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🤖 Agents GuideHow AI agents and the per-agent workstream lanes work. GuidesMD 🔌 AI ProvidersEvery AI provider, how to configure them, and the fallback chain. GuidesMD 🛠️ SkillsAvailable capabilities, persona routing, and the provider chain. GuidesMD 🎨 Brand GuidelinesKeystone Chat's voice, colors, type, and UI components. GuidesMD 🚩 Feature FlagsAdmin guide — feature flags & per-page nav visibility. GuidesMD 🔌 Keystone ↔ MCPChat linked to live project tools — GitHub issues + PRs and MCP tools. GuidesMD 🔒 SecurityPolicies, vulnerability guidelines, and responsible disclosure. GuidesMD 🤝 ContributingGuidelines for pull requests and issues. GuidesMD 💡 Code of ConductCommunity standards and expectations. GuidesMD 🏛️ Architecture Decision RecordsThe append-only decision log — why the system is the way it is. Index + approval gate. ADR · IndexMD 📜 ADR-0001 · Record architecture decisionsAdopt ADRs as the canonical decision log, with an owner-approval gate.Proposed ADRMD 🧩 ADR-0002 · Single Convergence CoreOne native core loop — reject architectural sprawl across components.Proposed ADRMD 🗄️ ADR-0003 · One canonical CSF moduleA single CSF serialization module — no parallel forks of the format.Proposed ADRMD ♻️ ADR-0004 · Append-only memoryJSONL + CSF archive as the only memory systems — append, never mutate.Proposed ADRMD 🔁 ADR-0005 · Interchangeable model providersModels are interchangeable — a provider abstraction with fallback.Proposed ADRMD 🥾 ADR-0006 · Dual-boot worktree topologyThe 4177/4178 dual-boot worktree topology for safe parallel work.Proposed ADRMD 🛤️ ADR-0007 · MonoworkstreamOne open PR lane per agent — sovereign workstream lanes, no shared pool.Proposed ADRMD 🌀 Σ₀ Ouro CoderThe single source of truth for the local coder — Ouro-1.4B + Σ₀ QLoRA + adaptive Q-exit depth. ResearchMD ♻️ Σ₀ Continual-Training LoopThe closed flywheel — harvest → execution-verify → train → eval-gated promote. ResearchMD 📊 Progress Report — Shareholder Edition2026-06-19 — what shipped, the real metrics, the honest ceiling, and the roadmap. ResearchMD 📐 Σ₀ Collapse CertificateLyapunov-collapse theorem, the Σ₀ trigger, and the anti-collapse operator. Freeze-prevention now proven for all A (normal & non-normal); Theorem 1 contraction still scoped to normal A. ResearchMD 🧊 Σ₀ Anti-Freeze Theorem (C3)Proof that Σ₀⁻¹ prevents permanent freeze — now closed for all A (normal & non-normal) via the L2′ alignment-free Frobenius bound. ResearchMD 🧭 Σ₀ Non-Normal Contraction (T1 — draft)Spectral-dichotomy route to Theorem 1 for non-normal A: collapse vs diverge. In progress — core confirmed numerically, full proof pending. ResearchMD 🗺️ Collapse Certificate — Plain-Language GuideWhat Σ₀ is and why grounding is the safety mechanism — no control-theory background needed. ResearchMD 🌌 Quantum-Relativity AnalysisCompanion essay — the QM/GR mapping, explicitly framed as metaphor, not a physics result. ResearchMD 🔄 Tesseract Convergence LoopThe 20-step convergence method — 4D status cube, Bayesian beliefs, and receipts. ResearchMD 📚 Research CanonLiving references organized by Convergence-12 component — the grounding for each loop stage. ResearchMD 🛡️ IP Register & 2-Year BuildoutDefensive-publication IP register + full enabling specs, mapped onto the buildout plan. ResearchMD 🌙 Overfitted Brain — why we dreamHoel's hypothesis: dreams = noise injection for generalization. Grounds the no-dream-engine rule. ResearchMD 🧭 Convergence plan — 2026 frontier refinementOpen build-order steps re-grounded against 2026 research: Brier confidence, verifier gate, live canary. ResearchMD 🧭 Kernel model frontierOuro LoopLM vs the 2026 dense small-model frontier — primary-source-verified, with a benchmark plan. ResearchMD 🌀 Convergence-exit spiralRecasts Ouro's Q-exit as convergence-exit (loop until ‖Δh‖/‖h‖<ε), then loop→spiral→tesseract. ResearchMD 🧩 Convergence Core spineThe four core objects, the six-stage loop, and the write-back closure in code — verified file-by-file. ResearchMD 🧊 Frozen-weights grounding loopThe on-canon online convergence loop: weights frozen, adapt via memory + retrieval + calibration. ResearchMD ⚡ Sub-Quadratic Attention — Ouro UTThe O(n²×T) training-cost problem mapped across the stack — SDPA fix shipped, SWA as next lever. ResearchMD 📄 Collapse Certificate — LaTeX sourceTeX source for the certificate — for typesetting and print. ResearchTEX 🧩 Convergence IO — Stack overviewIndex + how the primitives compose — the P1–P10 map and the gate order. Convergence IOMD 🏷️ DCF — Data ClassificationP1 — every datum carries a class label; labels propagate through transformations. Convergence IOMD ⛔ NAP — Negative AuthorityP2 — what agents are explicitly denied; hard denials can't be overridden by a capability claim. Convergence IOMD 🧾 AAPF — Action ProvenanceP3 — every action emits a reproducible, hashed record into an append-only ledger. Convergence IOMD 🔌 PCSF — Provider CapacityP4 — provider availability, fallback chain, circuit breakers, and per-tier quota. Convergence IOMD ✅ CCF — Capability ClaimP4 — an agent must prove a claimed capability at action time; honesty floor enforced. Convergence IOMD 🕸️ CEG — Execution GraphThe substrate — typed nodes + edges, an optimizer returning a constraint-satisfying plan. Convergence IOMD ⏳ D — Time-Dilation FieldSlows uncertain regions, speeds confident ones — maps to how much grounding to buy. Convergence IOMD

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