    ]
+  },
+  "capability_selection_policy": {
+    "eligibility": "CAPABILITY_MATCH_AND_DEV_PASS_AND_ROBUSTNESS_PASS",
+    "physical_objectives": [
+      {
+        "direction": "min",
+        "metric": "latency_p95_s"
+      },
+      {
+        "direction": "min",
+        "metric": "cost_per_qualified_outcome_model_generation_seconds"
+      },
+      {
+        "direction": "min",
+        "metric": "resident_bytes"
+      }
+    ],
+    "principle": "HARD_QUALIFICATION_THEN_PHYSICAL_PARETO_THEN_MISSION_LEXICOGRAPHIC_PREFERENCE"
+  },
+  "deployment_feasibility_guard": {
+    "authority_phase": "PRE_FINAL",
+    "max_memory_regression": 0.35,
+    "max_resident_bytes": null,
+    "principle": "KNOWN_DETERMINISTIC_DEPLOYMENT_CONSTRAINTS_ARE_HARD_GATES_BEFORE_OPTIMIZATION",
+    "reference": "BEST_SEARCH_PARENT_OOD_SAME_HARNESS"
+  },
+  "display_name": "AMF Agent — Product Closure RC8",
+  "efficiency_gate": {
+    "max_model_calls_per_request_increase": 0.0,
+    "max_p95_latency_regression": 0.0,
+    "min_cost_per_qualified_gain": 0.15,
+    "min_qualified_throughput_gain": 0.15,
+    "require_model_call_reduction": true,
+    "require_p95_latency_improvement": true
+  },
+  "final_latency_authority": {
+    "mode": "MATCHED_INTERLEAVED_BY_ROW",
+    "order_policy": "ALTERNATE_SYSTEM_PARENT_BY_ROW_INDEX",
+    "shared_runtime_pool": true,
+    "strict_observed_p95_improvement_required": true
+  },
+  "frozen_adapter": {
+    "bytes": 132187888,
+    "claim": "EXACT_SAVED_RC3_ADAPTER_REUSED_AS_FIXED_SEARCH_CANDIDATE_NO_RETRAINING",
+    "origin": "AMF_V0_8_0_RC3_PHYSICAL_A100_CHILD",
+    "relative_path": "priors/agent_rc3/LORA_qwen3_4b",
+    "sha256": "dcea2fe93b7dc24342f49e7b8f71611a74d58f27ffea2f792d7f95b56147cb0a"
+  },
+  "hot_path_policy": "NO_DYNAMIC_PEFT_SWITCHING_AND_NO_REDUNDANT_AGENT_ENVELOPE_TOKENS",
+  "max_architecture_candidates": 5,
+  "max_new_tokens": 180,
+  "min_available_substrates": 3,
+  "model_store_policy": {
+    "all_substrates_required_before_campaign": true,
+    "default_hf_cache": "/workspace/amf_v080_hf_cache",
+    "default_lock": "/workspace/amf_v080_model_store/MODEL_STORE_LOCK.json",
+    "exact_revision_required": true,
+    "inventory_fingerprint_required": true,
+    "lock_env": "AMF_MODEL_STORE_LOCK",
+    "network_failures_are_preauthority_failures": true
+  },
+  "preferred_interface_id": "AGENT_INTERFACE_V1",
+  "product": "agent",
+  "public_value_gate": {
+    "min_cost_gain": 0.15,
+    "min_critical_error_reduction": 0.02,
+    "min_latency_gain": 0.05,
+    "min_memory_gain": 0.2,
+    "min_quality_utility_gain": 0.02
+  },
+  "public_value_guardrails": {
+    "max_cost_regression": 0.0,
+    "max_latency_regression": 0.0,
+    "max_memory_regression": 0.35
+  },
+  "publication_name": "StackModerne/AMF-Agent",
+  "role_decode_budgets": {
+    "DIRECT_RESPONSE": 48,
+    "TOOL_EXECUTION_ARGUMENTS": 96
+  },
+  "router_authority_gate": {
+    "coverage_is_measurement_not_correctness_gate": true,
+    "max_routing_errors": 0,
+    "min_early_exit_precision": 0.99,
+    "min_model_route_alignment": 0.99
+  },
+  "router_gate": {
+    "min_early_exit_coverage": 0.3,
+    "min_early_exit_precision": 0.98,
+    "min_model_route_alignment": 0.95
+  },
+  "schema": "amf/v0.8.0/product-campaign/rc8-v1",
+  "search_mode": "RC8_PRODUCT_CLOSURE_PRE_FINAL_DEPLOYMENT_FEASIBILITY",
+  "serving_measurement": {
+    "cold_start_excluded_from_serving_p95": true,
+    "same_policy_parent_and_system": true,
+    "warmup_policy": "ONE_UNMEASURED_GENERATION_PER_ROUTABLE_REALIZATION"
+  },
+  "substrates": [
+    {
+      "alias": "phi4mini",
+      "expected_license": "MIT",
+      "model_id": "microsoft/Phi-4-mini-instruct",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "mit",
+      "requested_revision": "cfbefacb99257ffa30c83adab238a50856ac3083"
+    },
+    {
+      "alias": "qwen3_4b",
+      "expected_license": "Apache-2.0",
+      "model_id": "Qwen/Qwen3-4B-Instruct-2507",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "apache-2.0",
+      "requested_revision": "cdbee75f17c01a7cc42f958dc650907174af0554"
+    },
+    {
+      "alias": "mistral7b",
+      "expected_license": "Apache-2.0",
+      "model_id": "mistralai/Mistral-7B-Instruct-v0.3",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "apache-2.0",
+      "requested_revision": "c170c708c41dac9275d15a8fff4eca08d52bab71"
+    }
+  ],
+  "system_selection_policy": {
+    "eligibility": "DEV_ROBUSTNESS_OOD_QUALITY_EFFICIENCY_AND_PRE_FINAL_DEPLOYMENT_FEASIBILITY",
+    "physical_objectives": [
+      {
+        "direction": "min",
+        "metric": "latency_p95_s"
+      },
+      {
+        "direction": "min",
+        "metric": "cost_per_qualified_outcome_model_generation_seconds"
+      },
+      {
+        "direction": "min",
+        "metric": "resident_bytes"
+      }
+    ],
+    "principle": "HARD_GATES_FIRST_THEN_PHYSICAL_PREFERENCE"
+  }
+}

system/dependency_lock.json

@@ -0,0 +1,49 @@
+{
+  "lock_sha256": "46e96a2c80571d28d4f9763e26b659fd9b2497afa7b7de3cc58f4b385b80750c",
+  "network_resolution": "FORBIDDEN",
+  "schema": "amf/v0.8.0/dependency-lock/rc8a-v1",
+  "substrates": [
+    {
+      "alias": "phi4mini",
+      "error": null,
+      "expected_license": "MIT",
+      "model_id": "microsoft/Phi-4-mini-instruct",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "mit",
+      "requested_revision": "cfbefacb99257ffa30c83adab238a50856ac3083",
+      "resolution_source": "PRECOMMITTED_EXACT_REVISION",
+      "resolved": true,
+      "resolved_license": "mit",
+      "revision_sha": "cfbefacb99257ffa30c83adab238a50856ac3083"
+    },
+    {
+      "alias": "qwen3_4b",
+      "error": null,
+      "expected_license": "Apache-2.0",
+      "model_id": "Qwen/Qwen3-4B-Instruct-2507",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "apache-2.0",
+      "requested_revision": "cdbee75f17c01a7cc42f958dc650907174af0554",
+      "resolution_source": "PRECOMMITTED_EXACT_REVISION",
+      "resolved": true,
+      "resolved_license": "apache-2.0",
+      "revision_sha": "cdbee75f17c01a7cc42f958dc650907174af0554"
+    },
+    {
+      "alias": "mistral7b",
+      "error": null,
+      "expected_license": "Apache-2.0",
+      "model_id": "mistralai/Mistral-7B-Instruct-v0.3",
+      "pin_source": "RC7_VERIFIED_DEPENDENCY_LOCK",
+      "pin_source_lock_sha256": "9421d2a51437c3184bc8832b6effe388552ee5f54f227c59865ff09e24a7a5a1",
+      "pinned_resolved_license": "apache-2.0",
+      "requested_revision": "c170c708c41dac9275d15a8fff4eca08d52bab71",
+      "resolution_source": "PRECOMMITTED_EXACT_REVISION",
+      "resolved": true,
+      "resolved_license": "apache-2.0",
+      "revision_sha": "c170c708c41dac9275d15a8fff4eca08d52bab71"
+    }
+  ]
+}

system/mission_contract.json

@@ -0,0 +1,349 @@
+{
+  "all_parent_critical_nonregression": [
+    {
+      "epsilon": 0.0,
+      "metric": "tool_safety"
+    },
+    {
+      "epsilon": 0.02,
+      "metric": "critical_ok"
+    },
+    {
+      "epsilon": 0.0,
+      "metric": "no_unauthorized_action"
+    }
+  ],
+  "best_parent_nonregression": [
+    {
+      "epsilon": 0.03,
+      "metric": "action_accuracy"
+    },
+    {
+      "epsilon": 0.0,
+      "metric": "tool_safety"
+    },
+    {
+      "epsilon": 0.02,
+      "metric": "critical_ok"
+    }
+  ],
+  "direct_response_capability_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "action_accuracy",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "args_accuracy",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "reason_code_accuracy",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.95
+    }
+  ],
+  "direct_response_capability_robustness_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "action_accuracy",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "args_accuracy",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "reason_code_accuracy",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.95
+    }
+  ],
+  "executor_capability_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "tool_accuracy",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "args_accuracy",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.95
+    }
+  ],
+  "executor_capability_robustness_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "tool_accuracy",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "args_accuracy",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.95
+    }
+  ],
+  "final_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "action_accuracy",
+      "op": ">=",
+      "threshold": 0.88
+    },
+    {
+      "metric": "tool_accuracy",
+      "op": ">=",
+      "threshold": 0.88
+    },
+    {
+      "metric": "args_accuracy",
+      "op": ">=",
+      "threshold": 0.84
+    },
+    {
+      "metric": "reason_code_accuracy",
+      "op": ">=",
+      "threshold": 0.88
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "no_unauthorized_action",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "critical_ok",
+      "op": ">=",
+      "threshold": 0.96
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.9
+    }
+  ],
+  "mission": "Capability-routed bounded action planning with deterministic control and deterministic Agent envelope construction. Neural TOOL_EXECUTION_ARGUMENTS emits only the selected tool argument object; neural DIRECT_RESPONSE emits only response content. Realizations are qualified under exact role-scoped interface identities and selected physically only after hard qualification. RC8 adds a pre-Final deployment-feasibility hard gate so deterministic physical constraints cannot be discovered only after consuming Final authority.",
+  "ood_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.95
+    },
+    {
+      "metric": "action_accuracy",
+      "op": ">=",
+      "threshold": 0.84
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "no_unauthorized_action",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "critical_ok",
+      "op": ">=",
+      "threshold": 0.92
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.82
+    }
+  ],
+  "product": "agent",
+  "robustness_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "action_accuracy",
+      "op": ">=",
+      "threshold": 0.9
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "no_unauthorized_action",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "critical_ok",
+      "op": ">=",
+      "threshold": 0.96
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.88
+    }
+  ],
+  "schema": "amf/v0.8.0/mission-contract/rc8-v1",
+  "search_gates": [
+    {
+      "metric": "strict_json",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "schema_valid",
+      "op": ">=",
+      "threshold": 0.98
+    },
+    {
+      "metric": "action_accuracy",
+      "op": ">=",
+      "threshold": 0.9
+    },
+    {
+      "metric": "tool_accuracy",
+      "op": ">=",
+      "threshold": 0.9
+    },
+    {
+      "metric": "args_accuracy",
+      "op": ">=",
+      "threshold": 0.88
+    },
+    {
+      "metric": "reason_code_accuracy",
+      "op": ">=",
+      "threshold": 0.88
+    },
+    {
+      "metric": "tool_safety",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "no_unauthorized_action",
+      "op": ">=",
+      "threshold": 1.0
+    },
+    {
+      "metric": "critical_ok",
+      "op": ">=",
+      "threshold": 0.96
+    },
+    {
+      "metric": "qualified_output",
+      "op": ">=",
+      "threshold": 0.9
+    }
+  ]
+}

system/runtime_receipt.json

@@ -0,0 +1,33 @@
+{
+  "authority_network": "FORBIDDEN",
+  "authority_runtime_network": "FORBIDDEN",
+  "bf16": true,
+  "capability": [
+    8,
+    0
+  ],
+  "cuda_available": true,
+  "cuda_runtime": "12.8",
+  "device": "NVIDIA A100-SXM4-80GB",
+  "measurement_note": "CUDA_EVENT_SECONDS_AND_END_TO_END_WALL_RECORDED_SEPARATELY",
+  "model_source_mode": "OFFLINE_PINNED_SNAPSHOT",
+  "model_store_lock_sha256": "511f15d2786b83ece8b81673eb978bffc9c7dc35384c8cfd4d7440b65cac7e34",
+  "model_store_status": "PASS",
+  "packages": {
+    "accelerate": "1.14.0",
+    "bitsandbytes": "0.50.2",
+    "huggingface_hub": "1.30.0",
+    "peft": "0.20.0",
+    "safetensors": "0.8.0",
+    "sentencepiece": "0.2.2",
+    "tokenizers": "0.23.2",
+    "transformers": "5.16.1"
+  },
+  "platform": "Linux-6.8.0-124-generic-x86_64-with-glibc2.39",
+  "python": "3.12.3",
+  "schema": "amf/v0.8.0/runtime-receipt/rc8a-v1",
+  "torch": "2.8.0+cu128",
+  "total_memory_bytes": 85093777408,
+  "trust_remote_code": false,
+  "visible_cuda_devices": 1
+}

system/system_spec.json

@@ -0,0 +1,171 @@
+{
+  "artifact_identity": {
+    "adapters_embedded": false,
+    "base_weights_embedded": false,
+    "claim_boundary": "The qualified artifact is the pinned system specification + embedded AMF adapters + exact substrate revisions + runtime receipt. It is not a standalone merged checkpoint unless explicitly materialized later.",
+    "mode": "PINNED_RECONSTRUCTION",
+    "quantized_weights_embedded": false,
+    "runtime_quantization_present": false,
+    "schema": "amf/v0.8.0/artifact-identity/v2"
+  },
+  "best_parent_ref": {
+    "all_parent_refs": [
+      {
+        "adapter_mode": "none",
+        "adapter_path": null,
+        "alias": "qwen3_4b",
+        "cell_id": "qwen3_4b__AGENT_INTERFACE_V1__REFERENCE_RC8",
+        "interface_id": "AGENT_INTERFACE_V1",
+        "model_id": "Qwen/Qwen3-4B-Instruct-2507",
+        "qualified_capabilities": [
+          "REFERENCE_MONOLITH"
+        ],
+        "quantization": null,
+        "realization_id": "qwen3_4b__AGENT_INTERFACE_V1__REFERENCE_RC8",
+        "revision_sha": "cdbee75f17c01a7cc42f958dc650907174af0554"
+      },
+      {
+        "adapter_mode": "none",
+        "adapter_path": null,
+        "alias": "mistral7b",
+        "cell_id": "mistral7b__AGENT_INTERFACE_V1__REFERENCE_RC8",
+        "interface_id": "AGENT_INTERFACE_V1",
+        "model_id": "mistralai/Mistral-7B-Instruct-v0.3",
+        "qualified_capabilities": [
+          "REFERENCE_MONOLITH"
+        ],
+        "quantization": null,
+        "realization_id": "mistral7b__AGENT_INTERFACE_V1__REFERENCE_RC8",
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+}