# Map of Content — Unified Vault: The Nate B. Jones AI Series

> All sources by [[entity-nate-b-jones|Nate B. Jones]] (sole speaker). Generated 2024–2026. 30 videos, 1080+ per-day notes, 13 cross-day arcs.

## Start here

- [[_AGENT_PRIMER]] — full series primer (3000+ words; read first)
- `00-index/glossary.md` — alphabetical term index
- `00-index/speakers.md` — speaker manifest

## Cross-day arcs (`cross-day/`)

The synthesis layer — themes that emerge only when viewing all sources together.

- [[arc-thesis-evolution-2024-2026]] — the story of the entire series
- [[arc-prompt-to-spec-evolution]] — prompt → context → intent → spec → skills
- [[arc-memory-context-revolution]] — wikis → BYOC → Open Brain → sovereign memory
- [[arc-silent-failure-pattern]] — why AI breaks quietly (taxonomy + responses)
- [[arc-coordination-layer-collapse]] — middle management through three lenses
- [[arc-rebuild-not-bolt-on]] — same warning, nine vocabularies
- [[arc-frontier-model-economics]] — capability, cost, availability
- [[arc-agentic-stack-emergence]] — the emerging agentic OS
- [[arc-physical-bottlenecks]] — atoms throttling bits (helium, HBM, NIMBY)
- [[arc-k-shaped-economy]] — up-leg vs down-leg labor and firms
- [[arc-vendor-lock-in-vs-open-protocols]] — MCP, BYOC, the open-stack fight
- [[arc-human-role-as-manager]] — from IC to architect/judge
- [[arc-trust-and-verification-collapse]] — the broken trust stack and the rebuild

## Per-day pillars

Each day preserves its full vault verbatim. Linked here are the keystones.

### S01 — The Dark Factory: How AI is Restructuring Software Engineering
- Pillar concepts: [[concept-dark-factory]] · [[concept-spec-quality-bottleneck]] · [[concept-j-curve-productivity]] · [[concept-middle-management-deletion]] · [[concept-hollowing-out-junior-pipeline]] · [[concept-scenario-testing]] · [[concept-digital-twin-universe]] · [[concept-5-levels-vibe-coding]]
- Framework: [[framework-5-levels-vibe-coding]]
- Speaker contribution: structural reframe; spec bottleneck; coordination deletion

### S04 — Auto-Research and the Karpathy Loop
- Pillar concepts: [[concept-karpathy-loop]] · [[concept-meta-task-agent-split]] · [[concept-karpathy-triplet]] · [[concept-local-hard-takeoff]] · [[concept-harness-engineering]] · [[concept-trace-driven-optimization]]
- Frameworks: [[framework-karpathy-loop-execution]] · [[framework-safety-pillars]]

### S06 — OpenAI Workspace Agents
- Pillar 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 — The Structural Shift in AI Image Generation
- Pillar concepts: [[concept-reasoning-stack-integration]] · [[concept-evidence-baseline-collapse]] · [[concept-workflow-collapse]] · [[concept-specification-vs-execution]] · [[concept-agent-callable-primitive]]
- Frameworks: [[framework-new-generation-loop]] · [[framework-workflow-collapse]] · [[framework-agent-primitive-loop]]

### S09 — The Collapse of the Tech Career Ladder and the Rise of High Agency
- Pillar concepts: [[concept-career-ladder-collapse]] · [[concept-ai-task-cannibalization]] · [[concept-high-agency]] · [[concept-say-do-ratio]] · [[concept-lean-unicorns]] · [[concept-ai-as-equalizer]]
- Framework: [[framework-locus-of-control]]

### S11 — Karpathy's AI Wiki vs. OpenBrain
- Pillar concepts: [[concept-ai-wiki]] · [[concept-openbrain-architecture]] · [[concept-hybrid-memory-architecture]] · [[concept-oracle-vs-maintainer]] · [[concept-error-baking]] · [[concept-race-conditions-ai]] · [[concept-silent-contradictions]] · [[concept-wiki-staleness]] · [[concept-context-graph]] · [[concept-file-over-app]]
- Frameworks: [[framework-ai-wiki-workflow]] · [[framework-hybrid-memory-stack]]

### S12 — Claude Opus 4.7 Deep Dive
- Pillar 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 — The World Model: How AI Replaces Middle Management
- Pillar concepts: [[concept-world-model]] · [[concept-management-unbundling]] · [[concept-information-routing]] · [[concept-editorial-function]] · [[concept-silent-failure-d15]] · [[concept-interpretive-boundary]] · [[concept-outcome-encoding]] · [[concept-semantic-retrieval]] · [[concept-structured-ontology]] · [[concept-signal-fidelity]]
- Frameworks: [[framework-world-model-architectures]] · [[framework-world-model-principles]]

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

### S18 — The Context Trap (BYOC + 5th Category of Professional Capital)
- Pillar concepts: [[concept-domain-encoding]] · [[concept-workflow-calibration]] · [[concept-behavioral-relationship]] · [[concept-artifact-layer]] · [[concept-honing-effect]] · [[concept-implicit-context]] · [[concept-tool-switching-penalty]] · [[concept-mcp-d18]] · [[concept-professional-capital]]
- Framework: [[framework-four-layers-context]]

### S19 — Apple's AI Strategy: The Local Compute Revolution
- Pillar concepts: [[concept-functional-organization]] · [[concept-capability-race]] · [[concept-cloud-ai-economics]] · [[concept-local-ai-economics]] · [[concept-two-class-ai]] · [[concept-mainframe-echo]] · [[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 Autonomous Agents (Open Brain hands and feet)
- Pillar 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 an Open Brain for your AI Agents
- Pillar 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
- Pillar concepts: [[concept-dark-code]] · [[concept-comprehension-gap]] · [[concept-distributed-authorship]] · [[concept-spec-driven-development]] · [[concept-context-engineering-d23]] · [[concept-comprehension-gate]] · [[concept-structural-context]] · [[concept-semantic-context]]
- Framework: [[framework-dark-code-solution]]

### S24 — Intent Engineering: The Missing Layer in Enterprise AI
- Pillar 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 — The 2026 AI Builder's Operating System
- Pillar concepts: [[concept-engineering-manager-mindset]] · [[concept-contribution-badge]] · [[concept-progressive-intent-discovery]] · [[concept-strategic-deep-diving]] · [[concept-vibe-coding]] · [[concept-archaeological-programming]] · [[concept-experiential-debt]] · [[concept-temporal-separation]] · [[concept-quality-without-a-name]] · [[concept-incompressible-experience]]
- Framework: [[framework-2026-builder-practices]]

### S26 — GPT-5.5 Review: The New Frontier of AI Work
- Pillar 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: The AI Landscape and the Future of the Web
- Pillar concepts: [[concept-thin-wrappers]] · [[concept-build-layer-collapse]] · [[concept-agentic-economy]] · [[concept-agent-discovery]] · [[concept-agent-ready-business]] · [[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 — 10 AI Predictions for 2026
- Pillar 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: The Super Prompt Hack
- Pillar 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]]

### S41 — Battle for Agent World: Nvidia vs OpenAI & Anthropic
- Pillar concepts: [[concept-agentic-operating-system]] · [[concept-enterprise-agent-wrapper]] · [[concept-data-dominated-agent-design]] · [[concept-agent-environment-readiness]] · [[concept-anchored-iterative-summarization]]
- Frameworks: [[framework-rob-pike-agent-rules]] · [[framework-factory-agent-readiness]]

### S42 — The 7 Skills Needed to Get Hired in AI
- Pillar concepts: [[concept-k-shaped-job-market]] · [[concept-specification-precision]] · [[concept-evaluation-quality-judgment]] · [[concept-task-decomposition]] · [[concept-failure-pattern-recognition]] · [[concept-guardrails-security-design]] · [[concept-context-architecture]] · [[concept-token-economics]] · [[concept-confidently-wrong]] · [[concept-silent-failure-d42]]
- Frameworks: [[framework-7-ai-skills]] · [[framework-ai-failure-taxonomy]]

### S43 — The new way to build AI skills (that actually work)
- Pillar concepts: [[concept-skills-vs-prompts]] · [[concept-skill-anatomy]] · [[concept-description-routing-signal]] · [[concept-methodology-body]] · [[concept-specialist-stack]] · [[concept-orchestrator-pattern]] · [[concept-skills-as-contracts]] · [[concept-skill-composability]] · [[concept-quantitative-skill-testing]] · [[concept-three-tiers-skills]] · [[concept-hard-wiring-vs-skills]]
- Frameworks: [[framework-skill-methodology]] · [[framework-three-tier-deployment]]

### S44 — Claude Mythos Leaked: The Bitter Lesson of AI Simplification
- Pillar concepts: [[concept-claude-mythos]] · [[concept-bitter-lesson-llms]] · [[concept-outcome-driven-prompting]] · [[concept-single-eval-gate]] · [[concept-model-driven-retrieval]] · [[concept-step-change-ai]]
- Framework: [[framework-mythos-readiness]]

### S45 — Stop Burning Tokens
- Pillar concepts: [[concept-token-burning]] · [[concept-markdown-conversion]] · [[concept-context-sprawl]] · [[concept-silent-tax]] · [[concept-prompt-caching]] · [[concept-agent-context-scoping]] · [[concept-smart-tokens]] · [[concept-the-stupid-button]] · [[concept-gather-vs-focus]]
- Frameworks: [[framework-clean-conversation]] · [[framework-kiss-commands]] · [[framework-stupid-button-audit]]

### S46 — Anthropic's Claude Code Leak: 12 Architectural Primitives
- Pillar concepts: [[concept-metadata-first-tool-registry]] · [[concept-risk-segmentation-permissions]] · [[concept-complete-session-persistence]] · [[concept-workflow-state-separation]] · [[concept-predictive-token-budgeting]] · [[concept-structured-streaming-events]] · [[concept-dual-logging-system-events]] · [[concept-multi-level-verification]] · [[concept-dynamic-tool-pool-assembly]] · [[concept-transcript-compaction]] · [[concept-contextual-permission-handlers]] · [[concept-constrained-agent-types]]
- Frameworks: [[framework-token-budget-enforcement]] · [[framework-session-recovery]]

### S47 — The Age of Intelligence Arbitrage
- Pillar concepts: [[concept-intelligence-arbitrage]] · [[concept-continuous-rotation]] · [[concept-speed-gap]] · [[concept-reasoning-gap]] · [[concept-fragmentation-gap]] · [[concept-discipline-gap]] · [[concept-labor-arbitrage]] · [[concept-upstream-migration]]
- Frameworks: [[framework-arbitrage-gap-taxonomy]] · [[framework-arbitrage-lifecycle]]

### S48 — Command Line Design
- Pillar concepts: [[concept-command-line-design]] · [[concept-mcp-d48]] · [[concept-vibe-design]] · [[concept-multi-direction-design]] · [[concept-design-markdown]] · [[concept-programmable-video]] · [[concept-creativity-cost-collapse]] · [[concept-workflow-blocks]]
- Framework: [[framework-sequential-bottleneck]]

### S49 — Google's Turboquant and the AI Memory Crisis
- Pillar concepts: [[concept-turboquant]] · [[concept-kv-cache]] · [[concept-polar-quantization]] · [[concept-qjl]] · [[concept-data-oblivious-algorithm]] · [[concept-multi-head-latent-attention]] · [[concept-sovereign-memory]] · [[concept-embedded-deterministic-compute]] · [[concept-vector-quantization]] · [[concept-ai-memory-crisis]]
- Frameworks: [[framework-turboquant-process]] · [[framework-memory-optimization-landscape]]

### S50 — The AI Brick Wall: Helium Shortage
- Pillar concepts: [[concept-ai-brick-wall]] · [[concept-helium-fab-dependency]] · [[concept-plasma-etching-thermal-management]] · [[concept-euv-helium-consumption]] · [[concept-liquid-helium-boil-off]] · [[concept-lng-helium-production-link]] · [[concept-qatar-ras-laffan-chokepoint]] · [[concept-power-of-siberia-2]] · [[concept-chinese-native-chip-stack]] · [[concept-ai-energy-function]]
- Framework: [[framework-three-channels-disruption]]

## Speaker index

- [[entity-nate-b-jones|Nate B. Jones]] — sole speaker across all 30 videos. See `00-index/speakers.md` for full manifest.

## Folder structure reference

Each per-day vault preserves: `concepts/`, `claims/`, `frameworks/`, `entities/`, `quotes/`, `action-items/`, `prerequisites/`, `open-questions/`, plus optional `contrarian-insights/` and `failure-modes/`. The `cross-day/` folder contains the 13 synthesis arcs above. `00-index/` contains this MOC, the glossary, and the speaker manifest. `_AGENT_PRIMER.md` at the root is the unified primer.