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KDS Logo

Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

Topics

Resources

Stars

0 stars

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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KDS Logo

Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

Topics

Resources

Stars

0 stars

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0 watching

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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KDS Logo

Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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KDS Logo

Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
Skip to content

Repository files navigation

KDS Logo

Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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KDS Logo

Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
Skip to content

Repository files navigation

KDS Logo

Knowledge Discovery System (KDS)

Deterministic Reconstruction for Critical-System Modernization

KDS is not a product. It is not a tool you download, configure, or run. It is a proprietary, founder-operated modernization capability built on a deterministic analysis engine that has no peer, no competitor, and no equivalent in industry. KDS exists for one purpose: to restore truth, structure, and engineering certainty to legacy systems that were never supposed to fail.

For decades, organizations have been forced to choose between two bad options: manual reverse engineering or probabilistic AI inference. Both introduce ambiguity, risk, and drift. KDS eliminates all three. It reconstructs system knowledge directly from the binary with forensic precision, producing certification-grade engineering documentation that is complete, auditable, and traceable.

This repository is not a software distribution. It is the public-facing doctrine of a capability that operates privately, securely, and exclusively under the direction of its founder.

What KDS Is

KDS is a deterministic reconstruction service for aerospace, medical, defense, industrial, and safety-critical domains. It transforms raw assembly into:

  • System Requirements Specifications (SRS)

  • Software Design Documents (SDD)

  • Data Flow Diagrams (DFDs)

  • Memory maps and interface definitions

  • Traceability matrices

  • Verification and validation artifacts

Every output is derived directly from Assembly. No inference. No guessing. No hallucination. No tribal knowledge required.

What Makes KDS Unique

Deterministic Truth Extraction

KDS does not approximate behavior. It derives it.

Forensic Reconstruction

Every artifact is traceable back to the exact instruction sequence that produced it.

Certification-Grade Documentation

Outputs align with aerospace, medical, and defense engineering standards.

Zero Dependency on Legacy Knowledge

KDS restores systems even when documentation is missing, outdated, or contradictory.

Founder-Operated Precision

The system is not a commodity tool. It is a capability executed with the discipline, rigor, and engineering philosophy of its creator.

Repository Structure

This repository contains the conceptual, philosophical, and methodological foundation of KDS:

Founder_Manifesto.md – The doctrine and worldview behind deterministic engineering.

Capabilities_Statement.md – A formal articulation of what KDS delivers.

Methodology.md – The high-level process that governs deterministic reconstruction.

CFP_Abstract.md – The conference-ready abstract introducing the KDS paradigm.

examples/ – Fictional but representative artifacts demonstrating output structure.

LICENSE.md – A proprietary license protecting all intellectual property.

These documents exist to inform, not to enable replication.

Engagement Model

KDS is offered as a confidential, high-assurance modernization service. Engagements typically include:

1. Binary intake and scoping

2. Deterministic reconstruction of system behavior

3. Generation of engineering documentation

4. Traceability and verification mapping

5. Delivery of a complete, auditable engineering package

All work is performed directly by the founder.

Who This Is For

KDS serves organizations responsible for systems where failure is not an option:

  • Aerospace and avionics

  • Medical devices

  • Defense and national security systems

  • Industrial control systems

  • Critical infrastructure

If your system is undocumented, partially documented, or too risky to modify, KDS restores the engineering truth required to move forward.

##Contact

To discuss an engagement or request a private briefing, please reach out through your preferred secure channel.

KDS operates globally and supports classified and unclassified environments.

License

All content in this repository is proprietary and protected. No rights are granted to copy, modify, distribute, or derive from any material herein. See LICENSE.md for full terms.

KDS is a sovereign, deterministic modernization capability. This repository is its public doctrine—not its implementation.

📬 Contact

If you work in modernization, reverse engineering, or safety‑critical systems, reach out.

Steve Whiseant
Knowledge Discovery Systems

About

Knowledge Discovery System — deterministic legacy system reconstruction from raw assembly to certification-grade documentation.

Topics

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors