{
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  "title": "Knowledge Hub",
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  "feed_url": "https://chandlercoven.com/feed.json",
  "description": "Coverage of agentic swarms concepts, guides, comparisons, and case studies.",
  "language": "en-US",
  "authors": [
    {
      "name": "Knowledge Hub"
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      "url": "https://chandlercoven.com/kb/",
      "title": "Knowledge Hub",
      "content_text": "Knowledge hub for agentic systems: concepts, implementation guides, comparisons, case studies, and production guardrails.",
      "date_published": "2026-04-06T18:27:38.913Z",
      "date_modified": "2026-04-06T18:27:38.913Z"
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      "id": "https://chandlercoven.com/kb/guides/",
      "url": "https://chandlercoven.com/kb/guides/",
      "title": "Guides — Agentic Swarms KB",
      "content_text": "Implementation guides for designing, deploying, and evaluating agentic swarms.",
      "date_published": "2026-04-06T18:27:38.913Z",
      "date_modified": "2026-04-06T18:27:38.913Z"
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      "url": "https://chandlercoven.com/kb/offerings/",
      "title": "Products, Stack, and Vocabulary — Agentic Swarms KB",
      "content_text": "Overview of products, automations, websites, apps, AI-powered features, model strategy, stack items, and common vocabulary.",
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      "date_modified": "2026-04-06T18:27:38.913Z"
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      "url": "https://chandlercoven.com/kb/comparisons/",
      "title": "Comparisons — Agentic Swarms KB",
      "content_text": "Comparison pages for agentic architectures, orchestration patterns, LLM tier choice, and model strategy tradeoffs.",
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      "url": "https://chandlercoven.com/kb/concepts/",
      "title": "Concepts — Agentic Swarms KB",
      "content_text": "Core concepts for agentic swarms: LLMs, modalities, voice, local models, workflow automation, platform landscape, heartbeat, roles, tools, user intent, and MCP.",
      "date_published": "2026-04-06T18:27:38.909Z",
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      "url": "https://chandlercoven.com/kb/case-studies/",
      "title": "Case Studies — Agentic Swarms KB",
      "content_text": "Case studies documenting real-world swarm deployments, outcomes, and operational lessons.",
      "date_published": "2026-04-06T16:00:07.558Z",
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      "url": "https://chandlercoven.com/kb/case-studies/research-multi-source-synthesis-swarm/",
      "title": "Research Multi-Source Synthesis Swarm — Agentic Swarms KB",
      "content_text": "Research synthesis swarm case study covering architecture, baseline process, outcomes, and lessons for multi-source evidence workflows.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "id": "https://chandlercoven.com/kb/categories/",
      "url": "https://chandlercoven.com/kb/categories/",
      "title": "Categories — Agentic Swarms KB",
      "content_text": "Browse the knowledge base by topic: agents, LLMs, voice, MCP, local models, workflow tools, OpenClaw, and multimodal modes.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "id": "https://chandlercoven.com/kb/comparisons/centralized-vs-federated-agent-memory/",
      "url": "https://chandlercoven.com/kb/comparisons/centralized-vs-federated-agent-memory/",
      "title": "Centralized vs Federated Agent Memory — Agentic Swarms KB",
      "content_text": "Centralized vs federated agent memory explained with decision criteria, tradeoffs, and architecture selection guidance.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "url": "https://chandlercoven.com/kb/comparisons/choosing-llm-tiers-and-families/",
      "title": "Choosing LLM Tiers and Families — Agentic Swarms KB",
      "content_text": "How to tell models apart: latency, reasoning depth, context, tool use, cost, and when to mix tiers in one system.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "url": "https://chandlercoven.com/kb/comparisons/planner-driven-vs-event-driven-orchestration/",
      "title": "Planner-Driven vs Event-Driven Orchestration — Agentic Swarms KB",
      "content_text": "Planner-driven vs event-driven orchestration explained: decision criteria, tradeoffs, and when each pattern performs best.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "id": "https://chandlercoven.com/kb/concepts/agent-roles-and-collaboration/",
      "url": "https://chandlercoven.com/kb/concepts/agent-roles-and-collaboration/",
      "title": "Agent Roles and Collaboration — Agentic Swarms KB",
      "content_text": "What agent roles and collaboration mean in multi-agent systems, including role boundaries, handoffs, and quality-control patterns.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "id": "https://chandlercoven.com/kb/concepts/ai-platforms-and-tools/",
      "url": "https://chandlercoven.com/kb/concepts/ai-platforms-and-tools/",
      "title": "AI Platforms and Tools — Agentic Swarms KB",
      "content_text": "Landscape of common AI platforms and tools: model APIs, assistants, developer frameworks, data retrieval, and infra—without picking a single stack.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "url": "https://chandlercoven.com/kb/concepts/llm-modes-and-modalities/",
      "title": "LLM Modes and Modalities — Agentic Swarms KB",
      "content_text": "Product modes like deep research, agent mode, image and video generation—what they imply for tools, cost, and safety.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/concepts/llms-in-agentic-systems/",
      "url": "https://chandlercoven.com/kb/concepts/llms-in-agentic-systems/",
      "title": "LLMs in Agentic Systems — Agentic Swarms KB",
      "content_text": "How large language models fit agentic systems: routing, context, tools, and reliability—not chat alone.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/concepts/local-and-open-weight-models/",
      "url": "https://chandlercoven.com/kb/concepts/local-and-open-weight-models/",
      "title": "Local and Open-Weight Models — Agentic Swarms KB",
      "content_text": "Local and open-weight models: data residency, cost at scale, ops burden, and when hosted APIs win.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/concepts/soul-identity-and-continuity-layer/",
      "url": "https://chandlercoven.com/kb/concepts/soul-identity-and-continuity-layer/",
      "title": "Soul: Identity and Continuity Layer — Agentic Swarms KB",
      "content_text": "What the soul layer is in agentic systems: persistent identity, mission constraints, and continuity memory across sessions.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "url": "https://chandlercoven.com/kb/concepts/tool-boundaries-and-execution/",
      "title": "Tool Boundaries and Execution — Agentic Swarms KB",
      "content_text": "Tool boundaries in agentic systems explained: capability scopes, approval controls, and safe execution guardrails.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/concepts/user-intent-constraints-and-approval/",
      "url": "https://chandlercoven.com/kb/concepts/user-intent-constraints-and-approval/",
      "title": "User Intent, Constraints, and Approval — Agentic Swarms KB",
      "content_text": "User intent, constraints, and approval gates in agentic workflows: how to define safer execution boundaries and decision authority.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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      "id": "https://chandlercoven.com/kb/concepts/voice-agents/",
      "url": "https://chandlercoven.com/kb/concepts/voice-agents/",
      "title": "Voice Agents — Agentic Swarms KB",
      "content_text": "Voice agents: speech I/O, latency budgets, turn-taking, and safety for spoken agentic workflows.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/concepts/workflow-automation-and-agent-swarms/",
      "url": "https://chandlercoven.com/kb/concepts/workflow-automation-and-agent-swarms/",
      "title": "Workflow Automation and Agent Swarms — Agentic Swarms KB",
      "content_text": "Workflow tools like n8n vs agent swarms: deterministic automation, branching logic, and when to add LLM judgment.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
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    {
      "id": "https://chandlercoven.com/kb/guides/agentic-swarm-principles/",
      "url": "https://chandlercoven.com/kb/guides/agentic-swarm-principles/",
      "title": "Agentic Swarm Principles — Agentic Swarms KB",
      "content_text": "Core principles for operating agentic swarms with reliability, safety, traceability, and governance.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/guides/agentic-swarms-faq/",
      "url": "https://chandlercoven.com/kb/guides/agentic-swarms-faq/",
      "title": "Agentic Swarms FAQ — Guides",
      "content_text": "Frequently asked questions about agentic swarms, architecture, reliability, and safe deployment.",
      "date_published": "2026-04-06T00:00:00.000Z",
      "date_modified": "2026-04-06T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/case-studies/engineering-code-review-swarm/",
      "url": "https://chandlercoven.com/kb/case-studies/engineering-code-review-swarm/",
      "title": "Engineering Code Review Swarm — Agentic Swarms KB",
      "content_text": "Engineering code review swarm case study with role architecture, baseline process limits, outcomes, and quality lessons.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/case-studies/ops-incident-response-swarm/",
      "url": "https://chandlercoven.com/kb/case-studies/ops-incident-response-swarm/",
      "title": "Ops Incident Response Swarm — Agentic Swarms KB",
      "content_text": "Incident response swarm case study with triage architecture, baseline limits, outcomes, and safe remediation patterns.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/case-studies/support-triage-swarm/",
      "url": "https://chandlercoven.com/kb/case-studies/support-triage-swarm/",
      "title": "Support Triage Swarm — Agentic Swarms KB",
      "content_text": "Support triage swarm case study with architecture, baseline bottlenecks, outcomes, and lessons for escalation accuracy.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/comparisons/mcp-vs-direct-api-integration/",
      "url": "https://chandlercoven.com/kb/comparisons/mcp-vs-direct-api-integration/",
      "title": "MCP vs Direct API Integration — Agentic Swarms KB",
      "content_text": "MCP vs direct API integration explained with decision criteria, tradeoffs, and architecture selection guidance.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/comparisons/swarm-vs-single-agent/",
      "url": "https://chandlercoven.com/kb/comparisons/swarm-vs-single-agent/",
      "title": "Swarm vs Single-Agent Systems — Agentic Swarms KB",
      "content_text": "Compare swarm and single-agent architectures across speed, reliability, complexity, and operating cost.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/concepts/heartbeat/",
      "url": "https://chandlercoven.com/kb/concepts/heartbeat/",
      "title": "Heartbeat in Agentic Systems — Agentic Swarms KB",
      "content_text": "Heartbeat in agentic systems explained: the orchestration control loop that coordinates execution cadence, retries, and quality checks.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/concepts/mcp/",
      "url": "https://chandlercoven.com/kb/concepts/mcp/",
      "title": "MCP in Agentic Architectures — Agentic Swarms KB",
      "content_text": "MCP in agentic architectures explained: standardized tool discovery, permission controls, and safer external resource access.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/guides/design-your-first-swarm/",
      "url": "https://chandlercoven.com/kb/guides/design-your-first-swarm/",
      "title": "Design Your First Agentic Swarm — Agentic Swarms KB",
      "content_text": "A practical guide to designing your first agentic swarm with role boundaries, tool permissions, evaluation, and release guardrails.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/guides/open-claw-adoption-playbook/",
      "url": "https://chandlercoven.com/kb/guides/open-claw-adoption-playbook/",
      "title": "Open Claw Adoption Playbook — Agentic Swarms KB",
      "content_text": "Conversion-focused adoption playbook for teams implementing Open Claw agentic swarms in production.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    },
    {
      "id": "https://chandlercoven.com/kb/guides/scope-agent-permissions/",
      "url": "https://chandlercoven.com/kb/guides/scope-agent-permissions/",
      "title": "Scope Agent Permissions Safely — Agentic Swarms KB",
      "content_text": "How to scope agent permissions using least privilege, policy checks, and approval gates in production swarms.",
      "date_published": "2026-03-31T00:00:00.000Z",
      "date_modified": "2026-03-31T00:00:00.000Z"
    }
  ],
  "date_modified": "2026-04-06T18:29:10.341Z"
}
