{
  "id": "434a36bd816f",
  "url": "https://www.philschmid.de/agents-2.0-deep-agents",
  "title": "Agents 2.0: From Shallow Loops to Deep Agents",
  "note": "Agent \"architecture\" is a quickly moving topic and the state of the art is changing quick, but this approach to making more complex agents is a good example.\n\n> Moving from Shallow Agents to Deep Agents (Agent 1.0 to Agent 2.0) isn't just about connecting an LLM to more tools. It is a shift from reactive loops to proactive architecture. It is about better engineering around the model.\n> \n> Implementing explicit planning, hierarchical delegation via [sub-agents](https://www.philschmid.de/the-rise-of-subagents), and [persistent memory](https://www.philschmid.de/memory-in-agents), allow us to control the context and by controlling the context, we control the complexity, unlocking the ability to solve problems that take hours or days, not just seconds.\n\nThis space will see a ton of experimentation.\n",
  "voice": "mixed",
  "saved": "2025-10-24T03:38:18Z",
  "host": "philschmid.de",
  "kind": "page",
  "tags": [],
  "record": "https://links.thingelstad.xyz/links/434a36bd816f/",
  "markdown": "https://links.thingelstad.xyz/links/434a36bd816f.md",
  "issues": [
    {
      "number": 331,
      "slug": "331",
      "title": "Weekly Thing 331 / RFC, Security, Tokens",
      "date": "2025-11-02T12:00:00Z",
      "section": "Notable",
      "position": 6,
      "url": "https://weekly.thingelstad.com/archive/331/",
      "page": "https://links.thingelstad.xyz/issues/331/"
    }
  ],
  "connections": {
    "same_host": {
      "count": 1,
      "page": "https://links.thingelstad.xyz/hosts/philschmid.de/",
      "nearest": [
        {
          "id": "95ca1ba10ab7",
          "title": "The New Skill in AI is Not Prompting, It's Context Engineering",
          "url": "https://www.philschmid.de/context-engineering",
          "record": "https://links.thingelstad.xyz/links/95ca1ba10ab7/"
        }
      ]
    },
    "same_week": {
      "count": 17,
      "nearest": [
        {
          "id": "9b2e1ea827a5",
          "title": "Measuring Engineering Productivity - Off By One",
          "url": "https://justoffbyone.com/posts/measuring-engineering-productivity/",
          "record": "https://links.thingelstad.xyz/links/9b2e1ea827a5/"
        },
        {
          "id": "0df3519b85ac",
          "title": "Space Exploration Logo Archive",
          "url": "https://spaceexplorationlogoarchive.webflow.io/",
          "record": "https://links.thingelstad.xyz/links/0df3519b85ac/"
        },
        {
          "id": "3abc39b01fb7",
          "title": "Rivian’s Also e-bike is like nothing you’ve ever seen before | The Verge",
          "url": "https://www.theverge.com/news/804157/rivian-tm-b-electric-bike-price-specs-helmet-quad",
          "record": "https://links.thingelstad.xyz/links/3abc39b01fb7/"
        },
        {
          "id": "c712a6c1fab4",
          "title": "RFCs: Blueprints of the Internet | Broadcast",
          "url": "https://ackreq.github.io/posts/what-are-rfcs/",
          "record": "https://links.thingelstad.xyz/links/c712a6c1fab4/"
        },
        {
          "id": "cbb5b2f4f422",
          "title": "Subway Builder",
          "url": "https://www.subwaybuilder.com/",
          "record": "https://links.thingelstad.xyz/links/cbb5b2f4f422/"
        }
      ]
    },
    "mentions": [],
    "mentioned_by": [],
    "saved_twice": []
  },
  "elsewhere": {
    "wayback": "https://web.archive.org/web/*/https://www.philschmid.de/agents-2.0-deep-agents"
  }
}