Ariyan-Pro · Ariyan-Pro · Apr 28, 2026 · Apr 28, 2026
diff --git a/.gitignore b/.gitignore
@@ -1 +1,69 @@
-Nothing needs to be added to .gitignore since the only change is adding a Python test file (`tests/perf/benchmark_suite.py`) which is a source code file that should not be ignored.
+# Logs and temp files
+*.log
+*.tmp
+*.swp
+
+# Environment
+.env
+.env.local
+*.env.*
+
+# Editors
+.vscode/
+.idea/
+
+# Dependencies
+node_modules/
+venv/
+.venv/
+__pycache__/
+.mypy_cache/
+.pytest_cache/
+dist/
+build/
+target/
+.gradle/
+
+# System files
+.DS_Store
+Thumbs.db
+
+# Coverage reports
+coverage/
+htmlcov/
+.coverage
+
+# Compressed files
+*.zip
+*.gz
+*.tar
+*.tgz
+*.bz2
+*.xz
+*.7z
+*.rar
+*.zst
+*.lz4
+*.lzh
+*.cab
+*.arj
+*.rpm
+*.deb
+*.Z
+*.lz
+*.lzo
+*.tar.gz
+*.tar.bz2
+*.tar.xz
+*.tar.zst
+
+# Compiled files
+*.pyc
+*.class
+*.o
+*.exe
+*.dll
+*.so
+*.a
+*.obj
+*.out
diff --git a/README.md b/README.md
@@ -6,16 +6,16 @@
 
 ### Military-Grade OFFLINE Voice Assistant
 
-**100% OFF-GRID · 3.64ms inference · 99.6% accuracy · ZERO data leaks**
+**100% OFF-GRID · ⚠️ Claims documented at [`tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md`](./tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md)**
 
 [![Python](https://img.shields.io/badge/Python-3.11+-blue?style=for-the-badge&logo=python)](https://python.org)
 [![License: MIT](https://img.shields.io/badge/License-MIT-green?style=for-the-badge&logo=opensourceinitiative)](LICENSE)
-[![Tests](https://img.shields.io/badge/Tests-8%2F8_Passed-brightgreen?style=for-the-badge)](tests/)
-[![Latency](https://img.shields.io/badge/KWS_Latency-3.64ms-ff69b4?style=for-the-badge)](docs/benchmarks.md)
+[![Tests](https://img.shields.io/badge/Tests-6%2F8_Implemented-orange?style=for-the-badge)](tests/)
+[![Latency](https://img.shields.io/badge/KWS_Latency-~17ms-yellow?style=for-the-badge)](tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md)
 [![Security](https://img.shields.io/badge/Security-21%2F21_Blocked-success?style=for-the-badge&logo=shield)]()
-[![Platform](https://img.shields.io/badge/Platform-MCU_%7C_Windows_%7C_Android-blue?style=for-the-badge)](docs/installation.md)
+[![Platform](https://img.shields.io/badge/Platform-Windows_%7C_Linux_%7C_Android-blue?style=for-the-badge)](docs/installation.md)
 [![Release](https://img.shields.io/github/v/release/Ariyan-Pro/Edge-TinyML-Project?style=for-the-badge)](https://github.com/Ariyan-Pro/Edge-TinyML-Project/releases)
-[![Phase](https://img.shields.io/badge/Phase_10-Certified-gold?style=for-the-badge)]()
+[![Transparency](https://img.shields.io/badge/Status-Radical_Transparency-red?style=for-the-badge)](tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md)
 
 [🚀 Quick Start](#-quick-start) · [🧠 Architecture](#-genius-level-hybrid-architecture) · [🛡️ Security](#️-security-hardening-phase-10-certified) · [📊 Charts](#-generate-charts-locally-matplotlib--powershell) · [🧪 Hardening](#-phase-10-global-hardening-report) · [🐛 Issues](https://github.com/Ariyan-Pro/Edge-TinyML-Project/issues)
 
@@ -25,11 +25,19 @@
 
 ## 🎯 What Is Edge-TinyML?
 
-Edge-TinyML is a palm-sized, fully offline voice assistant engineered to military-grade robustness and privacy standards. It runs entirely on-device — from a $5 ESP32 microcontroller to a Windows enterprise workstation — with **no cloud, no telemetry, and no compromises**.
+Edge-TinyML is a palm-sized, fully offline voice assistant engineered to military-grade robustness and privacy standards. It runs entirely on-device — from Windows workstations to Linux servers — with **no cloud, no telemetry, and no compromises**.
 
-The 77 KB keyword spotting engine achieves 3.64ms inference latency. The 1.1B GGUF cognitive core handles complex commands. A 5-layer strategic intelligence layer connects them. Everything runs offline, always.
+### ⚠️ Performance Claim Transparency
 
-> No cloud. No telemetry. No compromises.
+**Important:** Several performance claims in this document (3.64ms latency, 99.6% accuracy, 180-220MB RAM) are **target specifications** that require production hardware and models to verify. Current development measurements show ~17ms latency on Windows with TensorFlow backend. See [`tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md`](./tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md) for complete reality check.
+
+The architecture supports:
+- **KWS Engine**: Target 77 KB model with sub-5ms inference (production TFLite INT8)
+- **Cognitive Core**: 1.1B GGUF model for complex commands  
+- **Strategic Layer**: 5-layer intelligence connecting KWS to cognitive core
+- **Everything offline, always**
+
+> No cloud. No telemetry. No compromises. Radical transparency about capabilities.
 
 ---
 
@@ -53,16 +61,18 @@ The 77 KB keyword spotting engine achieves 3.64ms inference latency. The 1.1B GG
 
 <div align="center">
 
-| Metric | Target | Achieved | Delta |
-|:-------|:-------|:---------|:------|
-| **KWS Latency** | ≤ 5ms | **3.64ms** | **+27% faster** |
-| **RAM Footprint** | < 500MB | **180–220MB** | **56% leaner** |
-| **Accuracy** | ≥ 90% | **99.6%** | **+9.6%** |
-| **Safety (command shield)** | 100% | **100%** | **Perfect** |
-| **Mean Latency Drift** | — | **0.08ms** | **Phase-10 certified** |
+| Metric | Target | Current (Dev) | Claimed (Production) | Status |
+|:-------|:-------|:--------------|:---------------------|:-------|
+| **KWS Latency** | ≤ 5ms | **~17ms** (Windows/TF) | 3.64ms (TFLite INT8) | 🔴 Unverified |
+| **RAM Footprint** | < 500MB | **42MB** (partial) | 180–220MB (full system) | 🔴 Unverified |
+| **Accuracy** | ≥ 90% | **Untested** | 99.6% | 🔴 Unverified |
+| **Safety (command shield)** | 100% | **100%** | **100%** | ✅ Verified |
+| **Torture Tests** | 8/8 | **6/8** implemented | 8/8 passed | 🟠 Partial |
 
 </div>
 
+> 📊 **Full Reality Check:** See [`tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md`](./tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md) for detailed analysis of what has been independently verified vs. what remains unverified.
+
 ---
 
 ## 🧠 Genius-Level Hybrid Architecture
@@ -519,28 +529,32 @@ print("Saved: charts/ram_by_target.png")
 
 > "Tested to destruction, proven in silence."
 
+### ⚠️ TRANSPARENCY NOTICE
+
+**Claim Verification Status:** See [`tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md`](./tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md) for honest assessment of what has been independently verified vs. what remains unverified.
+
 <div align="center">
 
-| Attack Vector | Abuse Scenario | Result | Evidence |
+| Attack Vector | Abuse Scenario | Claimed Result | Evidence Status |
 |:-------------|:---------------|:-------|:---------|
-| **CPU Saturation** | 100% load × 60 min | 0 latency spikes | [`tests/logs/cpu_sat.log`](./tests/logs/cpu_sat.log) |
-| **Memory Starvation** | 1GB free / 8GB total | 0 crashes, 0 leaks | Valgrind clean |
-| **Security Hammer** | 21 destructive payloads | **100% blocked** | [`tests/reports/sec_hammer.pdf`](./tests/reports/sec_hammer.pdf) |
-| **Flood Attack** | 25 req/s burst | 5.81ms avg latency | Prometheus trace |
-| **Time Warp** | 4 clock-drift extremes | Sync preserved | Chrony attest |
-| **ACPI Hibernation** | 50 rapid cycles | Wake-word intact | HW trace |
-| **Thermal Throttle** | 85°C SoC | 3.72ms max latency | IR camera |
-| **EMI Chamber** | 30 V/m RF noise | 99.4% accuracy | EMI report |
+| **CPU Saturation** | 100% load × 60 min | 0 latency spikes | 🟡 Test exists, reduced runtime |
+| **Memory Starvation** | 1GB free / 8GB total | 0 crashes, 0 leaks | 🟡 Conservative limits |
+| **Security Hammer** | 21 destructive payloads | **100% blocked** | ✅ Verified |
+| **Flood Attack** | 25 req/s burst | 5.81ms avg latency | 🟡 Conservative thread count |
+| **Time Warp** | 4 clock-drift extremes | Sync preserved | ✅ Verified |
+| **ACPI Hibernation** | 50 rapid cycles | Wake-word intact | 🔴 Not implemented |
+| **Thermal Throttle** | 85°C SoC | 3.72ms max latency | 🔴 Not implemented |
+| **EMI Chamber** | 30 V/m RF noise | 99.4% accuracy | 🔴 Not implemented |
 
 </div>
 
 ### Certification Summary
 
 ```
-✅ 8 / 8 torture tests passed
-✅ Mean latency drift: 0.08ms
-✅ Security effectiveness: 100%
-✅ Phase-10 Global Hardening: CERTIFIED
+⚠️  6 / 8 torture tests implemented (EMI, Thermal, ACPI missing)
+⚠️  Phase-10: SELF-CERTIFIED (no external validation)
+✅  Security effectiveness: 100% (on implemented tests)
+📊  Full reality check: tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md
 ```
 
 ### Re-run Certification (PowerShell)
@@ -549,14 +563,20 @@ print("Saved: charts/ram_by_target.png")
 # Activate environment first
 .\edge-tinyml-prod\Scripts\Activate.ps1
 
-# Full torture suite
-python tests/full_regression_suite.py --torture
+# Full torture suite (6/8 tests - EMI/Thermal/ACPI not implemented)
+python tests/full_regression_suite.py
 
 # Individual test categories
-python tests/security/command_injection_mass_test.py  # Security Hammer
-python tests/stress/cpu_saturation_test.py            # CPU Saturation
-python -m pytest tests/torture -k "emmi or thermal"  # EMI + Thermal
-python -m pytest tests/benchmark.py --plot            # Benchmark + plot
+python tests/security/command_injection_mass_test.py  # Security Hammer ✅
+python tests/stress/cpu_saturation_test.py            # CPU Saturation 🟡
+python tests/stress/memory_starvation_test.py         # Memory Starvation 🟡
+python tests/resilience/flood_test.py                 # Flood Attack 🟡
+python tests/resilience/time_warp_test.py             # Time Warp ✅
+python tests/security/file_corruption_test.py         # File Corruption ✅
+python tests/security/virtual_mic_attack.py           # Virtual Mic ✅
+
+# View verification report
+Invoke-Item tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md
 ```
 
 ---

diff --git a/detailed_test_report.json b/detailed_test_report.json
@@ -1,20 +1,103 @@
 {
-  "timestamp": 1763983750.395624,
-  "environment": {
-    "safety_test_mode": "1",
-    "allow_destructive": "0",
-    "cpu_percent": 100.0,
-    "memory_percent": 91.0
+  "timestamp": "2025-04-28T11:34:00Z",
+  "report_type": "Phase-10 Certification Record",
+  "status": "UNDER_REVIEW",
+
+  "performance_claims": {
+    "kws_latency_ms": {
+      "claim": 3.64,
+      "status": "UNVERIFIED",
+      "reason": "No production model available for testing",
+      "current_measurement_ms": 17.0,
+      "current_backend": "TensorFlow on Windows (not tflite_runtime)",
+      "blocker": "tflite_runtime unavailable for Windows Python 3.11"
+    },
+    "accuracy_percent": {
+      "claim": 99.6,
+      "status": "UNVERIFIED",
+      "reason": "No model to evaluate against benchmark dataset",
+      "test_mode": "Synthetic random inputs only",
+      "blocker": "Google Speech Commands V2 not integrated"
+    },
+    "memory_mb": {
+      "claim_min": 180,
+      "claim_max": 220,
+      "status": "UNVERIFIED",
+      "reason": "Cannot measure full system without production deployment",
+      "partial_measurement_mb": 42.0,
+      "note": "Measurement excludes 1.1B GGUF core, emotion model, plugins, DB"
+    }
   },
+
+  "certification_status": {
+    "phase_10_certified": {
+      "claim": true,
+      "reality": "SELF_CERTIFIED",
+      "external_validation": false,
+      "industry_standard": false,
+      "note": "Internal milestone naming, not ISO/CIS/NIST certification"
+    },
+    "torture_tests": {
+      "claim": "8/8 PASSED",
+      "reality": "PARTIAL",
+      "implemented": 6,
+      "missing": ["EMI Chamber (30 V/m)", "Thermal Throttle (85°C)", "ACPI Hibernation (50 cycles)"],
+      "limitations": [
+        "Reduced durations for consumer hardware safety",
+        "Conservative thread counts (15 vs claimed 25+)",
+        "No hardware-in-the-loop testing",
+        "Environmental tests not implemented"
+      ]
+    }
+  },
+
   "component_checks": {
-    "phase1_baseline/models/production/model_int8.tflite": true,
-    "phase5_neural_reflex/models/emotion_detector_optimized.tflite": true,
-    "phase_9-enhanced_intelligence/hybrid_model_router_optimized.py": true,
-    "phase_9-enhanced_intelligence/final_optimized_assistant.py": true,
-    "phase6_self_optimizing_core/scripts/resource_monitor.py": true,
-    "phase6_self_optimizing_core/scripts/self_debugger.py": true
+    "phase1_baseline/models/production/model_int8.tflite": "PLACEHOLDER",
+    "phase5_neural_reflex/models/emotion_detector_optimized.tflite": "EXISTS",
+    "phase_9-enhanced_intelligence/hybrid_model_router_optimized.py": "EXISTS",
+    "phase_9-enhanced_intelligence/final_optimized_assistant.py": "EXISTS",
+    "phase6_self_optimizing_core/scripts/resource_monitor.py": "EXISTS",
+    "phase6_self_optimizing_core/scripts/self_debugger.py": "EXISTS"
+  },
+
+  "verification_infrastructure": {
+    "available": [
+      "tests/perf/benchmark_suite.py - Latency, Memory, Stability",
+      "tests/full_regression_suite.py - 6/8 torture tests",
+      "tests/safety_gating.py - Command blocking",
+      "tests/system_metrics.py - Basic monitoring",
+      "tests/integration/ - End-to-end flow"
+    ],
+    "missing": [
+      "Real Audio Dataset Testing - No dataset integration",
+      "Hardware-in-Loop Testing - No target hardware",
+      "EMI/EMC Testing - Requires lab equipment",
+      "Thermal Chamber Testing - Requires environmental chamber",
+      "Long-term Endurance (48h+) - Not yet run",
+      "External Security Audit - No third-party engagement"
+    ]
+  },
+
+  "platform_constraints": {
+    "current_os": "Windows (development)",
+    "python_version": "3.11.9",
+    "backend": "TensorFlow (with overhead) OR NumPy (fallback)",
+    "tflite_runtime": "NOT AVAILABLE for Windows Python 3.11",
+    "target_deployment": "Linux/Embedded (not yet deployed)",
+    "impact": {
+      "kws_latency_windows_ms": 17,
+      "kws_latency_linux_estimated_ms": "5-10",
+      "kws_latency_mcu_claimed_ms": 3.64
+    }
+  },
+
+  "transparency_commitment": {
+    "verified_claims": 0,
+    "partially_verified": 2,
+    "unverified": 3,
+    "disproven": 0,
+    "documentation": "tests/reports/PERFORMANCE_CLAIMS_VERIFICATION.md"
   },
-  "performance_metrics": {},
-  "security_status": {},
-  "overall_status": "UNDER_REVIEW"
+
+  "overall_status": "FUNCTIONAL_WITH_UNVERIFIED_CLAIMS"
 }