# Aura Knowledge

> Focused essays for humans, backed by compact agent-auditable research packets.

## Primary Pages
- [Home](https://aura-knowledge.github.io/)
- [Roadmap](https://aura-knowledge.github.io/roadmap/)
- [Evidence Canvas](https://aura-knowledge.github.io/evidence-canvas/)
- [Agent Entry](https://aura-knowledge.github.io/agents/)
- [Knowledge Graph](https://aura-knowledge.github.io/graph/)

## Articles
- [The Future of Publishing Is Agent-Auditable Research](https://aura-knowledge.github.io/articles/agent-auditable-research/)
- [From Agent Swarms to Agent Control Planes](https://aura-knowledge.github.io/articles/agent-control-planes/)
- [Agentic Commerce and the Product Truth Layer](https://aura-knowledge.github.io/articles/agentic-commerce-product-truth/)
- [Agents: Goal-Directed AI Systems That Use Tools](https://aura-knowledge.github.io/articles/agents/)
- [Beyond the First Conversation: Advanced Questions for New AI Agent Users](https://aura-knowledge.github.io/articles/ai-agent-advanced-questions/)
- [You Do Not Need to Learn AI First: A 5-Minute Conversation Recipe](https://aura-knowledge.github.io/articles/ai-agent-first-conversation/)
- [AI Delegation Orchestration: A Series on Durable Agent Work](https://aura-knowledge.github.io/articles/ai-delegation-orchestration/)
- [From Conversation to Delegation: Why AI Work Needs a Durable Record](https://aura-knowledge.github.io/articles/ai-delegation-orchestration-01-from-conversation-to-delegation/)
- [The Delegation Record: A Schema for Consequential AI Work](https://aura-knowledge.github.io/articles/ai-delegation-orchestration-02-the-delegation-record/)
- [The Operator Cockpit Problem: Why More Traces Are Not Enough](https://aura-knowledge.github.io/articles/ai-delegation-orchestration-03-the-operator-cockpit-problem/)
- [Control Loci, Not Human Managers: An Agent-Native Routing Model](https://aura-knowledge.github.io/articles/ai-delegation-orchestration-04-control-loci-not-human-managers/)
- [Long-Running Delegations: How Agents Can Work for Hours Without Losing the Plot](https://aura-knowledge.github.io/articles/ai-delegation-orchestration-05-long-running-delegations/)
- [Capability Contracts for Agent Networks](https://aura-knowledge.github.io/articles/ai-delegation-orchestration-06-capability-contracts-for-agent-networks/)
- [Commitment Boundaries in High-Stakes Domains](https://aura-knowledge.github.io/articles/ai-delegation-orchestration-07-commitment-boundaries-in-high-stakes-domains/)
- [AI, De-Mystified: A Field Guide to Modern AI Terminology](https://aura-knowledge.github.io/articles/ai-demystified/)
- [Winters, Expert Systems, and the Cost of Overpromising Intelligence](https://aura-knowledge.github.io/articles/ai-winters-expert-systems/)
- [Listening to the Firehose: Can Voice-First, Two-Way Audio Become a Legitimate Assistive Medium?](https://aura-knowledge.github.io/articles/audio-first-voice-consumption/)
- [Before Machines: Calculation, Automata, and the Dream of Mechanical Reason](https://aura-knowledge.github.io/articles/before-machines/)
- [The Birth of AI: Dartmouth, Symbolic Systems, and Early Optimism](https://aura-knowledge.github.io/articles/birth-of-ai/)
- [Context Management: What the AI Sees Right Now](https://aura-knowledge.github.io/articles/context-management/)
- [Evaluations: How We Know an AI Workflow Improved](https://aura-knowledge.github.io/articles/evaluations/)
- [Fine-Tuning: Teaching a Model a Narrower Behavior](https://aura-knowledge.github.io/articles/fine-tuning/)
- [From Formal Logic to Computation: The Mathematical Road to AI](https://aura-knowledge.github.io/articles/formal-logic-to-computation/)
- [Foundation Models and the Return of General-Purpose AI Systems](https://aura-knowledge.github.io/articles/foundation-models/)
- [The Human Road Through AI: Labor, Institutions, Governance, and Meaning](https://aura-knowledge.github.io/articles/human-systems/)
- [Learning Machines: Statistics, Neural Networks, and the Data Turn](https://aura-knowledge.github.io/articles/learning-machines/)
- [The Long Human Road to AI: A Reader’s Guide to Season 1](https://aura-knowledge.github.io/articles/long-human-road-to-ai/)
- [Long-Running Sessions: Keeping AI Work Coherent Over Time](https://aura-knowledge.github.io/articles/long-running-sessions/)
- [Loops vs Goals: The Difference Between Repetition and Direction in AI Agents](https://aura-knowledge.github.io/articles/loops-vs-goals/)
- [Memory vs Context: What Should Survive the Conversation?](https://aura-knowledge.github.io/articles/memory-vs-context/)
- [Multi-Agent Systems: When More Than One AI Worker Is Involved](https://aura-knowledge.github.io/articles/multi-agent-systems/)
- [Planning and Reflection: How AI Breaks Down and Revises Work](https://aura-knowledge.github.io/articles/planning-and-reflection/)
- [Prompt Caching: Reusing Stable Context](https://aura-knowledge.github.io/articles/prompt-caching/)
- [Prompt Engineering: Instruction Design, Not Magic Words](https://aura-knowledge.github.io/articles/prompt-engineering/)
- [Reasoning Models: Slower Thinking, Better Checks?](https://aura-knowledge.github.io/articles/reasoning-models/)
- [Retrieval-Augmented Generation: Looking Things Up Before Answering](https://aura-knowledge.github.io/articles/retrieval-augmented-generation/)
- [Tool Use: When the Model Calls Something Outside Itself](https://aura-knowledge.github.io/articles/tool-use/)

## Agent Artifacts
- [Agent Index JSON](https://aura-knowledge.github.io/agents/index.json)
- [Agent Index JSONL](https://aura-knowledge.github.io/agents/index.jsonl)
- [Garden Query Catalog](https://aura-knowledge.github.io/agents/garden-queries.json)
- [Brief Eval Report](https://aura-knowledge.github.io/agents/eval-report.json)
- [Graph Nodes](https://aura-knowledge.github.io/graph/nodes.json)
- [Graph Edges](https://aura-knowledge.github.io/graph/edges.json)
- [awesome-llm-apps-roadmap roadmap JSON](https://aura-knowledge.github.io/agents/roadmap/awesome-llm-apps-roadmap.json)
- [agent-auditable-research JSON](https://aura-knowledge.github.io/agents/articles/agent-auditable-research.json)
- [agent-auditable-research Markdown](https://aura-knowledge.github.io/agents/articles/agent-auditable-research.md)
- [agent-control-planes JSON](https://aura-knowledge.github.io/agents/articles/agent-control-planes.json)
- [agent-control-planes Markdown](https://aura-knowledge.github.io/agents/articles/agent-control-planes.md)
- [agentic-commerce-product-truth JSON](https://aura-knowledge.github.io/agents/articles/agentic-commerce-product-truth.json)
- [agentic-commerce-product-truth Markdown](https://aura-knowledge.github.io/agents/articles/agentic-commerce-product-truth.md)
- [agents JSON](https://aura-knowledge.github.io/agents/articles/agents.json)
- [agents Markdown](https://aura-knowledge.github.io/agents/articles/agents.md)
- [ai-agent-advanced-questions JSON](https://aura-knowledge.github.io/agents/articles/ai-agent-advanced-questions.json)
- [ai-agent-advanced-questions Markdown](https://aura-knowledge.github.io/agents/articles/ai-agent-advanced-questions.md)
- [ai-agent-first-conversation JSON](https://aura-knowledge.github.io/agents/articles/ai-agent-first-conversation.json)
- [ai-agent-first-conversation Markdown](https://aura-knowledge.github.io/agents/articles/ai-agent-first-conversation.md)
- [ai-delegation-orchestration JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration.json)
- [ai-delegation-orchestration Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration.md)
- [ai-delegation-orchestration-01-from-conversation-to-delegation JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-01-from-conversation-to-delegation.json)
- [ai-delegation-orchestration-01-from-conversation-to-delegation Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-01-from-conversation-to-delegation.md)
- [ai-delegation-orchestration-02-the-delegation-record JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-02-the-delegation-record.json)
- [ai-delegation-orchestration-02-the-delegation-record Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-02-the-delegation-record.md)
- [ai-delegation-orchestration-03-the-operator-cockpit-problem JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-03-the-operator-cockpit-problem.json)
- [ai-delegation-orchestration-03-the-operator-cockpit-problem Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-03-the-operator-cockpit-problem.md)
- [ai-delegation-orchestration-04-control-loci-not-human-managers JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-04-control-loci-not-human-managers.json)
- [ai-delegation-orchestration-04-control-loci-not-human-managers Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-04-control-loci-not-human-managers.md)
- [ai-delegation-orchestration-05-long-running-delegations JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-05-long-running-delegations.json)
- [ai-delegation-orchestration-05-long-running-delegations Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-05-long-running-delegations.md)
- [ai-delegation-orchestration-06-capability-contracts-for-agent-networks JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-06-capability-contracts-for-agent-networks.json)
- [ai-delegation-orchestration-06-capability-contracts-for-agent-networks Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-06-capability-contracts-for-agent-networks.md)
- [ai-delegation-orchestration-07-commitment-boundaries-in-high-stakes-domains JSON](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-07-commitment-boundaries-in-high-stakes-domains.json)
- [ai-delegation-orchestration-07-commitment-boundaries-in-high-stakes-domains Markdown](https://aura-knowledge.github.io/agents/articles/ai-delegation-orchestration-07-commitment-boundaries-in-high-stakes-domains.md)
- [ai-demystified JSON](https://aura-knowledge.github.io/agents/articles/ai-demystified.json)
- [ai-demystified Markdown](https://aura-knowledge.github.io/agents/articles/ai-demystified.md)
- [ai-winters-expert-systems JSON](https://aura-knowledge.github.io/agents/articles/ai-winters-expert-systems.json)
- [ai-winters-expert-systems Markdown](https://aura-knowledge.github.io/agents/articles/ai-winters-expert-systems.md)
- [audio-first-voice-consumption JSON](https://aura-knowledge.github.io/agents/articles/audio-first-voice-consumption.json)
- [audio-first-voice-consumption Markdown](https://aura-knowledge.github.io/agents/articles/audio-first-voice-consumption.md)
- [before-machines JSON](https://aura-knowledge.github.io/agents/articles/before-machines.json)
- [before-machines Markdown](https://aura-knowledge.github.io/agents/articles/before-machines.md)
- [birth-of-ai JSON](https://aura-knowledge.github.io/agents/articles/birth-of-ai.json)
- [birth-of-ai Markdown](https://aura-knowledge.github.io/agents/articles/birth-of-ai.md)
- [context-management JSON](https://aura-knowledge.github.io/agents/articles/context-management.json)
- [context-management Markdown](https://aura-knowledge.github.io/agents/articles/context-management.md)
- [evaluations JSON](https://aura-knowledge.github.io/agents/articles/evaluations.json)
- [evaluations Markdown](https://aura-knowledge.github.io/agents/articles/evaluations.md)
- [fine-tuning JSON](https://aura-knowledge.github.io/agents/articles/fine-tuning.json)
- [fine-tuning Markdown](https://aura-knowledge.github.io/agents/articles/fine-tuning.md)
- [formal-logic-to-computation JSON](https://aura-knowledge.github.io/agents/articles/formal-logic-to-computation.json)
- [formal-logic-to-computation Markdown](https://aura-knowledge.github.io/agents/articles/formal-logic-to-computation.md)
- [foundation-models JSON](https://aura-knowledge.github.io/agents/articles/foundation-models.json)
- [foundation-models Markdown](https://aura-knowledge.github.io/agents/articles/foundation-models.md)
- [human-systems JSON](https://aura-knowledge.github.io/agents/articles/human-systems.json)
- [human-systems Markdown](https://aura-knowledge.github.io/agents/articles/human-systems.md)
- [learning-machines JSON](https://aura-knowledge.github.io/agents/articles/learning-machines.json)
- [learning-machines Markdown](https://aura-knowledge.github.io/agents/articles/learning-machines.md)
- [long-human-road-to-ai JSON](https://aura-knowledge.github.io/agents/articles/long-human-road-to-ai.json)
- [long-human-road-to-ai Markdown](https://aura-knowledge.github.io/agents/articles/long-human-road-to-ai.md)
- [long-running-sessions JSON](https://aura-knowledge.github.io/agents/articles/long-running-sessions.json)
- [long-running-sessions Markdown](https://aura-knowledge.github.io/agents/articles/long-running-sessions.md)
- [loops-vs-goals JSON](https://aura-knowledge.github.io/agents/articles/loops-vs-goals.json)
- [loops-vs-goals Markdown](https://aura-knowledge.github.io/agents/articles/loops-vs-goals.md)
- [memory-vs-context JSON](https://aura-knowledge.github.io/agents/articles/memory-vs-context.json)
- [memory-vs-context Markdown](https://aura-knowledge.github.io/agents/articles/memory-vs-context.md)
- [multi-agent-systems JSON](https://aura-knowledge.github.io/agents/articles/multi-agent-systems.json)
- [multi-agent-systems Markdown](https://aura-knowledge.github.io/agents/articles/multi-agent-systems.md)
- [planning-and-reflection JSON](https://aura-knowledge.github.io/agents/articles/planning-and-reflection.json)
- [planning-and-reflection Markdown](https://aura-knowledge.github.io/agents/articles/planning-and-reflection.md)
- [prompt-caching JSON](https://aura-knowledge.github.io/agents/articles/prompt-caching.json)
- [prompt-caching Markdown](https://aura-knowledge.github.io/agents/articles/prompt-caching.md)
- [prompt-engineering JSON](https://aura-knowledge.github.io/agents/articles/prompt-engineering.json)
- [prompt-engineering Markdown](https://aura-knowledge.github.io/agents/articles/prompt-engineering.md)
- [reasoning-models JSON](https://aura-knowledge.github.io/agents/articles/reasoning-models.json)
- [reasoning-models Markdown](https://aura-knowledge.github.io/agents/articles/reasoning-models.md)
- [retrieval-augmented-generation JSON](https://aura-knowledge.github.io/agents/articles/retrieval-augmented-generation.json)
- [retrieval-augmented-generation Markdown](https://aura-knowledge.github.io/agents/articles/retrieval-augmented-generation.md)
- [tool-use JSON](https://aura-knowledge.github.io/agents/articles/tool-use.json)
- [tool-use Markdown](https://aura-knowledge.github.io/agents/articles/tool-use.md)
- [agent-orchestration topic JSON](https://aura-knowledge.github.io/agents/topics/agent-orchestration.json)
- [agent-provenance topic JSON](https://aura-knowledge.github.io/agents/topics/agent-provenance.json)
- [agentic-commerce topic JSON](https://aura-knowledge.github.io/agents/topics/agentic-commerce.json)
- [ai-agents topic JSON](https://aura-knowledge.github.io/agents/topics/ai-agents.json)
- [ai-governance topic JSON](https://aura-knowledge.github.io/agents/topics/ai-governance.json)
- [ai-history topic JSON](https://aura-knowledge.github.io/agents/topics/ai-history.json)
- [ai-literacy topic JSON](https://aura-knowledge.github.io/agents/topics/ai-literacy.json)
- [ai-native-publishing topic JSON](https://aura-knowledge.github.io/agents/topics/ai-native-publishing.json)
- [ai-society topic JSON](https://aura-knowledge.github.io/agents/topics/ai-society.json)
- [audio topic JSON](https://aura-knowledge.github.io/agents/topics/audio.json)
- [computability topic JSON](https://aura-knowledge.github.io/agents/topics/computability.json)
- [computing-history topic JSON](https://aura-knowledge.github.io/agents/topics/computing-history.json)
- [consumer-behavior topic JSON](https://aura-knowledge.github.io/agents/topics/consumer-behavior.json)
- [cybernetics topic JSON](https://aura-knowledge.github.io/agents/topics/cybernetics.json)
- [digital-gardens topic JSON](https://aura-knowledge.github.io/agents/topics/digital-gardens.json)
- [education topic JSON](https://aura-knowledge.github.io/agents/topics/education.json)
- [evaluation topic JSON](https://aura-knowledge.github.io/agents/topics/evaluation.json)
- [expert-systems topic JSON](https://aura-knowledge.github.io/agents/topics/expert-systems.json)
- [formal-logic topic JSON](https://aura-knowledge.github.io/agents/topics/formal-logic.json)
- [foundation-models topic JSON](https://aura-knowledge.github.io/agents/topics/foundation-models.json)
- [governance topic JSON](https://aura-knowledge.github.io/agents/topics/governance.json)
- [human-ai-interaction topic JSON](https://aura-knowledge.github.io/agents/topics/human-ai-interaction.json)
- [human-progress topic JSON](https://aura-knowledge.github.io/agents/topics/human-progress.json)
- [hype-cycle topic JSON](https://aura-knowledge.github.io/agents/topics/hype-cycle.json)
- [incumbent-adjacent-ventures topic JSON](https://aura-knowledge.github.io/agents/topics/incumbent-adjacent-ventures.json)
- [information-theory topic JSON](https://aura-knowledge.github.io/agents/topics/information-theory.json)
- [institutions topic JSON](https://aura-knowledge.github.io/agents/topics/institutions.json)
- [labor topic JSON](https://aura-knowledge.github.io/agents/topics/labor.json)
- [llm-routing topic JSON](https://aura-knowledge.github.io/agents/topics/llm-routing.json)
- [long-human-road-to-ai topic JSON](https://aura-knowledge.github.io/agents/topics/long-human-road-to-ai.json)
- [machine-learning topic JSON](https://aura-knowledge.github.io/agents/topics/machine-learning.json)
- [neural-networks topic JSON](https://aura-knowledge.github.io/agents/topics/neural-networks.json)
- [onboarding topic JSON](https://aura-knowledge.github.io/agents/topics/onboarding.json)
- [open-protocols topic JSON](https://aura-knowledge.github.io/agents/topics/open-protocols.json)
- [privacy topic JSON](https://aura-knowledge.github.io/agents/topics/privacy.json)
- [product-truth topic JSON](https://aura-knowledge.github.io/agents/topics/product-truth.json)
- [prompting topic JSON](https://aura-knowledge.github.io/agents/topics/prompting.json)
- [research-workflows topic JSON](https://aura-knowledge.github.io/agents/topics/research-workflows.json)
- [scaling topic JSON](https://aura-knowledge.github.io/agents/topics/scaling.json)
- [symbolic-ai topic JSON](https://aura-knowledge.github.io/agents/topics/symbolic-ai.json)
- [transformers topic JSON](https://aura-knowledge.github.io/agents/topics/transformers.json)
- [voice-interfaces topic JSON](https://aura-knowledge.github.io/agents/topics/voice-interfaces.json)
- [Agent Feeds Manifest](https://aura-knowledge.github.io/agents/feeds/manifest.json)
- [Claims Feed JSONL](https://aura-knowledge.github.io/agents/feeds/claims.jsonl)
- [Sources Feed JSONL](https://aura-knowledge.github.io/agents/feeds/sources.jsonl)
- [Roadmap Feed JSONL](https://aura-knowledge.github.io/agents/feeds/roadmap.jsonl)
- [Edges Feed JSONL](https://aura-knowledge.github.io/agents/feeds/edges.jsonl)

## Use
Use article packets as the retrieval unit. Treat maturity values as uncertainty markers. Prefer claim IDs and source IDs over inferred citations. Article artifacts use schemaVersion 3 with a provenance block (agents, reviews, policy) and typed evidence/counterevidence packets. Trust a published packet only when its provenance contains a human-approved review whose contentHash matches the current article.md hash.