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    "name": "Daniel Kliewer",
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      {
        "from": "/blog/2026-03-10-breaking-free-from-chatgpt",
        "to": "chapter:1",
        "reason": "Chapter 1 §1.1 prices the five liabilities of a hosted API; this article is the same argument from the author's own migration."
      },
      {
        "from": "/blog/2026-09-04-the-rented-sovereign-agent-agency-stack",
        "to": "chapter:1",
        "reason": "Chapter 1 §1.4 prices what sovereignty costs against what renting costs; the article is that ledger applied to an agency stack."
      },
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        "from": "/blog/2026-03-28-sovereignty-manifesto",
        "to": "chapter:2",
        "reason": "Chapter 2 §2.1 lays out the seven layers of the stack; the manifesto states the thesis those layers implement."
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      {
        "from": "/blog/2026-07-05-sovereign-ai-architecture-synthesis",
        "to": "chapter:2",
        "reason": "Chapter 2 §2.4 maps the book onto the stack; this synthesis is the same mapping in running prose."
      },
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        "from": "/blog/2025-11-08-local-llm-integration",
        "to": "chapter:3",
        "reason": "Chapter 3 §3.1–3.3 installs a first local model and does the VRAM math; the article is the author's working integration note."
      },
      {
        "from": "/blog/2025-07-06-demystifying-large-language-models",
        "to": "chapter:4",
        "reason": "Chapter 4 §4.1–4.3 covers tokenization, context budgeting and sampling; the article is the conceptual groundwork."
      },
      {
        "from": "/blog/2025-11-14-2025-inference-new-geography-intelligence",
        "to": "chapter:5",
        "reason": "Chapter 5 §5.1–5.5 is about reading benchmarks and choosing a model; the article is the market geography behind that choice."
      },
      {
        "from": "/blog/2025-11-12-mastering-llama-cpp-local-llm-integration-guide",
        "to": "chapter:6",
        "reason": "Chapter 6 §6.1–6.3 covers GGUF, llama-server flags and KV-cache sizing; the article is the hands-on guide to the same server."
      },
      {
        "from": "/blog/2026-10-23-two-models-one-harness",
        "to": "chapter:6",
        "reason": "Chapter 6 §6.5 compares serving runtimes; the article measures two models behind one execution boundary."
      },
      {
        "from": "/blog/2025-03-28-ollama-chunking",
        "to": "chapter:7",
        "reason": "Chapter 7 §7.3 treats chunking as the decision that decides retrieval quality; the article is that decision worked through on Ollama."
      },
      {
        "from": "/blog/2025-10-19-building-a-local-llm-powered-knowledge-graph",
        "to": "chapter:7",
        "reason": "Chapter 7 §7.2 chooses an embedding model; the article records the local embedding pipeline the chapter generalises."
      },
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        "from": "/blog/2024-12-01-basic-rag",
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        "reason": "Chapter 8 §8.1–8.4 builds the local RAG pipeline end to end; the article is the first working version of that pipeline."
      },
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        "from": "/blog/2025-11-15-building-evaluating-local-research-assistant-graphrag-vero-eval",
        "to": "chapter:9",
        "reason": "Chapter 9 §9.1–9.4 builds a gold set and reports misses; the article is a retrieved-assistant evaluation with the same discipline."
      },
      {
        "from": "/blog/2026-07-06-sovereign-ai-benchmarks-performance-results",
        "to": "chapter:9",
        "reason": "Chapter 9 §9.6 makes evaluation a regression run; the article publishes measured results rather than assertions."
      },
      {
        "from": "/blog/2026-03-17-building-a-private-knowledge-graph-with-local-ai-agents",
        "to": "chapter:10",
        "reason": "Chapter 10 §10.2 designs a schema of claims, evidence and provenance; the article builds that schema with local agents."
      },
      {
        "from": "/blog/2025-11-15-building-evaluating-local-research-assistant-graphrag-vero-eval",
        "to": "chapter:11",
        "reason": "Chapter 11 §11.1–11.3 separates local and global graph search; the article is a GraphRAG assistant measured against both."
      },
      {
        "from": "/blog/2026-10-25-ganymede-the-archive-of-the-gods",
        "to": "chapter:11",
        "reason": "Chapter 11 §11.5 debugs GraphRAG as a worked diagnosis; the article is the project that diagnosis came out of."
      },
      {
        "from": "/blog/2026-07-11-knowledge-compiler-compiling-human-knowledge-into-static-semantic-artifacts",
        "to": "chapter:12",
        "reason": "Chapter 12 §12.1–12.3 introduces the staged compile pipeline; the article is where that pipeline was first published."
      },
      {
        "from": "/blog/2026-07-12-compile-time-ai-knowledge-compiler-architecture",
        "to": "chapter:12",
        "reason": "Chapter 12 §12.2–12.3 describes the artifact and the build pipeline; the article specifies that architecture."
      },
      {
        "from": "/blog/2026-07-15-compiling-my-blog-into-a-decision-graph",
        "to": "chapter:12",
        "reason": "Chapter 12 §12.4 is a capstone compiling notes into a graph; the article compiles the blog itself into a decision graph."
      },
      {
        "from": "/blog/2026-07-16-the-sovereign-knowledge-compiler-explorer",
        "to": "chapter:12",
        "reason": "Chapter 12 §12.6 says to verify the artifact rather than trust it; the article is the explorer built to inspect one."
      },
      {
        "from": "/blog/2025-03-24-model-context-protocol",
        "to": "chapter:13",
        "reason": "Chapter 13 §13.5 treats MCP as the tool interface layer; the article is the author's MCP integration record."
      },
      {
        "from": "/blog/2025-11-05-the-ghost-in-the-machine-is-finally-allowed-to-see-a-beginners-guide-to-mcp",
        "to": "chapter:13",
        "reason": "Chapter 13 §13.1–13.3 covers tool-call failure modes and schema design for weak models; the article works the same ground for MCP."
      },
      {
        "from": "/blog/2026-09-04-sovereign-agent-stack-a-local-first-compile-time-ai-agent-framework",
        "to": "chapter:14",
        "reason": "Chapter 14 §14.2–14.5 makes the agent a state machine that replays; the article is the governed runtime implementing that shape."
      },
      {
        "from": "/blog/2026-10-29-frozen-spine-reference-model-enforcement",
        "to": "chapter:14",
        "reason": "Chapter 14 §14.3 uses a claim lifecycle as the worked machine; the article enforces a frozen reference model the same way."
      },
      {
        "from": "/blog/2026-09-04-sovereign-agent-stack-a-local-first-compile-time-ai-agent-framework",
        "to": "chapter:15",
        "reason": "Chapter 15 §15.4 puts a policy gate in front of execution, failing closed; the article is that gate implemented."
      },
      {
        "from": "/blog/2026-08-09-hermes-atlas-v03-evidence-ledger-claim-lifecycle-explain",
        "to": "chapter:15",
        "reason": "Chapter 15 §15.2–15.3 audits claims by exact-match and contradiction; the article is the evidence ledger that carries that lifecycle."
      },
      {
        "from": "/blog/2026-01-22-dynamic-persona-moe-rag",
        "to": "chapter:16",
        "reason": "Chapter 16 §16.2–16.4 extracts a persona as a comparable object; the article is the dynamic persona system built on that idea."
      },
      {
        "from": "/blog/2026-01-25-building-the-synthetic-analyst",
        "to": "chapter:16",
        "reason": "Chapter 16 §16.3 turns features into behaviour; the article is a quantified persona put to work."
      },
      {
        "from": "/blog/2026-01-25-dynamic-persona-moe-rag-building-a-sovereign-synthetic-intelligence-system",
        "to": "chapter:17",
        "reason": "Chapter 17 §17.1–17.3 routes between specialists and evaluates the router; the article is a mixture-of-experts persona router."
      },
      {
        "from": "/blog/2026-01-28-dynamic-persona-moe-rag-implementation-plan",
        "to": "chapter:18",
        "reason": "Chapter 18 §18.1–18.4 handles consistency, regression testing and drift; the article is the implementation plan for a production persona system."
      },
      {
        "from": "/blog/2026-02-03-dynamic-persona-moe-rag-building-memory-driven-synthetic-intelligence",
        "to": "chapter:18",
        "reason": "Chapter 18 §18.6 manages the persona lifecycle; the article is the memory-driven system that lifecycle governs."
      },
      {
        "from": "/blog/2026-10-23-llmjacking-the-skynet-mode-recursive-threat",
        "to": "chapter:19",
        "reason": "Chapter 19 §19.1–19.3 shapes a principled refusal and a detector that did not ship; the article is the threat that refusal answers."
      },
      {
        "from": "/blog/2026-10-23-operation-ouroboros-recursive-intelligence-parasite",
        "to": "chapter:19",
        "reason": "Chapter 19 §19.5 refuses in the sovereign context; the article is the recursive-infrastructure case that context was drawn from."
      },
      {
        "from": "/blog/2026-07-26-does-the-compiler-know-when-it-is-wrong",
        "to": "chapter:20",
        "reason": "Chapter 20 §20.1–20.3 runs contradiction detection as a pipeline and measures it; the article asks whether the compiler knows it is wrong."
      },
      {
        "from": "/blog/2026-10-25-ganymede-the-archive-of-the-gods",
        "to": "chapter:20",
        "reason": "Chapter 20 §20.4 integrates contradiction detection with the auditor; the article is the claim graph that integration runs on."
      },
      {
        "from": "/blog/2026-07-06-sovereign-ai-benchmarks-performance-results",
        "to": "chapter:21",
        "reason": "Chapter 21 §21.1–21.4 freezes the corpus and versions the gold set; the article is a published, frozen benchmark run."
      },
      {
        "from": "/blog/2026-08-09-hermes-atlas-v04-evidence-lifecycle-gold-benchmark",
        "to": "chapter:21",
        "reason": "Chapter 21 §21.6 builds gold sets for generative tasks; the article specifies an evidence-lifecycle gold benchmark."
      },
      {
        "from": "/blog/2026-10-23-patching-the-trust-store-emudhra-nodejs-and-the-build-gate",
        "to": "chapter:22",
        "reason": "Chapter 22 §22.5 covers supply-chain hygiene and §22.7 the audit you will actually do; the article is a compromised root found by that audit."
      },
      {
        "from": "/blog/2025-12-04-critical-nextjs-rce-cve-2025-66478-security-guide",
        "to": "chapter:22",
        "reason": "Chapter 22 §22.1–22.2 writes the threat model and denies by default; the article is a framework RCE handled under that model."
      },
      {
        "from": "/blog/2026-10-12-mindbroadcast",
        "to": "chapter:23",
        "reason": "Chapter 23 §23.1–23.4 is about one-command builds, offline distribution and the UX lesson; the article is a cross-platform build pipeline."
      },
      {
        "from": "/blog/2026-03-29-sovereign-synthesis",
        "to": "chapter:24",
        "reason": "Chapter 24 §24.2 states the ongoing discipline; the article is the synthesis that discipline produced."
      },
      {
        "from": "/blog/2026-07-05-getting-started-sovereign-ai",
        "to": "chapter:24",
        "reason": "Chapter 24 §24.1 caps the book with one complete system; the article is the on-ramp to building it."
      }
    ]
  }
}