# Map of Content — Unified Vault

> Single speaker corpus: 20 monologues by [[entity-nate-b-jones]] across late 2025 → "March 2026". For agent priming see `_AGENT_PRIMER.md`. For dictionary see `00-index/glossary.md`. For speaker contributions see `00-index/speakers.md`.

## Cross-Day Arcs (read these to see the series-level argument)

- [[arc-spec-bottleneck-evolution]] — The migrating bottleneck: prompt → context → intent → spec
- [[arc-management-replacement]] — Three framings of middle-management deletion (S01, S15, S24)
- [[arc-byoc-memory-architecture]] — The Open Brain / MCP / Four Layers stack (S11, S18, S21, S22)
- [[arc-confident-incorrectness]] — Silent-failure pattern across 8+ days
- [[arc-enterprise-velocity-gap]] — J-Curve / Local Hard Takeoff / Power Law (S01, S04, S35)
- [[arc-junior-pipeline-and-high-agency]] — Career collapse → high agency → engineering-adjacent work
- [[arc-inference-economics-shift]] — Tokenizer Tax → Inference Wall → Local Compute (S12, S17, S19)
- [[arc-trust-stack-collapse]] — Evidence baseline → audit trails → dark code → liability vertical
- [[arc-agentic-loop-evolution]] — Dark Factory → Karpathy Loop → Long-Running Agents
- [[arc-walled-garden-vs-open]] — Memory lock-in / MCP / exportable Skills
- [[arc-where-defensibility-migrated]] — Five durable verticals + regulated gaps (S07, S17, S19, S28)
- [[arc-image-and-design-frontier]] — Reasoning stacks / .skill files / visual taste (S07, S12, S26)
- [[arc-numerical-skepticism-pattern]] — Direction right, magnitudes soft (meta-arc)
- [[arc-nate-method-structural-frame]] — Recurring analytical posture (meta-arc)

## Per-Day Pillars

### S01 — The Dark Factory: AI Restructuring Software Engineering
- Headline concepts: [[concept-dark-factory]] · [[framework-5-levels-vibe-coding]] · [[concept-j-curve-productivity]] · [[concept-spec-quality-bottleneck]] · [[concept-middle-management-deletion]] · [[concept-hollowing-out-junior-pipeline]] · [[concept-scenario-testing]] · [[concept-digital-twin-universe]]
- Key entity: [[entity-strongdm]] (the canonical Dark Factory case)

### S04 — Karpathy Loop / Auto-Research
- Headline concepts: [[concept-karpathy-loop]] · [[concept-karpathy-triplet]] · [[concept-meta-task-agent-split]] · [[concept-harness-engineering]] · [[concept-trace-driven-optimization]] · [[concept-local-hard-takeoff]] · [[concept-model-empathy]]
- Failure modes: [[concept-context-rot]] · [[concept-silent-degradation]] · [[concept-metric-gaming]]

### S06 — OpenAI Workspace Agents
- Headline concepts: [[concept-workspace-agents]] · [[concept-coordination-load]] · [[concept-negative-lift]] · [[concept-workplace-os]] · [[concept-least-privilege-agents]]
- Frameworks: [[framework-ideal-agent-target]] · [[framework-agent-creation]] · [[framework-agent-evaluation]]

### S07 — AI Image Generation Structural Shift
- Headline concepts: [[concept-reasoning-stack-integration]] · [[concept-thinking-mode]] · [[concept-self-verification-pass]] · [[concept-live-data-rendering]] · [[concept-coherent-frames]] · [[concept-workflow-collapse]] · [[concept-specification-vs-execution]] · [[concept-evidence-baseline-collapse]] · [[concept-agent-callable-primitive]] · [[concept-middleware-squeeze]] · [[concept-creative-ops]] · [[concept-adversarial-twin]]

### S09 — Career Ladder Collapse / High Agency
- Headline concepts: [[concept-career-ladder-collapse]] · [[concept-ai-task-cannibalization]] · [[concept-high-agency]] · [[concept-say-do-ratio]] · [[concept-ai-as-equalizer]] · [[concept-lean-unicorns]] · [[concept-value-contribution-orientation]]
- Framework: [[framework-locus-of-control]]

### S11 — Karpathy AI Wiki vs OpenBrain
- Headline concepts: [[concept-ai-wiki]] · [[concept-openbrain-architecture]] · [[concept-hybrid-memory-architecture]] · [[concept-context-graph]] · [[concept-tutor-metaphor]] · [[concept-librarian-metaphor]] · [[concept-oracle-vs-maintainer]] · [[concept-file-over-app]] · [[concept-write-time-synthesis]] · [[concept-query-time-synthesis]]
- Failure modes: [[concept-error-baking]] · [[concept-race-conditions-ai]] · [[concept-silent-contradictions]] · [[concept-wiki-staleness]]

### S12 — Claude Opus 4.7 Deep Dive
- Headline concepts: [[concept-adaptive-thinking]] · [[concept-literal-instruction-following]] · [[concept-tokenizer-tax]] · [[concept-agentic-persistence]] · [[concept-trust-failure-hallucination]] · [[concept-skill-file-format]] · [[concept-model-self-review-bias]]
- Frameworks: [[framework-migration-decision]] · [[framework-hex-eval]]

### S15 — World Model / AI Replaces Middle Management
- Headline concepts: [[concept-world-model]] · [[concept-management-unbundling]] · [[concept-information-routing]] · [[concept-editorial-function]] · [[concept-silent-failure]] · [[concept-interpretive-boundary]] · [[concept-outcome-encoding]]
- Architectures: [[concept-semantic-retrieval]] · [[concept-structured-ontology]] · [[concept-signal-fidelity]]
- Frameworks: [[framework-world-model-architectures]] · [[framework-world-model-principles]]

### S17 — March 2026 Five Structural Shifts
- Headline concepts: [[concept-inference-wall]] · [[concept-training-inference-chip-divergence]] · [[concept-conversational-advertising]] · [[concept-collapsed-purchase-funnel]] · [[concept-data-center-nimbyism]] · [[concept-alternative-compute-geography]] · [[concept-saas-per-seat-collapse]] · [[concept-safety-as-positioning]]
- Frameworks: [[framework-signal-extraction]] · [[framework-enterprise-ai-selection]]

### S18 — Context Trap / BYOC / 5th Capital
- Headline concepts: [[concept-honing-effect]] · [[concept-implicit-context]] · [[concept-tool-switching-penalty]] · [[concept-mcp]] · [[concept-professional-capital]] · [[concept-domain-encoding]] · [[concept-workflow-calibration]] · [[concept-behavioral-relationship]] · [[concept-artifact-layer]]
- Framework: [[framework-four-layers-context]]

### S19 — Apple Local Compute Pivot
- Headline concepts: [[concept-functional-organization]] · [[concept-capability-race]] · [[concept-cloud-ai-economics]] · [[concept-local-ai-economics]] · [[concept-mainframe-echo]] · [[concept-two-class-ai]] · [[concept-regulated-ai-gap]] · [[concept-private-cloud-compute-limits]] · [[concept-missing-apple-stack]] · [[concept-native-ai-apps]]
- Framework: [[framework-device-shift]]

### S21 — Visual Interfaces for Open Brain Agents
- Headline concepts: [[concept-open-brain-d21]] · [[concept-shared-surface]] · [[concept-infinite-scroll-problem]] · [[concept-agent-door]] · [[concept-human-door]] · [[concept-agentic-memory]] · [[concept-cross-category-reasoning]] · [[concept-ai-flywheel]]
- Frameworks: [[framework-open-brain-build]] · [[framework-fundamental-loop]]

### S22 — Build the Open Brain (Postgres + MCP Stack)
- Headline concepts: [[concept-open-brain-d22]] · [[concept-memory-silo-problem]] · [[concept-agent-web]] · [[concept-model-context-protocol]] · [[concept-specification-engineering]] · [[concept-semantic-search]]
- Frameworks: [[framework-ai-skill-hierarchy]] · [[framework-open-brain-architecture]] · [[framework-open-brain-prompt-kits]]

### S23 — Dark Code: A New Category of Risk
- Headline concepts: [[concept-dark-code]] · [[concept-comprehension-gap]] · [[concept-distributed-authorship]] · [[concept-spec-driven-development]] · [[concept-context-engineering-d23]] · [[concept-structural-context]] · [[concept-semantic-context]] · [[concept-comprehension-gate]]
- Framework: [[framework-dark-code-solution]]

### S24 — Intent Engineering: The Missing Layer
- Headline concepts: [[concept-intent-engineering]] · [[concept-context-engineering-d24]] · [[concept-prompt-engineering]] · [[concept-shadow-agents]] · [[concept-unified-context-infrastructure]] · [[concept-machine-readable-okrs]] · [[concept-ai-fluency-vs-activity]]
- Frameworks: [[framework-intent-gap-layers]] · [[framework-deepmind-autonomy-levels]]

### S25 — 2026 AI Builder Operating System
- Headline concepts: [[concept-engineering-manager-mindset]] · [[concept-contribution-badge]] · [[concept-progressive-intent-discovery]] · [[concept-strategic-deep-diving]] · [[concept-temporal-separation]] · [[concept-quality-without-a-name]] · [[concept-incompressible-experience]] · [[concept-vibe-coding]] · [[concept-archaeological-programming]] · [[concept-experiential-debt]]
- Framework: [[framework-2026-builder-practices]]

### S26 — GPT-5.5 Review / Frontier Model Race
- Headline concepts: [[concept-moving-the-floor]] · [[concept-can-it-carry]] · [[concept-system-matters]] · [[concept-private-bench]] · [[concept-visual-taste-vs-density]] · [[concept-production-trust]] · [[concept-availability-as-quality]]
- Frameworks: [[framework-private-bench-suite]] · [[framework-data-migration-pipeline]] · [[framework-reference-ui-workflow]]

### S28 — Where to Build / Five Durable Verticals
- Headline concepts: [[concept-build-layer-collapse]] · [[concept-thin-wrappers]] · [[concept-agentic-economy]] · [[concept-agent-ready-business]] · [[concept-agent-discovery]] · [[concept-vertical-trust]] · [[concept-vertical-context]] · [[concept-vertical-distribution]] · [[concept-vertical-taste]] · [[concept-vertical-liability]]
- Frameworks: [[framework-5-durable-verticals]] · [[framework-strategic-litmus-test]]

### S35 — Ten 2026 AI Predictions
- Headline concepts: [[concept-memory-application-layer]] · [[concept-agent-software-ui]] · [[concept-continual-learning]] · [[concept-recursive-self-improvement]] · [[concept-long-running-agents]] · [[concept-ai-reviewing-ai]] · [[concept-work-vs-personal-ai-split]] · [[concept-non-technical-engineering]] · [[concept-power-law-of-adoption]] · [[concept-proactive-ai]]
- Framework: [[framework-agentic-eval-loop]]

### S40 — Claude Skills / Super Prompts Hack
- Headline concepts: [[concept-claude-skills]] · [[concept-composable-lego-bricks]] · [[concept-prompt-dependency]] · [[concept-super-prompts]] · [[concept-multi-llm-refinement]]
- Frameworks: [[framework-skill-creation]] · [[framework-multi-llm-evaluation]]

## Speaker Index

See `00-index/speakers.md`. The corpus has exactly one speaker: [[entity-nate-b-jones]].

## Glossary

See `00-index/glossary.md` for alphabetical term definitions.