{
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  "domain": "agentafk.si",
  "blog_subdomain": "blog.agentafk.si",
  "title": "AgentAFK",
  "home_page_url": "https://agentafk.si/",
  "blog_url": "https://agentafk.si/blog",
  "feed_url": "https://agentafk.si/feed.json",
  "rss_url": "https://agentafk.si/feed.xml",
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    {
      "slug": "why-overnight-agents-bail-out-at-2am",
      "title": "Why Overnight Coding Runs Stop After 15 Minutes: How Checkpoint Leases Fix It",
      "date": "2026-10-18",
      "category": "Overnight Execution",
      "reading_time": "7 min read",
      "summary": "Unattended agents usually stop prematurely after 12 minutes due to conversational politeness bias or stall indefinitely on a hung subprocess. Here is how AgentAFK checkpoint leases solve both.",
      "blog_url": "https://agentafk.si/blog/why-overnight-agents-bail-out-at-2am.html",
      "subdomain_post_url": "https://blog.agentafk.si/posts/why-overnight-agents-bail-out-at-2am.html",
      "markdown_url": "https://agentafk.si/blog/why-overnight-agents-bail-out-at-2am.md"
    },
    {
      "slug": "budget-ceilings-and-rollback-bundles-for-afk-runs",
      "title": "Running Unattended Overnight Solves on Ollama Cloud Without Runaway Spend or Lost Work",
      "date": "2026-10-18",
      "category": "Budgets & Rollback Safety",
      "reading_time": "6 min read",
      "summary": "How AgentAFK pairs pre-task Git rollback bundles with strict call-allocation reservations so an unattended overnight run never corrupts a working checkout or exceeds its ceiling.",
      "blog_url": "https://agentafk.si/blog/budget-ceilings-and-rollback-bundles-for-afk-runs.html",
      "subdomain_post_url": "https://blog.agentafk.si/posts/budget-ceilings-and-rollback-bundles-for-afk-runs.html",
      "markdown_url": "https://agentafk.si/blog/budget-ceilings-and-rollback-bundles-for-afk-runs.md"
    },
    {
      "slug": "flight-recorder-counterexample-self-repair",
      "title": "When a Test Fails at 3 AM: Deterministic Counterexample Repair vs. Blind Retry Loops",
      "date": "2026-10-18",
      "category": "Self-Repair & Diagnostics",
      "reading_time": "7 min read",
      "summary": "Why re-running the same prompt at higher temperature fails during unattended runs, and how AgentAFK's flight recorder extracts minimal counterexample vectors to guide deterministic repair.",
      "blog_url": "https://agentafk.si/blog/flight-recorder-counterexample-self-repair.html",
      "subdomain_post_url": "https://blog.agentafk.si/posts/flight-recorder-counterexample-self-repair.html",
      "markdown_url": "https://agentafk.si/blog/flight-recorder-counterexample-self-repair.md"
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    {
      "slug": "proving-overnight-progress-with-gemma4-and-qwen",
      "title": "Overnight Proof Runs with Cheap Models: How Verification Gates Beat Raw Model Price",
      "date": "2026-10-18",
      "category": "Empirical Benchmarks",
      "reading_time": "7 min read",
      "summary": "Empirical results from running Gemma 4 31B and Qwen 3 Coder 30B overnight through AgentAFK verification gates versus single-shot unassisted generation.",
      "blog_url": "https://agentafk.si/blog/proving-overnight-progress-with-gemma4-and-qwen.html",
      "subdomain_post_url": "https://blog.agentafk.si/posts/proving-overnight-progress-with-gemma4-and-qwen.html",
      "markdown_url": "https://agentafk.si/blog/proving-overnight-progress-with-gemma4-and-qwen.md"
    }
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  "live_samples": [
    {
      "label": "Night Shift #01: 6-Task 3D Asset & Manifold Verification Queue (Ollama Cloud Gemma 4)",
      "payload": {
        "queue_id": "afk-night-2026-10-18-01",
        "model_provider": "ollama-cloud (gemma4:31b)",
        "max_calls_reserved": 24,
        "calls_used": 14,
        "queue_deadline_minutes": 180,
        "checkpoint_lease_seconds": 300,
        "pre_mutation_bundle": "backups/afk-20261018-01.bundle (SHA-256 verified)",
        "tasks_completed": "6/6 (100% passed independent verifier.py)"
      }
    },
    {
      "label": "Night Shift #02: Counterexample Self-Repair at 03:14 AM (Swept-AABB Tunneling Fix)",
      "payload": {
        "queue_id": "afk-night-2026-10-18-02",
        "task_id": "fix_high_velocity_wall_collision",
        "attempt_1": "Failed rule_07 (tunneling at v=42m/s, dt=0.032s)",
        "flight_recorder_action": "Injected minimal counterexample JSON into Attempt 2",
        "attempt_2": "Passed all 14 verifier invariants (0 tunneling events)",
        "calls_used": 2,
        "calls_remaining_in_task_budget": 4
      }
    },
    {
      "label": "Night Shift #03: Uncertain External Outcome Pause & Safe Halt",
      "payload": {
        "queue_id": "afk-night-2026-10-18-03",
        "task_id": "upstream_provider_timeout_test",
        "event": "Upstream HTTP 504 timeout after 120s on call #9",
        "policy_action": "Paused dependent tasks for reconciliation; preserved workspace bundle; 0 blind retries",
        "budget_protected": true
      }
    }
  ],
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    {
      "id": "why-overnight-agents-bail-out-at-2am",
      "url": "https://agentafk.si/blog/why-overnight-agents-bail-out-at-2am.html",
      "external_url": "https://blog.agentafk.si/posts/why-overnight-agents-bail-out-at-2am.html",
      "title": "Why Overnight Coding Runs Stop After 15 Minutes: How Checkpoint Leases Fix It",
      "summary": "Unattended agents usually stop prematurely after 12 minutes due to conversational politeness bias or stall indefinitely on a hung subprocess. Here is how AgentAFK checkpoint leases solve both.",
      "date_published": "2026-10-18T04:00:00Z"
    },
    {
      "id": "budget-ceilings-and-rollback-bundles-for-afk-runs",
      "url": "https://agentafk.si/blog/budget-ceilings-and-rollback-bundles-for-afk-runs.html",
      "external_url": "https://blog.agentafk.si/posts/budget-ceilings-and-rollback-bundles-for-afk-runs.html",
      "title": "Running Unattended Overnight Solves on Ollama Cloud Without Runaway Spend or Lost Work",
      "summary": "How AgentAFK pairs pre-task Git rollback bundles with strict call-allocation reservations so an unattended overnight run never corrupts a working checkout or exceeds its ceiling.",
      "date_published": "2026-10-18T04:00:00Z"
    },
    {
      "id": "flight-recorder-counterexample-self-repair",
      "url": "https://agentafk.si/blog/flight-recorder-counterexample-self-repair.html",
      "external_url": "https://blog.agentafk.si/posts/flight-recorder-counterexample-self-repair.html",
      "title": "When a Test Fails at 3 AM: Deterministic Counterexample Repair vs. Blind Retry Loops",
      "summary": "Why re-running the same prompt at higher temperature fails during unattended runs, and how AgentAFK's flight recorder extracts minimal counterexample vectors to guide deterministic repair.",
      "date_published": "2026-10-18T04:00:00Z"
    },
    {
      "id": "proving-overnight-progress-with-gemma4-and-qwen",
      "url": "https://agentafk.si/blog/proving-overnight-progress-with-gemma4-and-qwen.html",
      "external_url": "https://blog.agentafk.si/posts/proving-overnight-progress-with-gemma4-and-qwen.html",
      "title": "Overnight Proof Runs with Cheap Models: How Verification Gates Beat Raw Model Price",
      "summary": "Empirical results from running Gemma 4 31B and Qwen 3 Coder 30B overnight through AgentAFK verification gates versus single-shot unassisted generation.",
      "date_published": "2026-10-18T04:00:00Z"
    }
  ]
}