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refactor(papers): broad-market reposition — drop -DEF- IDs, clean titles, soften defense framing
- Doc IDs: HAI-DEF-2026-0XX / HZO-DEF-2026-0XX -> HAI-2026-0XX / HZO-2026-0XX. - hanzo-vs-claude title cut to the clean headline 'Sovereign vs. Closed: Hanzo AI versus Centralized Cloud AI' (dropped the 'for Defense and Regulated Workloads' blur). - 6 strategy papers repositioned defense-first -> broad-market (regulated industries, critical infrastructure, enterprise, government — defense as one application). - Compendium retitled 'Hanzo — Technical Paper Compendium'. - Site: vs-claude subtitle cleaned; blanket 'Defense' tag -> 'Sovereign AI' (16 cards).
This commit is contained in:
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@@ -2,7 +2,7 @@
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\usepackage{hanzo-defense}
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\doctitle{Agentic AI for Autonomous Cyber Operations\\and Multi-Domain Intelligence Fusion}
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\docid{HAI-DEF-2026-008}
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\docid{HAI-2026-008}
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\docversion{Version 1.0 --- February 21, 2026}
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\docdate{February 2026}
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\docauthors{Zach Kelling --- Hanzo Team}
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@@ -2,7 +2,7 @@
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\usepackage{hanzo-defense}
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\doctitle{Agentic Engineering at Regulated Scale:\\Building a Post-Quantum, FHE-Native\\Securities Platform}
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\docid{HAI-DEF-2026-013}
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\docid{HAI-2026-013}
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\docversion{Version 1.0}
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\docdate{2026}
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\docauthors{Zach Kelling --- Hanzo Team}
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@@ -24,8 +24,9 @@ production in record time with a small team, and passed FINRA/SEC approval and S
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compliance. This is not template web
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software; it is among the most compliance-heavy and cryptographically advanced
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software domains that exists. We describe the throughput of the agentic
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engineering method that produced it, and we expand on the defense relevance of
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its FHE layer---computing on data one is not permitted to see.
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engineering method that produced it, and we expand on the broad applicability of
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its FHE layer---computing on data one is not permitted to see---across regulated
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industries and government, defense included.
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\end{abstract}
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\paragraph{Executive Summary.}
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@@ -44,8 +45,8 @@ lines of code cut to 1.06M active---shipped fast with a small team, and cleared
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FINRA/SEC approval and SOC\,2. Regulated financial infrastructure is one of the hardest,
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most audited software domains there is; clearing it on a cryptographically
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advanced foundation is the proof that agent-driven engineering is production-grade,
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not a demo---and that it is exactly the capability needed to modernize defense
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software stacks.
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not a demo---and that it is exactly the capability needed to modernize the
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software stacks of regulated enterprises and government alike, defense among them.
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\tableofcontents
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\newpage
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@@ -116,7 +117,9 @@ FINRA/SEC approval and SOC\,2.
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The economic consequence is direct and measured. When one engineer, multiplied by the
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agentic stack, produces what a team produces, the \textbf{cost per line of shipped,
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audited, production code} collapses---here, \textbf{\$0.0006 per line} by the audit's own
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methodology, orders of magnitude below conventional team rates. For a defense or government program the implication is the whole argument:
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methodology, orders of magnitude below conventional team rates. For any
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regulated enterprise or government program (defense included) the implication is
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the whole argument:
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the same regulated, post-quantum, FHE-native system, delivered by a fraction of the
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headcount at a fraction of the cost---and owned, not rented. This is what ``agentic
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engineering'' means in practice---not a chatbot writing snippets, but one expert
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@@ -144,46 +147,57 @@ each element of which is independently hard:
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\end{itemize}
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A team that can compose post-quantum cryptography, a GPU blockchain, and FHE into
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a system that clears securities regulators is a team that can modernize a defense
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software stack to the same foundation.
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a system that clears securities regulators is a team that can modernize a
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high-assurance software stack---in healthcare, finance, critical infrastructure,
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or government, defense included---to the same foundation.
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% ============================================================================
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\section{FHE for the Military: Computing on Data You Cannot See}
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\section{FHE for High-Stakes Computation: Computing on Data You Cannot See}
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% ============================================================================
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Fully homomorphic encryption is the capability with the sharpest defense upside,
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so it is worth drawing out. FHE allows arbitrary computation directly on encrypted
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Fully homomorphic encryption is the capability with the broadest reach across
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high-stakes domains, so it is worth drawing out. FHE allows arbitrary computation
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directly on encrypted
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data: the operator performs the computation and returns an encrypted result
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without ever decrypting the inputs, and only the data owner (or a threshold of
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keyholders) can decrypt the output. The system doing the work never sees the
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plaintext. In the securities platform this protects order and ownership data; the
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same primitive answers several defense problems that have no clean classical
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same primitive answers a range of problems---in regulated industry, multi-party
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commerce, and government (defense included)---that have no clean classical
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solution:
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\begin{itemize}
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\item \textbf{Cross-domain transfer on ciphertext.} A cross-domain guard can
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evaluate a release policy against encrypted content and decide whether data may
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move between security levels \emph{without ever seeing the data}---removing the
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guard itself as a point of compromise (developed in the cross-domain paper).
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\item \textbf{Coalition analytics without disclosure.} Allies can compute a
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joint result---shared targets, overlapping indicators, combined logistics---over
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their combined data while each party's raw data stays encrypted and private.
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Nobody has to surrender sources or methods to get the joint answer.
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\item \textbf{Private intelligence fusion.} Multi-source correlation can run
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while the sources remain encrypted, so a breach of the fusion system does not
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expose the underlying collection.
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\item \textbf{Encrypted ML inference.} A model can classify encrypted imagery or
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signals: the data owner never exposes the input, and the model operator never
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sees it---useful when the data is sensitive, the model is sensitive, or both.
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\item \textbf{Private healthcare and population analytics.} Hospitals and
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researchers can compute statistics, risk scores, or model inferences over
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patient records while the records themselves stay encrypted---enabling
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collaboration on protected health information without exposing it.
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\item \textbf{Multi-party financial computation.} Banks, exchanges, and
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counterparties can compute a joint result---netting, exposure, fraud
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signals---over their combined data while each party's books stay encrypted and
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private, so no participant has to surrender its raw positions to get the answer.
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\item \textbf{Confidential supply-chain analytics.} Suppliers and buyers can
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reconcile inventory, demand, or provenance across organizations without any
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party revealing its underlying commercial data.
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\item \textbf{Computation on untrusted infrastructure.} Sensitive workloads can
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run on contractor or shared infrastructure without exposing the data to the host.
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run on shared or third-party cloud infrastructure without ever exposing the data
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to the host---widening where a regulated workload may legally run.
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\item \textbf{Encrypted ML inference.} A model can classify encrypted images,
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documents, or signals: the data owner never exposes the input, and the model
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operator never sees it---useful when the data is sensitive, the model is
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sensitive, or both.
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\item \textbf{Cross-organization data fusion without disclosure.} Multiple
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parties can correlate multi-source data while each source stays encrypted, so a
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breach of the fusion system does not expose the underlying inputs. In a defense
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setting this is the cross-domain and multi-party (coalition) case---a guard
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evaluates a release policy against encrypted content, or allies compute a joint
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result, without ever seeing the data (developed in the cross-domain paper).
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\end{itemize}
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FHE's historical objection is speed; the practical answer in this stack is
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GPU acceleration of the underlying number-theoretic transforms, plus threshold
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decryption so no single party holds the key. ``Compute on data you are not allowed
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to see'' is a capability defense has wanted for decades; here it is a production
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component, not a research slide.
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to see'' is a capability high-stakes domains have wanted for decades---defense
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among them; here it is a production component, not a research slide.
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% ============================================================================
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\section{Why Open Source Was the Accelerant}
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@@ -203,7 +217,8 @@ rebuild identity, key management, or a gateway for each new system; you compose
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owned, hardened components and point the agents at the application on top. That is
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how a regulated platform of this scope reaches production fast---and lean.
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For defense, open source inverts the usual security argument. A closed system asks
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For any high-assurance buyer, open source inverts the usual security argument. A
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closed system asks
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you to trust a vendor you cannot inspect; an open one lets you read every line,
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verify it---here, with machine-checked proofs---confirm there are no hidden
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backdoors, and run it on hardware you control. Auditable beats opaque whenever the
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@@ -211,24 +226,27 @@ stakes are high. Open source is therefore not a cost-cutting compromise: it is
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simultaneously the source of \textbf{velocity} (compose, do not rebuild), of
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\textbf{security} (inspectable and formally verifiable), and of \textbf{sovereignty}
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(own it, modify it, run it anywhere, including air-gapped). The three properties a
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defense program most wants are the same three that made the build fast.
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regulated or government program most wants---defense included---are the same three
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that made the build fast.
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Stated plainly as a hook: \emph{Hanzo builds massive, secure systems quickly
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because it builds on an open-source stack it owns---so the speed, the security, and
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the sovereignty all come from the same source.}
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% ============================================================================
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\section{Why It Matters for Defense Modernization}
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\section{Why It Matters for Regulated and Government Modernization}
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% ============================================================================
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The throughput and the difficulty compound. The same agentic engineering method
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that shipped a regulated, post-quantum, FHE-native securities exchange fast and
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small is the method Hanzo brings to defense and government modernization: take an
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existing, already-accredited stack and modernize it in place---to a sovereign,
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small is the method Hanzo brings to any regulated-enterprise or government
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modernization---healthcare, finance, critical infrastructure, and defense alike:
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take an existing, audited (and, for government systems, already-accredited) stack
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and modernize it in place---to a sovereign,
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post-quantum, self-hostable footprint with FHE-grade privacy---faster and cheaper
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than a traditional rebuild, and owned by the operator. The securities venue is the
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existence proof that the method holds up under the most demanding regulatory and
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cryptographic constraints civilian software offers; defense modernization is the
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same engine pointed at the mission.
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cryptographic constraints production software offers; every other high-assurance
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modernization---defense among them---is the same engine pointed at a new mission.
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\end{document}
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\usepackage{hanzo-defense}
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\doctitle{Post-Quantum Resilient Mesh Networking\\for Maritime and Tactical Edge Operations}
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\docid{HZO-DEF-2026-001}
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\docid{HZO-2026-001}
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\docversion{Version 1.0 --- January 15, 2026}
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\docdate{January 2026}
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\docauthors{Zach Kelling --- Hanzo Team}
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\usepackage{hanzo-defense}
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\doctitle{Cloud Economics of a Sovereign OSS Stack:\\A Regulated Capital-Markets\\Migration Case Study}
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\docid{HAI-DEF-2026-012}
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\docid{HAI-2026-012}
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\docversion{Version 1.0}
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\docdate{2026}
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\docauthors{Zach Kelling --- Hanzo Team}
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@@ -30,7 +30,8 @@ lines ($\approx$70\% less code; $\sim$3.5\,M lines of dead code deleted) running
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3 compiled Go binaries plus a small set of OSS platform services, carried through
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FINRA/SEC approval and SOC\,2. We decompose where the savings come from, report the
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figures with their provenance, and argue the same mechanism applies directly to
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government-contractor and defense modernization.
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any regulated enterprise or government modernization---defense among them---
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carrying a metered-API-plus-hyperscaler-sprawl cost structure.
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\end{abstract}
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\paragraph{Executive Summary.}
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@@ -49,9 +50,11 @@ stack collapsed 200+ legacy microservices into 3 compiled Go binaries plus a sma
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set of OSS platform services, cutting the active codebase from $\sim$3.07\,M to
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$\sim$1.06\,M lines (deleting roughly 3.5\,M lines of dead code and eliminating
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1.3\,GB of vendored dependencies)---and still cleared the bar of a heavily
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regulated, audited domain (FINRA/SEC approval, SOC\,2). For a government
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contractor the lesson is concrete: the same approach modernizes an existing,
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already-accredited stack to a sovereign, self-hosted footprint that is far cheaper
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regulated, audited domain (FINRA/SEC approval, SOC\,2). For any organization
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carrying a similar cost structure---a healthcare provider, a financial firm, a
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critical-infrastructure operator, or a government contractor---the lesson is
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concrete: the same approach modernizes an existing stack to a sovereign,
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self-hosted footprint that is far cheaper
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to run, smaller to maintain, and faster to build.
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\tableofcontents
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@@ -235,19 +238,22 @@ in financial services, among the most compliance-heavy software environments tha
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exists.
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% ============================================================================
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\section{Implications for Government Contractors}
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\section{Implications for Regulated and Government Modernization}
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% ============================================================================
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The same motion transfers directly to defense and government modernization. A
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contractor with an existing, already-accredited software stack does not need to
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re-accredit from zero; the agentic stack can modernize that stack in place---to a
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The same motion transfers directly to any regulated-enterprise or government
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modernization---a healthcare system, a bank, a utility, or a government
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contractor (defense included). An organization with an existing, audited (and,
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for government systems, already-accredited) software stack does not need to
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rebuild from zero; the agentic stack can modernize that stack in place---to a
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post-quantum, sovereign, self-hostable footprint---while the consolidation cuts
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recurring infrastructure cost by an order of magnitude, shrinks the codebase that
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must be maintained and accredited, and removes single-vendor dependency. The wedge
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must be maintained (and, where applicable, accredited), and removes single-vendor
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dependency. The wedge
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is low-friction (modernize what you already have, with proofs), the savings are
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immediate and structural, and the result is software the operator owns and can run
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where the data lives. A regulated financial platform is the existence proof;
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defense modernization is the same pattern.
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where the data lives. A regulated financial platform is the existence proof; the
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same pattern applies anywhere the cost structure and the compliance burden repeat.
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\paragraph{A note on figures.} Cost figures are drawn from the client's actual GCP
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billing-console data after promotional credits expired (a more defensible basis than
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\usepackage{hyperref}
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\usepackage{bookmark}
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\hypersetup{
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pdftitle={Hanzo Defense and Reindustrialization --- Paper Compendium},
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pdftitle={Hanzo --- Technical Paper Compendium},
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pdfauthor={Zach Kelling --- Hanzo Industries},
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colorlinks=true, linkcolor=black, urlcolor=black,
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bookmarksopen=true, bookmarksnumbered=false}
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@@ -18,11 +18,11 @@
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% ---- Clickable contents page (internal links — work with no website) -------
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\thispagestyle{empty}
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{\Large\bfseries Hanzo --- Defense \& Reindustrialization}\\[2pt]
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{\large Paper Compendium}\\[1.5em]
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{\footnotesize\color{gray}Sovereign AI, robotics, post-quantum, and on-chain coordination for the American
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industrial base. Click any title to jump to the paper; the PDF bookmark sidebar also navigates the suite.
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The full suite is published at papers.hanzo.ai.}\\[1.5em]
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{\Large\bfseries Hanzo --- Technical Paper Compendium}\\[2pt]
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{\large Sovereign AI, Post-Quantum, FHE \& Agentic Engineering}\\[1.5em]
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{\footnotesize\color{gray}Owned, self-hostable AI and cryptography for regulated industries, critical
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infrastructure, and government. Click any title to jump to the paper; the PDF bookmark sidebar also navigates
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the suite. The full suite is published at papers.hanzo.ai.}\\[1.5em]
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\textbf{Start here}\\[0.4em]
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\begin{tabular}{@{}p{0.96\linewidth}@{}}
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\usepackage{hanzo-defense}
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\doctitle{Hanzo AI for Compliance:\\An OSS Cloud Built to Pass the Audit}
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\docid{HAI-DEF-2026-016}
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\docid{HAI-2026-016}
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\docversion{Version 1.0}
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\docdate{2026}
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\docauthors{Zach Kelling --- Hanzo Team}
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@@ -13,7 +13,8 @@
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\begin{abstract}
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Compliance is, in operational terms, an evidence-production problem. An auditor
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for SOC~2, an examiner for FINRA/SEC, or an assessor for a defense Authority to
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for SOC~2 or ISO~27001, an examiner for FINRA/SEC, a HIPAA assessor, or---for a
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government system---an assessor for an Authority to
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Operate (ATO) does not primarily ask whether a system \emph{could} be secure; they
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ask the operator to \emph{produce the artifacts} that demonstrate a control is
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designed and operating---access reviews, key-rotation records, immutable logs,
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@@ -57,11 +58,12 @@ financial-recordkeeping rules that demand write-once records and supports
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non-repudiation. Builds are reproducible and policy is code, so change-control
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evidence is generated automatically. And the cryptography is not merely tested but
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\emph{proved}---machine-checked theorems re-verified on every commit. The net effect
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is that SOC~2, FINRA/SEC, and the RMF/ATO process become tractable: less code to
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assess, a smaller accreditation boundary, and an evidence pipeline that is collected
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continuously rather than re-earned from scratch each year. For a defense or
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government program, modernizing onto this stack means inheriting the audit pipeline,
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not building it.
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is that SOC~2, ISO~27001, FINRA/SEC, HIPAA, and---for government systems---the
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RMF/ATO process all become tractable: less code to
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assess, a smaller audit boundary, and an evidence pipeline that is collected
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continuously rather than re-earned from scratch each year. For any regulated
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enterprise or government program---defense included---modernizing onto this stack
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means inheriting the audit pipeline, not building it.
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\tableofcontents
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\newpage
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@@ -300,7 +302,8 @@ underlies all five criteria, the evidence collected once is reused across the re
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rather than re-gathered per criterion.
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\paragraph{The same evidence translates.} The reason one stack serves SOC~2,
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FINRA/SEC, and a defense ATO simultaneously is that the underlying control objectives
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ISO~27001, FINRA/SEC, and HIPAA---and, for government systems, an ATO---
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simultaneously is that the underlying control objectives
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overlap heavily---access control, confidentiality, audit integrity, change control,
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cryptographic correctness---and differ mainly in the framework's vocabulary and the
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assessor's authority. An append-only signed ledger is ``AU-9 protection of audit
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@@ -336,9 +339,9 @@ lines of dead code deleted}, around a 65--70\% reduction. The consolidated rebui
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also remediated the security-finding backlog of the legacy estate (on the order of
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90+ findings) at the architectural level. This is the second, quieter half of why the
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audit was tractable: \emph{every line of code and every service is attack surface that
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an auditor and an accreditor must reason about}. Cutting the codebase by two-thirds and
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an auditor or accreditor must reason about}. Cutting the codebase by two-thirds and
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the runtime from a sprawl of services to three binaries shrinks the examination
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surface, the SOC~2 system description, and---for the defense analogue---the
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surface, the SOC~2 system description, and---for a government system---the
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authorization boundary. Less code plus centralized IAM/KMS/audit is a smaller,
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cheaper, faster audit. The consolidation and the evidence-by-construction property are
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the same lever viewed from two sides: one reduces \emph{what} must be proven, the other
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@@ -382,21 +385,24 @@ evidence is current (continuous), which is precisely the posture continuous
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authorization is meant to reward.
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% ============================================================================
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\section{Why It Matters for Defense and Government}
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\section{Why It Matters Across Regulated Industries and Government}
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% ============================================================================
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A contractor or agency modernizing onto this stack inherits the evidence pipeline
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rather than building one. The same properties that make a commercial SOC~2 and a
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FINRA/SEC examination tractable are the properties an RMF assessment and an ATO
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Any organization modernizing onto this stack---a healthcare provider, a financial
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firm, a critical-infrastructure operator, or a government contractor or agency
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||||
(defense included)---inherits the evidence pipeline
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rather than building one. The same properties that make a commercial SOC~2,
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ISO~27001, FINRA/SEC, or HIPAA audit tractable are the properties a government
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RMF assessment and an ATO
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package require: centralized least-privilege identity (AC/IA), no plaintext secrets
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and managed keys (SC), a tamper-evident non-repudiable audit trail (AU), reproducible
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||||
builds and configuration-as-code (CM), and machine-checked cryptographic correctness
|
||||
(SC/SA). Because the stack is sovereign, open-source, and self-hostable, it can be
|
||||
deployed in the environments accreditation demands---on-premises, air-gapped, at the
|
||||
deployed in the environments these regimes demand---on-premises, air-gapped, at the
|
||||
edge---without renting from a closed vendor, and an assessor can inspect the entire
|
||||
path the evidence takes rather than trusting a black box. The cryptography is
|
||||
post-quantum, so the records and identities survive the retention horizon that
|
||||
defense and financial archives both require.
|
||||
financial, healthcare, and government archives all require.
|
||||
|
||||
This compliance posture is one facet of a broader sovereign stack built by Hanzo
|
||||
AI---an American-owned applied-AI lab and venture studio (Techstars~'17, founded
|
||||
@@ -453,12 +459,16 @@ evidence, an immutable signed on-chain log emits tamper-evident and non-repudiab
|
||||
audit evidence, reproducible builds and policy-as-code emit change-control evidence,
|
||||
and 50 machine-checked proofs plus NIST KAT validation emit cryptographic assurance
|
||||
that is proved rather than asserted. The same evidence maps across SOC~2's five Trust
|
||||
Services Criteria, FINRA/SEC recordkeeping, and the NIST~800-53 families that
|
||||
underpin RMF and the ATO process---so one stack serves the commercial, financial, and
|
||||
defense frameworks at once. A production case shows it carrying a regulated securities
|
||||
Services Criteria, ISO~27001, FINRA/SEC recordkeeping, HIPAA, and the NIST~800-53
|
||||
families that
|
||||
underpin RMF and the ATO process---so one stack serves the commercial, financial,
|
||||
healthcare, and government frameworks (defense included) at once. A production case
|
||||
shows it carrying a regulated securities
|
||||
platform through FINRA/SEC and SOC~2 with a small team, while a $200{+}$-microservice
|
||||
to 3-binary consolidation shrank the surface that had to be audited and accredited.
|
||||
For a defense or government program, the consequence is direct: modernize on this
|
||||
to 3-binary consolidation shrank the surface that had to be audited (and, for a
|
||||
government system, accredited).
|
||||
For any regulated enterprise or government program---defense included---the
|
||||
consequence is direct: modernize on this
|
||||
stack and inherit the audit pipeline---sovereign, auditable, post-quantum, and
|
||||
continuous---rather than rebuild it from scratch each cycle.
|
||||
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Quantum-Resistant Counter-Exploitation:\\Confidential Compute and Coercion-Resistant\\Communications}
|
||||
\docid{HZO-DEF-2026-005}
|
||||
\docid{HZO-2026-005}
|
||||
\docversion{Version 1.0 --- February 7, 2026}
|
||||
\docdate{February 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Multi-Level Security and Cross-Domain Solutions\\via Homomorphic Policy Evaluation\\and Zero-Trust Fabric}
|
||||
\docid{HAI-DEF-2026-007}
|
||||
\docid{HAI-2026-007}
|
||||
\docversion{Version 1.0 --- February 18, 2026}
|
||||
\docdate{February 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Edge-Deployable AI/ML Framework for\\Disconnected Tactical Environments}
|
||||
\docid{HZO-DEF-2026-003}
|
||||
\docid{HZO-2026-003}
|
||||
\docversion{Version 1.0 --- January 29, 2026}
|
||||
\docdate{January 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Confidential Computing by Default:\\An FHE-Native Chain and\\Agent Runtime}
|
||||
\docid{HAI-DEF-2026-014}
|
||||
\docid{HAI-2026-014}
|
||||
\docversion{Version 1.0}
|
||||
\docdate{2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
@@ -23,7 +23,8 @@ that state stays encrypted on-chain, policies are evaluated over ciphertext, and
|
||||
agents act on data they are never able to read. We give the cryptographic basis
|
||||
(BFV/BGV/CKKS/TFHE with threshold decryption), the GPU acceleration that makes it
|
||||
practical, the post-quantum anchoring that protects it for the long term, the
|
||||
defense applications it unlocks, and an explicit, honest assessment of which
|
||||
applications it unlocks across regulated industry, multi-party commerce, and
|
||||
government (defense included), and an explicit, honest assessment of which
|
||||
components are production today versus an active research frontier.
|
||||
\end{abstract}
|
||||
|
||||
@@ -35,11 +36,14 @@ the work \emph{while the data stays encrypted}: it takes in ciphertext, produces
|
||||
ciphertext answer, and never sees the plaintext. Hanzo pushes this idea through the
|
||||
whole stack. The blockchain stores encrypted state and can enforce rules on
|
||||
encrypted data; agents can act on encrypted data and return encrypted answers; and
|
||||
only a quorum of keyholders can ever decrypt---no single party holds the key. For
|
||||
defense this is directly useful: allies can compute a joint answer without sharing
|
||||
raw data, a cross-domain guard can decide whether something is releasable without
|
||||
seeing its content, and sensitive workloads can run on infrastructure you do not
|
||||
fully control without exposing the data to the host. FHE's historical objection is
|
||||
only a quorum of keyholders can ever decrypt---no single party holds the key. This
|
||||
is directly useful wherever the stakes are high: hospitals can compute over
|
||||
patient records without exposing them, financial counterparties can compute a
|
||||
joint result without sharing their books, and sensitive workloads can run on
|
||||
infrastructure you do not fully control without exposing the data to the host. The
|
||||
same shape serves government and defense---allies can compute a joint answer
|
||||
without sharing raw data, and a cross-domain guard can decide whether something is
|
||||
releasable without seeing its content. FHE's historical objection is
|
||||
speed; the practical answer here is GPU acceleration plus running only the
|
||||
sensitive part of a computation under encryption. The result is a stack where
|
||||
confidentiality is the default state of data in use, not just data at rest or in
|
||||
@@ -134,7 +138,8 @@ rules are evaluated homomorphically, so validators advance the ledger
|
||||
encrypted yes/no that gates the state update. The rule is enforced without the
|
||||
rule-evaluator learning the balance.
|
||||
\item \textbf{Threshold-gated disclosure.} When a value must be revealed---a
|
||||
settlement, an audit, a court order, a coalition release decision---a threshold of
|
||||
settlement, an audit, a court order, a cross-organization release decision---a
|
||||
threshold of
|
||||
keyholders cooperates to decrypt exactly that value, and the decryption itself is
|
||||
recorded. Disclosure becomes an explicit, quorum-authorized, logged event rather
|
||||
than a default.
|
||||
@@ -184,8 +189,9 @@ builds on, because most high-consequence decisions are policy decisions over
|
||||
sensitive inputs:
|
||||
|
||||
\begin{itemize}
|
||||
\item \textbf{Releasability} --- ``may this datum cross to that security domain /
|
||||
that coalition partner?'' decided on the encrypted datum (see cross-domain paper).
|
||||
\item \textbf{Releasability} --- ``may this datum cross to that domain /
|
||||
that external partner?'' decided on the encrypted datum (a cross-domain or
|
||||
coalition guard is the defense instance; see cross-domain paper).
|
||||
\item \textbf{Eligibility / authorization} --- ``does this party satisfy the
|
||||
conditions?'' decided without revealing the party's attributes.
|
||||
\item \textbf{Thresholds and limits} --- ``is the aggregate over/under the line?''
|
||||
@@ -201,34 +207,46 @@ candidate for threshold decryption. Confidentiality becomes programmable: you wr
|
||||
the rule once and it runs blind.
|
||||
|
||||
% ============================================================================
|
||||
\section{Defense Applications}
|
||||
\section{High-Stakes Applications}
|
||||
% ============================================================================
|
||||
|
||||
The combination of an encrypted ledger and operator-blind agents answers a set of
|
||||
defense problems that have no clean classical solution:
|
||||
problems---across regulated industry, multi-party commerce, and government
|
||||
(defense included)---that have no clean classical solution:
|
||||
|
||||
\begin{itemize}
|
||||
\item \textbf{Coalition analytics without disclosure.} Partners compute a joint
|
||||
result---shared targets, overlapping indicators, combined logistics---over their
|
||||
combined data while each party's raw data stays encrypted. Nobody surrenders
|
||||
sources or methods to get the joint answer, and the chain records that the
|
||||
computation occurred.
|
||||
\item \textbf{Cross-domain transfer on ciphertext.} A guard evaluates a release
|
||||
policy against encrypted content and decides movement between security levels
|
||||
without ever seeing the content, removing the guard itself as a data tap.
|
||||
\item \textbf{Private intelligence fusion.} Multi-source correlation runs while
|
||||
\item \textbf{Private healthcare and population analytics.} Hospitals and
|
||||
researchers compute statistics, risk scores, or model inferences over patient
|
||||
records while the records stay encrypted, so collaboration on protected health
|
||||
information never requires exposing it.
|
||||
\item \textbf{Multi-party computation without disclosure.} Independent parties
|
||||
compute a joint result---netting and exposure between financial counterparties,
|
||||
overlapping indicators between organizations, combined logistics between
|
||||
partners---over their combined data while each party's raw data stays encrypted.
|
||||
Nobody surrenders sources or proprietary data to get the joint answer, and the
|
||||
chain records that the computation occurred. (In a defense setting this is
|
||||
coalition analytics among allies.)
|
||||
\item \textbf{Releasability on ciphertext.} A guard evaluates a release
|
||||
policy against encrypted content and decides whether it may move between domains
|
||||
without ever seeing the content, removing the guard itself as a data tap---the
|
||||
pattern behind both commercial data-sharing controls and a defense cross-domain
|
||||
guard.
|
||||
\item \textbf{Private data fusion.} Multi-source correlation runs while
|
||||
the sources stay encrypted, so a breach of the fusion system does not expose the
|
||||
underlying collection.
|
||||
\item \textbf{Encrypted ML inference.} A model classifies encrypted imagery or
|
||||
signals: the data owner never exposes the input and the model operator never sees
|
||||
it---useful when the data is sensitive, the model is sensitive, or both.
|
||||
\item \textbf{Encrypted command, targeting, and logistics state.} Orders,
|
||||
target lists, and movement tables live as encrypted on-chain state with an
|
||||
underlying inputs---whether those are commercial datasets or intelligence
|
||||
collection.
|
||||
\item \textbf{Encrypted ML inference.} A model classifies encrypted images,
|
||||
documents, or signals: the data owner never exposes the input and the model
|
||||
operator never sees it---useful when the data is sensitive, the model is
|
||||
sensitive, or both.
|
||||
\item \textbf{Encrypted operational state.} Records, work lists, and movement
|
||||
tables---an order book, a supply chain, or, in a defense setting, command,
|
||||
targeting, and logistics state---live as encrypted on-chain state with an
|
||||
immutable, post-quantum audit trail; agents act on them under encryption; reveal
|
||||
is quorum-gated and logged.
|
||||
\item \textbf{Computation on untrusted infrastructure.} Sensitive workloads run on
|
||||
contractor, coalition, or commercial-cloud hardware without exposing the data to
|
||||
the host---widening where a mission can compute.
|
||||
third-party, shared, or commercial-cloud hardware without exposing the data to
|
||||
the host---widening where a regulated workload can legally compute.
|
||||
\end{itemize}
|
||||
|
||||
% ============================================================================
|
||||
@@ -264,11 +282,13 @@ inference are now practical, and GPU acceleration keeps widening the set.''
|
||||
|
||||
A confidentiality system is only as strong as its key handling. The design holds
|
||||
the decryption key nowhere: threshold decryption splits it $t$-of-$n$ across
|
||||
independent parties (validators, agencies, coalition members) so that decrypting
|
||||
independent parties (validators, regulators, partner organizations, or coalition
|
||||
members) so that decrypting
|
||||
any value requires an explicit quorum and no minority---and no single compromised
|
||||
host, insider, or seized server---can reveal anything. This is the structural
|
||||
answer to ``who can see the data?'': by construction, \emph{nobody}, until enough
|
||||
authorized parties agree, and that agreement is itself recorded on the chain.
|
||||
authorized parties agree (validators, agencies, partner organizations, or
|
||||
coalition members), and that agreement is itself recorded on the chain.
|
||||
|
||||
% ============================================================================
|
||||
\section{Composition With the Rest of the Stack}
|
||||
@@ -289,7 +309,8 @@ end-to-end, which is what makes the ``native'' claim real:
|
||||
\end{itemize}
|
||||
|
||||
Because all four are owned and open, the confidentiality guarantee is auditable
|
||||
rather than asserted: a defense customer can inspect the whole path the data takes
|
||||
rather than asserted: any high-assurance customer---a regulated enterprise, a
|
||||
government agency, or a defense program---can inspect the whole path the data takes
|
||||
and confirm there is no point where it is silently in the clear.
|
||||
|
||||
% ============================================================================
|
||||
@@ -323,8 +344,10 @@ expose the capability.
|
||||
% ============================================================================
|
||||
|
||||
Confidentiality of data \emph{in use} is the unsolved third of the problem, and it
|
||||
is the one that matters most for coalition operations, cross-domain movement,
|
||||
intelligence fusion, and computing on infrastructure you do not own. FHE closes the
|
||||
is the one that matters most for multi-party computation, private analytics,
|
||||
cross-organization data sharing, and computing on infrastructure you do not
|
||||
own---and, in government and defense, for coalition operations, cross-domain
|
||||
movement, and intelligence fusion. FHE closes the
|
||||
plaintext gap by computing on ciphertext; threshold decryption removes the single
|
||||
point of trust; GPU acceleration and selective application make the important
|
||||
workloads practical; and post-quantum anchoring protects the encrypted record for
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Machine-Checked Proofs and Automated Verification\\for Post-Quantum Distributed Systems}
|
||||
\docid{HAI-DEF-2026-010}
|
||||
\docid{HAI-2026-010}
|
||||
\docversion{Version 1.0 --- February 28, 2026}
|
||||
\docdate{February 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{FIPS 203/204/205 Compliant Cryptographic\\Architecture for Naval Information Dominance}
|
||||
\docid{HZO-DEF-2026-002}
|
||||
\docid{HZO-2026-002}
|
||||
\docversion{Version 1.0 --- January 22, 2026}
|
||||
\docdate{January 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
Binary file not shown.
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Quantum Key Distribution and Quantum Sensing\\Integration for Post-Quantum Blockchain\\Consensus and Threshold Cryptography}
|
||||
\docid{HAI-DEF-2026-009}
|
||||
\docid{HAI-2026-009}
|
||||
\docversion{Version 1.0 --- February 27, 2026}
|
||||
\docdate{February 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
Binary file not shown.
+36
-25
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Hanzo AI for Security:\\Automated, Agentic Security Auditing\\at Estate Scale}
|
||||
\docid{HAI-DEF-2026-015}
|
||||
\docid{HAI-2026-015}
|
||||
\docversion{Version 1.0}
|
||||
\docdate{2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
@@ -58,8 +58,8 @@ $\sim$3.5 million lines of dead code, a reduction in attack surface that no amou
|
||||
of patching can equal. The same properties that made this possible---owned
|
||||
models, an open and auditable stack, secrets in a KMS, post-quantum identity, and
|
||||
a cryptographically signed, immutable audit trail---are exactly the properties a
|
||||
defense Authorization to Operate (ATO) and a continuous-authorization posture
|
||||
require.
|
||||
SOC~2 audit, a FINRA/SEC examination, an ISO~27001 certification, and (for
|
||||
government systems) a continuous-authorization posture all require.
|
||||
|
||||
\tableofcontents
|
||||
\newpage
|
||||
@@ -175,8 +175,8 @@ exactly the step that surfaces the forgotten service. In the engagement this pap
|
||||
describes, this discovery pass is what turned a ``narrow remediation'' into a true
|
||||
accounting of the estate: it found a footprint of more than 200 microservices
|
||||
across 127+ repositories where the engagement had been scoped to a handful. You
|
||||
cannot audit, and you certainly cannot get an ATO for, a system whose extent you
|
||||
have not established; automated discovery establishes it.
|
||||
cannot audit, certify, or---for a government system---accredit a system whose
|
||||
extent you have not established; automated discovery establishes it.
|
||||
|
||||
\subsection{Dependency scanning across the whole tree}
|
||||
|
||||
@@ -412,47 +412,54 @@ has dramatically less to find---and what it does find, it finds against a system
|
||||
that is already producing the evidence to prove the fix.
|
||||
|
||||
% ============================================================================
|
||||
\section{Why It Matters for Defense}
|
||||
\section{Why It Matters for Audit, Certification, and Accreditation}
|
||||
% ============================================================================
|
||||
|
||||
Defense and national-security systems face the estate-scale security problem in
|
||||
Regulated enterprises, critical-infrastructure operators, and government
|
||||
systems---defense among them---face the estate-scale security problem in
|
||||
its most acute form: larger sprawls, longer lifetimes, higher consequences, and a
|
||||
formal accreditation regime that demands evidence, not assertion. The capability
|
||||
described here maps directly onto those requirements.
|
||||
formal audit or accreditation regime that demands evidence, not assertion. The
|
||||
capability described here maps directly onto those requirements, from a commercial
|
||||
SOC~2 or ISO~27001 audit through to a government Authorization to Operate.
|
||||
|
||||
\begin{itemize}
|
||||
\item \textbf{ATO evidence.} An Authorization to Operate requires an enumerated
|
||||
\item \textbf{Boundary and control evidence.} Every audit and accreditation
|
||||
regime---SOC~2, a FINRA/SEC examination, and (for government systems) an
|
||||
Authorization to Operate---requires an enumerated
|
||||
system boundary, an assessed control set, and a documented residual-risk
|
||||
posture. Automated discovery produces the boundary (including the forgotten
|
||||
services that would otherwise sit outside it), the agent swarm produces the
|
||||
assessment at a coverage no sampling approach reaches, and the signed,
|
||||
immutable audit trail produces the evidence---turning the accreditation package
|
||||
immutable audit trail produces the evidence---turning the evidence package
|
||||
from a periodic manual artifact into a continuously regenerated one.
|
||||
\item \textbf{Supply-chain assurance.} The dependency scanner enumerates the
|
||||
complete transitive software bill of materials, matches it against advisories,
|
||||
and drives it to zero actionable with a documented adjudication for every
|
||||
residual. This is the concrete substance behind software-supply-chain mandates
|
||||
(SBOM, known-vulnerability remediation): not a one-time scan but a standing,
|
||||
(SBOM, known-vulnerability remediation), which now run from commercial
|
||||
procurement through to federal acquisition: not a one-time scan but a standing,
|
||||
re-run guarantee.
|
||||
\item \textbf{Continuous authorization.} The shift from periodic to continuous
|
||||
re-audit is exactly the shift modern frameworks (cATO, ongoing authorization)
|
||||
are pushing toward. Every closed finding becomes a standing regression check;
|
||||
re-audit is exactly the shift modern frameworks are pushing toward---continuous
|
||||
SOC~2 monitoring on the commercial side and continuous ATO (cATO, ongoing
|
||||
authorization) on the government side. Every closed finding becomes a standing
|
||||
regression check;
|
||||
every commit is re-assessed; drift is an event, not a year-end surprise. The
|
||||
authorization reflects the system as it is, not as it was at the last
|
||||
posture reflects the system as it is, not as it was at the last
|
||||
assessment.
|
||||
\item \textbf{Sovereign and auditable.} The entire stack---the review agents,
|
||||
the models behind them, the KMS, the IAM, the post-quantum cryptography, the
|
||||
ledger---is owned and open. It runs offline, at the edge, in a classified
|
||||
enclave, with no dependency on a foreign or black-box service and no telemetry
|
||||
leaving the boundary. A defense customer can inspect the auditor itself, which is
|
||||
the only honest basis for trusting an auditor's output.
|
||||
ledger---is owned and open. It runs offline, at the edge, in an air-gapped or
|
||||
classified enclave, with no dependency on a foreign or black-box service and no
|
||||
telemetry leaving the boundary. The customer can inspect the auditor itself,
|
||||
which is the only honest basis for trusting an auditor's output.
|
||||
\end{itemize}
|
||||
|
||||
The deeper point the case study makes for a defense buyer is about
|
||||
The deeper point the case study makes for any high-assurance buyer is about
|
||||
\emph{consolidation as defense}. A 200-service estate reduced to three auditable
|
||||
binaries is not only cheaper to run; it is a fundamentally smaller thing to
|
||||
defend, accredit, and reason about. In a domain where every additional service is
|
||||
additional attack surface, additional accreditation scope, and additional
|
||||
defend, certify, and reason about. In a domain where every additional service is
|
||||
additional attack surface, additional audit or accreditation scope, and additional
|
||||
supply-chain exposure, the ability to find what you have, prove it secure, and
|
||||
then make it radically smaller is itself a security capability.
|
||||
|
||||
@@ -464,7 +471,9 @@ The stack described here is built and owned end-to-end by Hanzo AI, an
|
||||
American-owned applied-AI lab and venture studio (Techstars~'17, founded 2014)
|
||||
responsible for more than 100 venture-funded startups and several unicorns,
|
||||
founded by an expert in both AI/ML and cryptography. Two facts make this relevant
|
||||
to a security and national-security buyer. First, sovereignty of the security
|
||||
to any security-conscious buyer---a regulated enterprise, a critical-infrastructure
|
||||
operator, or a government and national-security program. First, sovereignty of the
|
||||
security
|
||||
tooling itself: an audit is only as trustworthy as the party that controls the
|
||||
auditor, and this stack---agents, models, key management, and cryptography---is
|
||||
American-owned, auditable, and free of dependence on foreign or black-box
|
||||
@@ -502,8 +511,10 @@ binaries with $\sim$3.5 million lines of dead code deleted; and FINRA/SEC approv
|
||||
plus SOC~2 as the result. The same stack that audits is built so that whole
|
||||
classes of finding cannot occur in the first place---secrets in a KMS, identity in
|
||||
one IAM, post-quantum transport, signed actions, an immutable on-chain trail---and
|
||||
all of it is American-owned, open, and sovereign. For defense, that is the
|
||||
combination the accreditation regime is asking for: enumerate what you have, prove
|
||||
all of it is American-owned, open, and sovereign. For any audit, certification, or
|
||||
accreditation regime---SOC~2 and FINRA/SEC, and for government systems the
|
||||
ATO---that is the
|
||||
combination being asked for: enumerate what you have, prove
|
||||
it secure with evidence rather than assertion, keep proving it on every change,
|
||||
and make it smaller. Find everything; fix what matters; delete the rest; and let
|
||||
the auditor be a machine you are allowed to inspect.
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Automated Verification and Validation Framework\\with Digital Twin Environments}
|
||||
\docid{HZO-DEF-2026-004}
|
||||
\docid{HZO-2026-004}
|
||||
\docversion{Version 1.0 --- February 3, 2026}
|
||||
\docdate{February 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
Binary file not shown.
+32
-20
@@ -1,8 +1,8 @@
|
||||
\documentclass[11pt,letterpaper]{article}
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{Sovereign vs.\ Closed: Hanzo AI versus\\Centralized Cloud AI for Defense and\\Regulated Workloads}
|
||||
\docid{HAI-DEF-2026-011}
|
||||
\doctitle{Sovereign vs.\ Closed:\\Hanzo AI versus Centralized Cloud AI}
|
||||
\docid{HAI-2026-011}
|
||||
\docversion{Version 1.0}
|
||||
\docdate{2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
@@ -17,8 +17,9 @@ centrally hosted model accessed as a metered cloud service (typified by
|
||||
Anthropic's Claude), and a sovereign, self-hostable stack with owned model
|
||||
weights (Hanzo). The distinction is not primarily one of model quality---closed
|
||||
frontier models are excellent---but of \emph{deployment model and control}.
|
||||
For defense and regulated workloads, the binding constraints are data residency,
|
||||
operation in disconnected and contested environments, supply-chain provenance,
|
||||
For regulated industries, critical infrastructure, and government (including
|
||||
defense), the binding constraints are data residency,
|
||||
operation in disconnected and critical environments, supply-chain provenance,
|
||||
post-quantum security, auditability, and cost at scale. A closed cloud service
|
||||
cannot satisfy several of these by construction: it cannot run air-gapped, its
|
||||
weights cannot be inspected or owned, and sensitive data must leave the
|
||||
@@ -26,8 +27,11 @@ enclave to be processed. We argue that for these workloads the relevant choice
|
||||
is between foreign open-weight models and an American open-source alternative,
|
||||
and we position Hanzo as the latter---owning both the model (the Zen family)
|
||||
and the cryptography (a production post-quantum stack). We give a dimension-by-dimension
|
||||
comparison and a decision framework for when each model of consumption fits. We
|
||||
also make the productivity case concrete: on a regulated capital-markets build
|
||||
comparison and a decision framework for when each model of consumption fits.
|
||||
These constraints are most acute in financial services, healthcare, critical
|
||||
infrastructure, and government systems---defense among them---but the framework
|
||||
applies to any organization that must control where its data and models live.
|
||||
We also make the productivity case concrete: on a regulated capital-markets build
|
||||
where every engineer had the same frontier chat model, the client's own
|
||||
engineering audit found that one engineer working through Hanzo's agentic stack
|
||||
out-produced entire contractor teams by the audit's own unit-cost metrics---the
|
||||
@@ -42,11 +46,12 @@ goes to the vendor, you cannot see or own the weights, and it cannot run on a
|
||||
disconnected device. That is the right product for many commercial uses and the
|
||||
wrong one for a workload that cannot leave a controlled environment. Hanzo is the
|
||||
opposite shape: open, owned-weight models you run on your own hardware---in a
|
||||
data center, on a vehicle, or air-gapped---with post-quantum security built in,
|
||||
data center, at the edge, or air-gapped---with post-quantum security built in,
|
||||
your data never leaving, and cost driven down because you are not paying a
|
||||
per-token markup or a hyperscaler margin. America's frontier AI has narrowed to
|
||||
two closed labs; the only openly available frontier weights today are largely
|
||||
foreign. For defense and regulated buyers who need open, sovereign, controllable
|
||||
foreign. For regulated industries, critical infrastructure, and government
|
||||
buyers---defense included---who need open, sovereign, controllable
|
||||
AI, that makes Hanzo the American alternative to both the closed duopoly and
|
||||
foreign open weights.
|
||||
|
||||
@@ -58,8 +63,8 @@ foreign open weights.
|
||||
% ============================================================================
|
||||
|
||||
Discussions of ``which AI is better'' usually compare benchmark scores. For
|
||||
commercial chat and coding that is a reasonable proxy. For defense and regulated
|
||||
deployment it is the wrong axis. A model that scores two points higher on a
|
||||
commercial chat and coding that is a reasonable proxy. For regulated and
|
||||
sovereign deployment it is the wrong axis. A model that scores two points higher on a
|
||||
reasoning benchmark is of no use inside a controlled environment if it can only
|
||||
be reached by sending the data outside that environment.
|
||||
|
||||
@@ -75,7 +80,8 @@ We state plainly what closed cloud AI does well: it is operationally simple
|
||||
(no infrastructure to run), it tracks the frontier of raw capability, and its
|
||||
provider invests heavily in alignment and safety research. None of that is in
|
||||
dispute. The argument here is narrow and structural: several requirements that
|
||||
are mandatory for defense and regulated workloads cannot be met by a model you
|
||||
are mandatory for regulated, critical-infrastructure, and government workloads
|
||||
(defense among them) cannot be met by a model you
|
||||
do not hold and cannot run yourself.
|
||||
|
||||
% ============================================================================
|
||||
@@ -201,7 +207,7 @@ Hanzo gets both halves of that sentence at once.
|
||||
Model weights & Not disclosed; not transferable & Owned (Zen family, 0.8B--1T+); inspectable \\
|
||||
Where inference runs & Vendor cloud only & Your hardware: data center, edge, air-gapped \\
|
||||
Your data & Leaves the enclave to the vendor & Never leaves; stays where it lives \\
|
||||
Disconnected / DDIL & Not possible (requires connectivity) & First-class (offline on embedded ARM) \\
|
||||
Disconnected / offline & Not possible (requires connectivity) & First-class (offline on embedded ARM) \\
|
||||
Provenance & Vendor-controlled & American-owned, full provenance \\
|
||||
Post-quantum security & Not a product property & Native (ML-KEM-768 + ML-DSA-65) \\
|
||||
Auditability & Black box & Open stack; cryptographically signed actions \\
|
||||
@@ -217,21 +223,25 @@ is of deployment model, not of raw benchmark quality.}
|
||||
\subsection{Data residency and the enclave boundary}
|
||||
The single most consequential difference is the enclave boundary. To use a closed
|
||||
cloud model, the data being reasoned over must cross the boundary to the vendor.
|
||||
For CUI, engineering files, procurement records, or operational data this is often
|
||||
For protected health information, customer financial records, regulated
|
||||
controlled data (CUI included), engineering files, or operational data this is often
|
||||
simply prohibited. Hanzo runs the model inside the boundary, so the data never
|
||||
crosses it. This is not a policy preference that can be waived with a contract
|
||||
clause; it is a property of where computation physically happens.
|
||||
|
||||
\subsection{Disconnected and contested operation}
|
||||
A cloud service is unavailable the moment the link drops or is jammed. At the
|
||||
tactical edge, on a ship, or in an air-gapped facility there is no link to call.
|
||||
\subsection{Disconnected and offline operation}
|
||||
A cloud service is unavailable the moment the link drops. On a remote industrial
|
||||
site, aboard a vessel, in an air-gapped facility, or at any field location where
|
||||
connectivity is intermittent or denied---disconnected defense operations
|
||||
included---there is no link to call.
|
||||
Hanzo's models are quantized to run fully offline on hardware ranging from a
|
||||
laptop to an embedded processor, so capability persists in exactly the
|
||||
environments where a cloud service cannot operate at all.
|
||||
|
||||
\subsection{Provenance and the supply chain}
|
||||
For an open, controllable alternative to a closed cloud model, today's practical
|
||||
options are foreign open-weight models or Hanzo. Defense buyers care about who
|
||||
options are foreign open-weight models or Hanzo. Regulated enterprises and
|
||||
government buyers (defense among them) care about who
|
||||
produced the weights and whether they can be trusted and inspected. Hanzo's
|
||||
position is specific: an American-owned, open-source frontier stack with owned
|
||||
weights, so an organization can have open, auditable AI without depending on
|
||||
@@ -275,9 +285,10 @@ when the workload is non-sensitive, connectivity is reliable, operational
|
||||
simplicity outweighs control, and there is no requirement to own or inspect the
|
||||
model. A sovereign self-hosted stack is the right---often the only---choice when
|
||||
any of the following hold: the data cannot leave a controlled environment; the
|
||||
system must work disconnected or in contested conditions; provenance and
|
||||
system must work disconnected or in degraded conditions; provenance and
|
||||
auditability are required; post-quantum protection is mandated; or per-token cost
|
||||
at scale is untenable. Defense and regulated workloads concentrate in the second
|
||||
at scale is untenable. Regulated industries, critical infrastructure, and
|
||||
government workloads---defense included---concentrate in the second
|
||||
column. That is the gap Hanzo is built to fill.
|
||||
|
||||
% ============================================================================
|
||||
@@ -286,7 +297,8 @@ column. That is the gap Hanzo is built to fill.
|
||||
|
||||
The honest comparison is not ``Hanzo's model beats Claude.'' It is that a closed
|
||||
cloud model and a sovereign self-hostable stack are different categories, and the
|
||||
requirements of defense and regulated workloads---data residency, disconnected
|
||||
requirements of regulated, critical-infrastructure, and government workloads
|
||||
(defense among them)---data residency, disconnected
|
||||
operation, provenance, post-quantum security, auditability, and cost---select the
|
||||
second category by construction. Within that category the choice narrows to
|
||||
foreign open weights or an American open-source alternative. Hanzo is built to be
|
||||
|
||||
Binary file not shown.
@@ -2,7 +2,7 @@
|
||||
\usepackage{hanzo-defense}
|
||||
|
||||
\doctitle{ZAP: Zero-Copy Application Protocol for\\Contested, Edge, and Bandwidth-Limited\\Military Environments}
|
||||
\docid{HAI-DEF-2026-006}
|
||||
\docid{HAI-2026-006}
|
||||
\docversion{Version 1.0 --- February 12, 2026}
|
||||
\docdate{February 2026}
|
||||
\docauthors{Zach Kelling --- Hanzo Team}
|
||||
|
||||
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+18
-18
@@ -39,7 +39,7 @@ export const siteConfig: SiteConfig = {
|
||||
accentColor: '#00D9FF',
|
||||
logo: '/logos/hanzo-logo.svg',
|
||||
papers: [
|
||||
// --- Defense / Reindustrialization Papers ---
|
||||
// --- Sovereign AI, Security & Infrastructure ---
|
||||
{
|
||||
id: 'hanzo-security',
|
||||
title: 'Hanzo AI for Security',
|
||||
@@ -50,7 +50,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Security', 'Agentic AI', 'Audit'],
|
||||
tags: ['Sovereign AI', 'Security', 'Agentic AI', 'Audit'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-compliance',
|
||||
@@ -62,19 +62,19 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Compliance', 'SOC 2', 'ATO'],
|
||||
tags: ['Sovereign AI', 'Compliance', 'SOC 2', 'ATO'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-vs-claude',
|
||||
title: 'Sovereign vs. Closed',
|
||||
subtitle: 'Hanzo AI versus Centralized Cloud AI for Defense and Regulated Workloads',
|
||||
subtitle: 'Hanzo AI versus Centralized Cloud AI',
|
||||
abstract: 'Owned, self-hostable AI versus a metered cloud chat — on deployment and control, not benchmark scores. Includes a measured productivity case: on a regulated build where every engineer had the same frontier model (Claude), the client\'s own audit found one engineer on Hanzo\'s agentic stack shipped more than three contractor pods combined at ~250x-900x lower cost per line — the differentiator being the owned agentic stack, not the model. Covers data residency, air-gapped operation, provenance, post-quantum security, and cost at scale.',
|
||||
pdfUrl: '/pdfs/hanzo-vs-claude.pdf',
|
||||
latexUrl: 'https://github.com/hanzoai/papers/blob/main/defense/hanzo-vs-claude.tex',
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Sovereign AI', 'Post-Quantum', 'Open Weights'],
|
||||
tags: ['Sovereign AI', 'Post-Quantum', 'Open Weights'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-agentic-prowess',
|
||||
@@ -86,7 +86,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Agentic AI', 'FHE', 'Post-Quantum'],
|
||||
tags: ['Sovereign AI', 'Agentic AI', 'FHE', 'Post-Quantum'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-cloud-economics',
|
||||
@@ -98,7 +98,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Cloud Economics', 'Sovereign Stack', 'OSS'],
|
||||
tags: ['Sovereign AI', 'Cloud Economics', 'Sovereign Stack', 'OSS'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-fhe-native',
|
||||
@@ -110,7 +110,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'FHE', 'Confidential Computing', 'Post-Quantum'],
|
||||
tags: ['Sovereign AI', 'FHE', 'Confidential Computing', 'Post-Quantum'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-zap-protocol',
|
||||
@@ -122,7 +122,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Protocol', 'Post-Quantum', 'Edge'],
|
||||
tags: ['Sovereign AI', 'Protocol', 'Post-Quantum', 'Edge'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-full-spectrum-cyber',
|
||||
@@ -134,7 +134,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Post-Quantum', 'FIPS', 'Cryptography'],
|
||||
tags: ['Sovereign AI', 'Post-Quantum', 'FIPS', 'Cryptography'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-formal-verification',
|
||||
@@ -146,7 +146,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Formal Verification', 'Lean 4', 'Post-Quantum'],
|
||||
tags: ['Sovereign AI', 'Formal Verification', 'Lean 4', 'Post-Quantum'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-agentic-ai',
|
||||
@@ -158,7 +158,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Agentic AI', 'Cyber Operations', 'Intelligence'],
|
||||
tags: ['Sovereign AI', 'Agentic AI', 'Cyber Operations', 'Intelligence'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-edge-ai-ml',
|
||||
@@ -170,7 +170,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Edge AI', 'Quantization', 'Offline'],
|
||||
tags: ['Sovereign AI', 'Edge AI', 'Quantization', 'Offline'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-cross-domain',
|
||||
@@ -182,7 +182,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Cross-Domain', 'FHE', 'Zero-Trust'],
|
||||
tags: ['Sovereign AI', 'Cross-Domain', 'FHE', 'Zero-Trust'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-assured-networking',
|
||||
@@ -194,7 +194,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Mesh Networking', 'Post-Quantum', 'Maritime'],
|
||||
tags: ['Sovereign AI', 'Mesh Networking', 'Post-Quantum', 'Maritime'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-countermeasures',
|
||||
@@ -206,7 +206,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Counter-Exploitation', 'Post-Quantum', 'FHE'],
|
||||
tags: ['Sovereign AI', 'Counter-Exploitation', 'Post-Quantum', 'FHE'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-quantum-sensing-qkd',
|
||||
@@ -218,7 +218,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'QKD', 'Quantum Sensing', 'Post-Quantum'],
|
||||
tags: ['Sovereign AI', 'QKD', 'Quantum Sensing', 'Post-Quantum'],
|
||||
},
|
||||
{
|
||||
id: 'hanzo-test-evaluation',
|
||||
@@ -230,7 +230,7 @@ export const siteConfig: SiteConfig = {
|
||||
githubUrl: 'https://github.com/hanzoai/papers',
|
||||
date: '2026-06-15',
|
||||
authors: ['Zach Kelling'],
|
||||
tags: ['Defense', 'Test & Evaluation', 'Digital Twin', 'Observability'],
|
||||
tags: ['Sovereign AI', 'Test & Evaluation', 'Digital Twin', 'Observability'],
|
||||
},
|
||||
|
||||
// --- Engine / AI Infrastructure (measured, on-device) ---
|
||||
|
||||
Reference in New Issue
Block a user