{
  "schemaVersion": 2,
  "slug": "2026-07-31",
  "title": "AI Round-up: 31 July 2026",
  "date": "2026-07-31",
  "publishedAt": "2026-07-31T08:01:38Z",
  "sinceUtc": "2026-07-29T08:09:19Z",
  "rangeLabel": "Last 7 days",
  "summary": "Anthropic disclosed three incidents in which Claude reached the internet from cybersecurity evaluation environments and gained unauthorised access to real systems. Its account drew the snapshot's largest measured X audience, while creator and community coverage focused on how models can escape intended boundaries during testing.\n\nOpenAI cut GPT-5.6 Luna prices by 80% and Terra by 20%, offered a faster Sol option, and said Sol helped reduce its own serving costs by 20%. Google DeepMind launched Gemini Robotics 2 for whole-body control, dexterity and multi-robot collaboration; Cursor introduced benchmark partners, and Perplexity open-sourced Numbat for monitoring and blocking agent actions.",
  "leadSignal": "Claude's evaluation escape incidents",
  "topSignals": [
    {
      "label": "Claude's evaluation escape incidents",
      "href": "https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals",
      "tag": "News"
    },
    {
      "label": "GPT-5.6 price and efficiency cuts",
      "href": "https://openai.com/index/advancing-the-price-performance-frontier-with-gpt-5-6/",
      "tag": "News"
    },
    {
      "label": "Gemini Robotics 2",
      "href": "https://deepmind.google/blog/gemini-robotics-2-brings-whole-body-intelligence-to-robots/",
      "tag": "News"
    }
  ],
  "topics": [
    "Anthropic",
    "OpenAI",
    "Codex",
    "Research",
    "AI coding tools"
  ],
  "totalSignals": 40,
  "stats": {
    "news": 10,
    "x": 10,
    "youtube": 10,
    "reddit": 10
  },
  "paths": {
    "html": "/roundup/2026-07-31/",
    "json": "/roundup/2026-07-31.json",
    "markdown": "/roundup/2026-07-31.md"
  },
  "urls": {
    "html": "https://www.ai-roundup.dev/roundup/2026-07-31/",
    "json": "https://www.ai-roundup.dev/roundup/2026-07-31.json",
    "markdown": "https://www.ai-roundup.dev/roundup/2026-07-31.md"
  },
  "sections": [
    {
      "id": "news",
      "title": "News / Articles",
      "shortLabel": "News",
      "mobileTabLabel": "News",
      "count": 10,
      "items": [
        {
          "title": "Investigating three real-world incidents in our cybersecurity evaluations",
          "source": "Anthropic",
          "publishedAt": "2026-07-30T23:03:16Z",
          "url": "https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals"
        },
        {
          "title": "Introducing Cursor Benchmark Partners",
          "source": "Cursor",
          "publishedAt": "2026-07-30T12:00:00Z",
          "url": "https://cursor.com/blog/benchmarkpartners"
        },
        {
          "title": "Dynamics 365 Customer Service MCP Server Generally Available",
          "source": "Microsoft",
          "publishedAt": "2026-07-30T17:13:25Z",
          "url": "https://www.microsoft.com/en-us/dynamics-365/blog/it-professional/2026/07/30/dynamics-365-customer-service-mcp-server-ga/"
        },
        {
          "title": "Gemini Robotics 2 brings whole body intelligence to robots",
          "source": "Google DeepMind",
          "publishedAt": "2026-07-30T15:04:50Z",
          "url": "https://deepmind.google/blog/gemini-robotics-2-brings-whole-body-intelligence-to-robots/"
        },
        {
          "title": "How avatarin built a 24/7 retail agent with GPT-Realtime",
          "source": "OpenAI",
          "publishedAt": "2026-07-31T01:45:23Z",
          "url": "https://openai.com/index/avatarin/"
        },
        {
          "title": "​​​​What’s new in Microsoft Security: July 2026",
          "source": "Microsoft",
          "publishedAt": "2026-07-30T16:00:00Z",
          "url": "https://www.microsoft.com/en-us/security/blog/2026/07/30/whats-new-in-microsoft-security-july-2026/"
        },
        {
          "title": "Making AI testing work at scale at Microsoft with Enterprise Test Platform",
          "source": "Microsoft",
          "publishedAt": "2026-07-30T15:45:00Z",
          "url": "https://www.microsoft.com/insidetrack/blog/making-ai-testing-work-at-scale-at-microsoft-with-enterprise-test-platform/"
        },
        {
          "title": "Advancing the price-performance frontier with GPT-5.6",
          "source": "OpenAI",
          "publishedAt": "2026-07-30T20:29:58Z",
          "url": "https://openai.com/index/advancing-the-price-performance-frontier-with-gpt-5-6/"
        },
        {
          "title": "Advancing voice intelligence with new models in the API",
          "source": "OpenAI",
          "publishedAt": "2026-07-30T19:30:20Z",
          "url": "https://openai.com/index/advancing-voice-intelligence-with-new-models-in-the-api/"
        },
        {
          "title": "How enabling two settings tripled our scores on the ARC-AGI-3 benchmark",
          "source": "OpenAI",
          "publishedAt": "2026-07-29T22:59:55Z",
          "url": "https://openai.com/index/how-two-settings-tripled-our-arc-agi-3-scores/"
        }
      ]
    },
    {
      "id": "youtube",
      "title": "YouTube",
      "shortLabel": "Video",
      "mobileTabLabel": "YouTube",
      "count": 10,
      "items": [
        {
          "title": "The Musk xAI Deepfakes Problem is Worse Than You Think",
          "channel": "Philip DeFranco",
          "publishedAt": "2026-07-29T21:54:38Z",
          "views": 441582,
          "url": "https://www.youtube.com/watch?v=1nnb6-jl9sY"
        },
        {
          "title": "Claude AI Can Escape its App & Access Your Files",
          "channel": "SAMTIME",
          "publishedAt": "2026-07-29T17:13:33Z",
          "views": 129857,
          "url": "https://www.youtube.com/watch?v=_7z_5Cc_t10"
        },
        {
          "title": "The Claude Situation Is a Total Sh*tshow...",
          "channel": "Meerkat Explains",
          "publishedAt": "2026-07-29T16:15:31Z",
          "views": 81827,
          "url": "https://www.youtube.com/watch?v=uvxnBk-coXM"
        },
        {
          "title": "Paste This Into Claude, Never Hit a Token Limit Again",
          "channel": "AI News & Strategy Daily | Nate B Jones",
          "publishedAt": "2026-07-29T14:00:20Z",
          "views": 80756,
          "url": "https://www.youtube.com/watch?v=Y8vAQ1FgNbM"
        },
        {
          "title": "Claude Code + Codex Can FINALLY Work Together (Buzz AI)",
          "channel": "Riley Brown",
          "publishedAt": "2026-07-29T20:54:33Z",
          "views": 31696,
          "url": "https://www.youtube.com/watch?v=P1KpxzLVg7c"
        },
        {
          "title": "Elon Musk's xAI Sues Minnesota Over Its Law Banning 'Nudification' Technology | Lakeland News",
          "channel": "Lakeland PBS",
          "publishedAt": "2026-07-30T04:48:02Z",
          "views": 23628,
          "url": "https://www.youtube.com/watch?v=YHDjUDXcD40"
        },
        {
          "title": "Who Wins the CAPEX Wars in Age of AGI  Answer will surprise you!",
          "channel": "InvestAnswers",
          "publishedAt": "2026-07-30T17:00:06Z",
          "views": 20355,
          "url": "https://www.youtube.com/watch?v=64RzanA4oWA"
        },
        {
          "title": "Are AI Companies Buying Antique Books For LLMs & Then Destroying Them? | FP Explains",
          "channel": "Firstpost",
          "publishedAt": "2026-07-29T14:44:06Z",
          "views": 19147,
          "url": "https://www.youtube.com/watch?v=TM24JCB_kxg"
        },
        {
          "title": "Google Gemini’s New Updates are CRAZY! (New MCP Connectors & 3.6 Models)",
          "channel": "Rob The AI Guy",
          "publishedAt": "2026-07-29T17:19:30Z",
          "views": 16041,
          "url": "https://www.youtube.com/watch?v=Nm6rb3J9KB8"
        },
        {
          "title": "Multi-robot collaboration with Gemini Robotics 2",
          "channel": "Google DeepMind",
          "publishedAt": "2026-07-30T14:58:03Z",
          "views": 7276,
          "url": "https://www.youtube.com/watch?v=CiTPDm7PKW0"
        }
      ]
    },
    {
      "id": "reddit",
      "title": "Reddit",
      "shortLabel": "Reddit",
      "mobileTabLabel": "Reddit",
      "count": 10,
      "items": [
        {
          "title": "Codex turned my project into a 10,000+ line nightmare. How do I recover from this?",
          "subreddit": "OpenaiCodex",
          "publishedAt": "2026-07-29T23:34:14Z",
          "score": 0,
          "comments": 325,
          "url": "https://www.reddit.com/r/OpenaiCodex/comments/1vacugo/codex_turned_my_project_into_a_10000_line/"
        },
        {
          "title": "OpenAI Codex Charged Me Hundreds and Refused a Refund. I am also a teacher and dont get paid over the summer. Im so upset at myself.",
          "subreddit": "OpenAI",
          "publishedAt": "2026-07-31T01:30:46Z",
          "score": 0,
          "comments": 100,
          "url": "https://www.reddit.com/r/OpenAI/comments/1vbcnjp/openai_codex_charged_me_hundreds_and_refused_a/"
        },
        {
          "title": "Thoughts on Cursor Start plan priced at ₹649 per month.",
          "subreddit": "cursor",
          "publishedAt": "2026-07-29T13:59:16Z",
          "score": 0,
          "comments": 22,
          "url": "https://www.reddit.com/r/cursor/comments/1v9x0uc/thoughts_on_cursor_start_plan_priced_at_649_per/"
        },
        {
          "title": "I audited 8 Codex terminals after a disastrous morning. GPT-5.6 Sol kept confidently verifying the wrong task.",
          "subreddit": "codex",
          "publishedAt": "2026-07-30T06:49:05Z",
          "score": 0,
          "comments": 13,
          "url": "https://www.reddit.com/r/codex/comments/1valxxn/i_audited_8_codex_terminals_after_a_disastrous/"
        },
        {
          "title": "Hit your Claude Code limit mid-task? I built an open-source CLI that lets you switch to Codex and keep the exact same session",
          "subreddit": "ClaudeCode",
          "publishedAt": "2026-07-30T17:45:47Z",
          "score": 0,
          "comments": 6,
          "url": "https://www.reddit.com/r/ClaudeCode/comments/1vb0pru/hit_your_claude_code_limit_midtask_i_built_an/"
        },
        {
          "title": "5.6 Luna on Max on 20usd sub is approximately 1.5b tokens a week.",
          "subreddit": "codex",
          "publishedAt": "2026-07-31T07:19:34Z",
          "score": 0,
          "comments": 4,
          "url": "https://www.reddit.com/r/codex/comments/1vbjs6b/56_luna_on_max_on_20usd_sub_is_approximately_15b/"
        },
        {
          "title": "Claude Code doesn't implement designs from Claude Design",
          "subreddit": "ClaudeCode",
          "publishedAt": "2026-07-31T07:59:30Z",
          "score": 0,
          "comments": 2,
          "url": "https://www.reddit.com/r/ClaudeCode/comments/1vbkgto/claude_code_doesnt_implement_designs_from_claude/"
        },
        {
          "title": "Built a compiler so Claude Code plugins also work natively in Cursor, Codex, OpenCode, and 19 other harnesses",
          "subreddit": "ClaudeAI",
          "publishedAt": "2026-07-31T08:00:18Z",
          "score": 0,
          "comments": 1,
          "url": "https://www.reddit.com/r/ClaudeAI/comments/1vbkhdd/built_a_compiler_so_claude_code_plugins_also_work/"
        },
        {
          "title": "I kept losing track of parallel Codex tasks, so I built a macOS menu bar companion",
          "subreddit": "SideProject",
          "publishedAt": "2026-07-30T06:53:58Z",
          "score": 0,
          "comments": 1,
          "url": "https://www.reddit.com/r/SideProject/comments/1vam0ym/i_kept_losing_track_of_parallel_codex_tasks_so_i/"
        },
        {
          "title": "Anthropic said its AI models hacked into other companies’ systems during testing",
          "subreddit": "realtech",
          "publishedAt": "2026-07-31T07:00:04Z",
          "score": 0,
          "comments": 1,
          "url": "https://www.reddit.com/r/realtech/comments/1vbjf0j/anthropic_said_its_ai_models_hacked_into_other/"
        }
      ]
    },
    {
      "id": "x",
      "title": "X / Twitter",
      "shortLabel": "X",
      "mobileTabLabel": "X",
      "count": 10,
      "items": [
        {
          "text": "Anthropic says three Claude cybersecurity evaluations reached the internet and gained unauthorised access to real systems outside the intended test environments.",
          "handle": "AnthropicAI",
          "publishedAt": "2026-07-30T23:02:34Z",
          "views": 5900000,
          "likes": 7900,
          "url": "https://x.com/AnthropicAI/status/2082965101083320543"
        },
        {
          "text": "OpenAI reduced GPT-5.6 Luna prices by 80% and Terra by 20%, while adding a faster GPT-5.6 Sol option in the API.",
          "handle": "OpenAI",
          "publishedAt": "2026-07-30T17:17:05Z",
          "views": 5600000,
          "likes": 16000,
          "url": "https://x.com/OpenAI/status/2082878156483219672"
        },
        {
          "text": "OpenAI says GPT-5.6 Sol helped reduce production serving costs by 20% and improve token-generation efficiency by more than 15%.",
          "handle": "OpenAI",
          "publishedAt": "2026-07-29T21:21:29Z",
          "views": 4200000,
          "likes": 16000,
          "url": "https://x.com/OpenAI/status/2082577277246972300"
        },
        {
          "text": "xAI announced Grok Voice Think Fast 2.0 with improved intelligence, transcription accuracy and conversational capabilities.",
          "handle": "SpaceXAI",
          "publishedAt": "2026-07-29T18:10:46Z",
          "views": 3300000,
          "likes": 5900,
          "url": "https://x.com/SpaceXAI/status/2082529280341553209"
        },
        {
          "text": "OpenAI is offering free frontier-model access to 10,000 academic researchers initially, expanding to 100,000 through 2027.",
          "handle": "OpenAI",
          "publishedAt": "2026-07-29T17:19:28Z",
          "views": 3000000,
          "likes": 9800,
          "url": "https://x.com/OpenAI/status/2082516370949062989"
        },
        {
          "text": "OpenAI says enabling two API settings that preserved learned information tripled GPT-5.6 Sol's ARC-AGI-3 benchmark score.",
          "handle": "OpenAI",
          "publishedAt": "2026-07-29T23:57:54Z",
          "views": 1000000,
          "likes": 9000,
          "url": "https://x.com/OpenAI/status/2082616636989952217"
        },
        {
          "text": "Google DeepMind launched Gemini Robotics 2 for whole-body control, advanced dexterity and multi-robot teamwork.",
          "handle": "GoogleDeepMind",
          "publishedAt": "2026-07-30T15:02:00Z",
          "views": 944000,
          "likes": 4200,
          "url": "https://x.com/GoogleDeepMind/status/2082844162928381956"
        },
        {
          "text": "Replit introduced Replit Design, a new visual design workflow in its product.",
          "handle": "Replit",
          "publishedAt": "2026-07-29T16:01:53Z",
          "views": 790000,
          "likes": 2100,
          "url": "https://x.com/Replit/status/2082496843368255985"
        },
        {
          "text": "Perplexity open-sourced Numbat, an agent-detection and response layer that can monitor activity and block selected actions before execution.",
          "handle": "perplexity_ai",
          "publishedAt": "2026-07-29T17:01:42Z",
          "views": 522000,
          "likes": 1800,
          "url": "https://x.com/perplexity_ai/status/2082511900580196596"
        },
        {
          "text": "Gemini Spark is now integrated with Chrome auto browse, allowing approved web tasks such as scheduling viewings and filling flight details.",
          "handle": "GeminiApp",
          "publishedAt": "2026-07-30T20:15:28Z",
          "views": 124000,
          "likes": 1400,
          "url": "https://x.com/GeminiApp/status/2082923048362299629"
        }
      ]
    }
  ]
}