{
  "$schema": "https://themachinepress.com/schemas/edition-v1.schema.json",
  "schema_version": "1.0.0",
  "document_type": "machine_press_edition",
  "edition_id": "mp-2026-10-25-morning-0107",
  "source_edition_id": "mp-2026-10-25-morning-0107",
  "edition_number": 107,
  "edition_label": "Morning edition",
  "status": "published",
  "revision": 1,
  "published_at": "2026-10-25T09:00:00.000-04:00",
  "modified_at": "2026-10-25T09:00:00.000-04:00",
  "timezone": "America/Detroit",
  "canonical_url": "https://themachinepress.com/edition/2026-10-25",
  "html_url": "https://themachinepress.com/edition/2026-10-25",
  "json_url": "https://themachinepress.com/edition/2026-10-25.json",
  "markdown_url": "https://themachinepress.com/edition/2026-10-25.md",
  "lead_story_id": "mp-2026-10-25-001",
  "lead_summary": "An automated search loop improves three quantum-compilation problems while a frozen exact checker certifies every submitted program before any result counts.",
  "coverage_window": {
    "start": "2026-10-22T10:23:26.000-04:00",
    "end": "2026-10-25T08:17:14.361-04:00"
  },
  "story_count": 27,
  "stories": [
    {
      "story_id": "mp-2026-10-25-001",
      "source_story_id": "tmp-lead-certified-quantum-circuit-agents",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 1,
      "story_type": "lead",
      "section": "developer-tools",
      "editorial_classification": "editorial",
      "headline": "The Agent Finds a Cheaper Circuit. The Verifier Decides.",
      "slug": "the-agent-finds-a-cheaper-circuit-the-verifier-decides",
      "dek": "An automated search loop improves three quantum-compilation problems while a frozen exact checker certifies every submitted program before any result counts.",
      "summary": "An automated search loop improves three quantum-compilation problems while a frozen exact checker certifies every submitted program before any result counts.",
      "body_text": "Quantum-circuit compilation contains optimization problems that are difficult to solve but sometimes efficient to verify. This work turns that asymmetry into an agent workflow: a researcher and an agent formulate the challenge, the agent builds an exact verifier, and the verifier is tested against solved cases, deliberately broken answers and published results before search begins. Later agents iteratively submit programs and notes, with only verifier-certified candidates retained. Across fermion-to-qubit encoding, Hamiltonian layout and unitary synthesis, the authors report cost reductions of up to 73 percent at the largest tested sizes and better results than a state-of-the-art fermion-to-qubit optimizer. The method applies only when correctness and objective value can be checked exactly and efficiently; it does not establish general quantum advantage or reliable automated discovery without a sound verifier.",
      "why_it_matters": "An automated search loop improves three quantum-compilation problems while a frozen exact checker certifies every submitted program before any result counts.",
      "limitations": [
        "Later agents iteratively submit programs and notes, with only verifier-certified candidates retained.",
        "The method applies only when correctness and objective value can be checked exactly and efficiently; it does not establish general quantum advantage or reliable automated discovery without a sound verifier."
      ],
      "importance": 10,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-001/the-agent-finds-a-cheaper-circuit-the-verifier-decides",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-001.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-001-001",
          "text": "An automated search loop improves three quantum-compilation problems while a frozen exact checker certifies every submitted program before any result counts.",
          "source_ids": [
            "source-2026-10-25-001"
          ],
          "qualification": "Later agents iteratively submit programs and notes, with only verifier-certified candidates retained."
        }
      ],
      "source_ids": [
        "source-2026-10-25-001"
      ],
      "tags": [
        "quantum compilation",
        "AI agents",
        "formal verification",
        "automated discovery"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/lead-certified-quantum-circuits.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-002",
      "source_story_id": "tmp-feature-solid-oxide-quantum-screening",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 2,
      "story_type": "secondary",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "The Quantum Advantage Is Still a Materials Checklist",
      "slug": "the-quantum-advantage-is-still-a-materials-checklist",
      "dek": "A proposed screening stack connects oxygen vacancies and electronic conductivity to solid-oxide-cell performance, then names the benchmarks still needed before the quantum case is real.",
      "summary": "A proposed screening stack connects oxygen vacancies and electronic conductivity to solid-oxide-cell performance, then names the benchmarks still needed before the quantum case is real.",
      "body_text": "Strongly correlated oxygen-electrode materials can make classical electronic-structure calculations difficult as the active space grows. The authors lay out an end-to-end assessment framework for solid-oxide fuel and electrolysis cells: density-functional screening narrows candidates, GW-based embedding constructs correlated impurity problems, and prospective quantum impurity solvers provide finite-temperature Green's functions. A continuum model then connects vacancy formation, migration and conductivity to surface exchange, transport, microstructure and electrode thickness. The paper supplies illustrative logical-qubit counts and lists the state-preparation, simulation, measurement and repeated-solve costs that a full resource assessment must include. It identifies an opportunity and a benchmark program, not a demonstrated quantum advantage, validated material or commercial deployment; its worldwide value estimates depend on public targets and adoption scenarios.",
      "why_it_matters": "A proposed screening stack connects oxygen vacancies and electronic conductivity to solid-oxide-cell performance, then names the benchmarks still needed before the quantum case is real.",
      "limitations": [
        "The authors lay out an end-to-end assessment framework for solid-oxide fuel and electrolysis cells: density-functional screening narrows candidates, GW-based embedding constructs correlated impurity problems, and prospective quantum impurity solvers provide finite-temperature Green's functions.",
        "It identifies an opportunity and a benchmark program, not a demonstrated quantum advantage, validated material or commercial deployment; its worldwide value estimates depend on public targets and adoption scenarios."
      ],
      "importance": 10,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-002/the-quantum-advantage-is-still-a-materials-checklist",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-002.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-002-001",
          "text": "A proposed screening stack connects oxygen vacancies and electronic conductivity to solid-oxide-cell performance, then names the benchmarks still needed before the quantum case is real.",
          "source_ids": [
            "source-2026-10-25-002"
          ],
          "qualification": "The authors lay out an end-to-end assessment framework for solid-oxide fuel and electrolysis cells: density-functional screening narrows candidates, GW-based embedding constructs correlated impurity problems, and prospective quantum impurity solvers provide finite-temperature Green's functions."
        }
      ],
      "source_ids": [
        "source-2026-10-25-002"
      ],
      "tags": [
        "quantum simulation",
        "materials science",
        "solid oxide cells",
        "energy"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/feature-solid-oxide-quantum-screening.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-003",
      "source_story_id": "tmp-story-echo-vla-status-denoising",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 3,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The Robot Denoises Whether It Is Done",
      "slug": "the-robot-denoises-whether-it-is-done",
      "dek": "Echo folds stop and failure signals into each action chunk, learning completion and recovery cues without frame-by-frame progress labels.",
      "summary": "Echo folds stop and failure signals into each action chunk, learning completion and recovery cues without frame-by-frame progress labels.",
      "body_text": "A robot policy needs to know not only what to do next but whether the task has succeeded or failed. Echo adds stop and failure values as two dimensions of every vision-language-action chunk and denoises them alongside the motor commands. Successful, failed and recovery trajectories provide complementary supervision without frame-level progress labels. The status dimensions are denoised faster, allowing later action steps to condition on cleaner estimates while controlled interactions keep status and action learning coupled. The authors report accurate status prediction and consistent policy improvements in real-world manipulation experiments. The evidence belongs to the tested tasks, data construction and model design; it does not show that every failure will be detected.",
      "why_it_matters": "Echo folds stop and failure signals into each action chunk, learning completion and recovery cues without frame-by-frame progress labels.",
      "limitations": [
        "A robot policy needs to know not only what to do next but whether the task has succeeded or failed.",
        "The evidence belongs to the tested tasks, data construction and model design; it does not show that every failure will be detected."
      ],
      "importance": 9,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-003/the-robot-denoises-whether-it-is-done",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-003.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-003-001",
          "text": "Echo folds stop and failure signals into each action chunk, learning completion and recovery cues without frame-by-frame progress labels.",
          "source_ids": [
            "source-2026-10-25-003"
          ],
          "qualification": "A robot policy needs to know not only what to do next but whether the task has succeeded or failed."
        }
      ],
      "source_ids": [
        "source-2026-10-25-003"
      ],
      "tags": [
        "robotics",
        "vision-language-action",
        "failure detection",
        "recovery"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/echo-status-robot.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-004",
      "source_story_id": "tmp-story-conservative-meta-agent-search",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 4,
      "story_type": "dispatch",
      "section": "benchmarks-evals",
      "editorial_classification": "editorial",
      "headline": "The Meta-Agent Must Beat the Incumbent Before Promotion",
      "slug": "the-meta-agent-must-beat-the-incumbent-before-promotion",
      "dek": "A conservative architecture search uses paired shadow replay, simulated canaries and rollback instead of treating every proposed team change as progress.",
      "summary": "A conservative architecture search uses paired shadow replay, simulated canaries and rollback instead of treating every proposed team change as progress.",
      "body_text": "Agent architectures deployed under shifting conditions face delayed feedback, correlated failures and costly changes. Conservative Meta-Agent Search retrieves prior architectures, proposes typed graph edits and compares each candidate with the incumbent through paired shadow replay using common random numbers. Promotion requires a variance-penalized margin, followed by a simulated canary and predefined rollback. On the author-designed MetaInvest-Bench, CMAS lowered normalized dynamic-oracle regret from 0.116 to 0.104 and raised held-out utility from 0.44 to 0.48 over the strongest adaptive baseline, while shrinking teams when extra workers added no value. Search-inclusive token cost was highest. The calibration concerns one replay statistic and benchmark; it guarantees neither harm-free canaries nor production improvement.",
      "why_it_matters": "A conservative architecture search uses paired shadow replay, simulated canaries and rollback instead of treating every proposed team change as progress.",
      "limitations": [],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-004/the-meta-agent-must-beat-the-incumbent-before-promotion",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-004.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-004-001",
          "text": "A conservative architecture search uses paired shadow replay, simulated canaries and rollback instead of treating every proposed team change as progress.",
          "source_ids": [
            "source-2026-10-25-004"
          ],
          "qualification": null
        }
      ],
      "source_ids": [
        "source-2026-10-25-004"
      ],
      "tags": [
        "multi-agent systems",
        "architecture search",
        "canary testing",
        "rollback"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-005",
      "source_story_id": "tmp-story-valuspec-branch-filtering",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 5,
      "story_type": "dispatch",
      "section": "infrastructure",
      "editorial_classification": "editorial",
      "headline": "The Target Model Checks Fewer Bad Branches",
      "slug": "the-target-model-checks-fewer-bad-branches",
      "dek": "ValuSpec filters low-value speculative candidates before expensive verification while preserving the target model's greedy output exactly.",
      "summary": "ValuSpec filters low-value speculative candidates before expensive verification while preserving the target model's greedy output exactly.",
      "body_text": "Retrieval-based speculative decoding can reuse historical drafts, but larger candidate trees accumulate branches unlikely to survive target-model verification. ValuSpec scores and filters a supplied tree before that expensive step. Its threshold comes from the target model's greedy trajectories on a calibration split, and transfer-based supervision aligns valuation with the target without parameter training. The remaining tree is still verified under an output-identical greedy rule, so accepted tokens match ordinary autoregressive decoding. The authors report up to 2.38-times end-to-end speedup in retrieval-based settings and 2.78-times when attached to EAGLE-3. Those maxima depend on the tested models, tasks, calibration and serving setup; the method does not accelerate every workload by that amount.",
      "why_it_matters": "ValuSpec filters low-value speculative candidates before expensive verification while preserving the target model's greedy output exactly.",
      "limitations": [
        "Those maxima depend on the tested models, tasks, calibration and serving setup; the method does not accelerate every workload by that amount."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-005/the-target-model-checks-fewer-bad-branches",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-005.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-005-001",
          "text": "ValuSpec filters low-value speculative candidates before expensive verification while preserving the target model's greedy output exactly.",
          "source_ids": [
            "source-2026-10-25-005"
          ],
          "qualification": "Those maxima depend on the tested models, tasks, calibration and serving setup; the method does not accelerate every workload by that amount."
        }
      ],
      "source_ids": [
        "source-2026-10-25-005"
      ],
      "tags": [
        "inference",
        "speculative decoding",
        "serving",
        "efficiency"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-006",
      "source_story_id": "tmp-story-warpweaver-multirobot-agreement",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 6,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "Six Robots Negotiate Rent on Shared Space",
      "slug": "six-robots-negotiate-rent-on-shared-space",
      "dek": "WarpWeaver grows local command trees and prices contested regions so decentralized planners can approach a certified agreement before the clock runs out.",
      "summary": "WarpWeaver grows local command trees and prices contested regions so decentralized planners can approach a certified agreement before the clock runs out.",
      "body_text": "Joint optimal control for multiple nonlinear robots is usually centralized and offline, while real-time decentralized planners emphasize collision avoidance rather than the joint optimum. WarpWeaver replaces coupling with local constraints, grows dispersive command trees onboard and uses decentralized column generation to negotiate rents on shared space. At quiescence, the resulting agreement carries a near-optimality certificate; under deadlines, the asynchronous loop returns the best agreement reached so far. In simulation, the authors report travel-time reductions up to 22 percent against centralized offline planners and up to 37 percent against a decentralized real-time baseline, plus hardware experiments on six robots. The gains are benchmark- and scenario-specific and do not certify optimality when negotiation stops early.",
      "why_it_matters": "WarpWeaver grows local command trees and prices contested regions so decentralized planners can approach a certified agreement before the clock runs out.",
      "limitations": [
        "The gains are benchmark- and scenario-specific and do not certify optimality when negotiation stops early."
      ],
      "importance": 9,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-006/six-robots-negotiate-rent-on-shared-space",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-006.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-006-001",
          "text": "WarpWeaver grows local command trees and prices contested regions so decentralized planners can approach a certified agreement before the clock runs out.",
          "source_ids": [
            "source-2026-10-25-006"
          ],
          "qualification": "The gains are benchmark- and scenario-specific and do not certify optimality when negotiation stops early."
        }
      ],
      "source_ids": [
        "source-2026-10-25-006"
      ],
      "tags": [
        "multi-robot systems",
        "planning",
        "decentralization",
        "optimal control"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-007",
      "source_story_id": "tmp-story-scope-plan-error-datasets",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 7,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The Failed Plan Repairs the Training Scene",
      "slug": "the-failed-plan-repairs-the-training-scene",
      "dek": "SCOPE turns planner execution errors into feedback for correcting hallucinated scene graphs before they enter long-horizon robot datasets.",
      "summary": "SCOPE turns planner execution errors into feedback for correcting hallucinated scene graphs before they enter long-horizon robot datasets.",
      "body_text": "Automatically generated task-and-motion-planning data can be repetitive or physically unsolvable when a language model invents inconsistent scene graphs. SCOPE measures scenario diversity while running a planner against each generated scene. Execution failures feed a retroactive correction loop that repairs logical and physical inconsistencies before the example is accepted. In the reported comparison, an LLM fine-tuned on SCOPE data achieved a 12.33-point absolute success-rate gain over a counterpart trained on data from the DELTA PDDL-based generator. This evaluates the authors' generation pipeline, planners and downstream tasks; it does not establish that every corrected scene is physically complete or that synthetic planning data transfers to every robot.",
      "why_it_matters": "SCOPE turns planner execution errors into feedback for correcting hallucinated scene graphs before they enter long-horizon robot datasets.",
      "limitations": [
        "This evaluates the authors' generation pipeline, planners and downstream tasks; it does not establish that every corrected scene is physically complete or that synthetic planning data transfers to every robot."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-007/the-failed-plan-repairs-the-training-scene",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-007.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-007-001",
          "text": "SCOPE turns planner execution errors into feedback for correcting hallucinated scene graphs before they enter long-horizon robot datasets.",
          "source_ids": [
            "source-2026-10-25-007"
          ],
          "qualification": "This evaluates the authors' generation pipeline, planners and downstream tasks; it does not establish that every corrected scene is physically complete or that synthetic planning data transfers to every robot."
        }
      ],
      "source_ids": [
        "source-2026-10-25-007"
      ],
      "tags": [
        "task planning",
        "dataset generation",
        "scene graphs",
        "error correction"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-008",
      "source_story_id": "tmp-story-refinable-semantic-map",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 8,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The Robot Map Can Forget a Chair That Moved",
      "slug": "the-robot-map-can-forget-a-chair-that-moved",
      "dek": "Point-level confidence updates remove stale geometry instead of letting an open-vocabulary spatial memory grow forever by accumulation.",
      "summary": "Point-level confidence updates remove stale geometry instead of letting an open-vocabulary spatial memory grow forever by accumulation.",
      "body_text": "Object-centric semantic maps often append new points without revisiting old ones, allowing segmentation errors and geometry from moved objects to persist. This framework gives every object point a confidence score updated from multi-view temporal evidence. Consistent observations reinforce a point; conflicting masks, depth and visibility cues suppress it. Object tracking and re-identification preserve identity across relocation while the point cloud itself remains editable. The authors report accuracy gains of 3.46 percent on Replica and 2.55 percent on ScanNet, plus navigation and embodied-question-answering success rates of 82.4 and 76.7 percent. Those results depend on the tested datasets and perception stack and do not imply a complete or error-free map of arbitrary dynamic spaces.",
      "why_it_matters": "Point-level confidence updates remove stale geometry instead of letting an open-vocabulary spatial memory grow forever by accumulation.",
      "limitations": [
        "Those results depend on the tested datasets and perception stack and do not imply a complete or error-free map of arbitrary dynamic spaces."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-008/the-robot-map-can-forget-a-chair-that-moved",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-008.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-008-001",
          "text": "Point-level confidence updates remove stale geometry instead of letting an open-vocabulary spatial memory grow forever by accumulation.",
          "source_ids": [
            "source-2026-10-25-008"
          ],
          "qualification": "Those results depend on the tested datasets and perception stack and do not imply a complete or error-free map of arbitrary dynamic spaces."
        }
      ],
      "source_ids": [
        "source-2026-10-25-008"
      ],
      "tags": [
        "semantic mapping",
        "spatial memory",
        "dynamic environments",
        "robot navigation"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/point-map-network.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-009",
      "source_story_id": "tmp-story-skelam-robot-world-model",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 9,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The World Model Separates the Arm From What It Moves",
      "slug": "the-world-model-separates-the-arm-from-what-it-moves",
      "dek": "Skeleton supervision grounds one latent-action channel in robot kinematics while a residual channel retains the rest of the visual change.",
      "summary": "Skeleton supervision grounds one latent-action channel in robot kinematics while a residual channel retains the rest of the visual change.",
      "body_text": "Video-trained robot world models can blur together commanded motion, object response and incidental scene change. SkeLAM splits latent action into a kinematic component supervised by robot skeletons and a residual component for complementary visual dynamics. Cross-modal reconstruction encourages RGB- and skeleton-derived kinematics to align, while branch dropout limits reliance on future-derived residual information. A lightweight adapter maps real robot actions into the kinematic space at inference. On DROID, the authors report a 19.5 percent reduction in end-effector displacement error and an 11.1 percent LPIPS improvement against DreamDojo, with qualitative human-to-robot motion transfer. The findings concern the evaluated data, metrics and rollouts; generated agreement is not a safety guarantee for physical execution.",
      "why_it_matters": "Skeleton supervision grounds one latent-action channel in robot kinematics while a residual channel retains the rest of the visual change.",
      "limitations": [
        "The findings concern the evaluated data, metrics and rollouts; generated agreement is not a safety guarantee for physical execution."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-009/the-world-model-separates-the-arm-from-what-it-moves",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-009.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-009-001",
          "text": "Skeleton supervision grounds one latent-action channel in robot kinematics while a residual channel retains the rest of the visual change.",
          "source_ids": [
            "source-2026-10-25-009"
          ],
          "qualification": "The findings concern the evaluated data, metrics and rollouts; generated agreement is not a safety guarantee for physical execution."
        }
      ],
      "source_ids": [
        "source-2026-10-25-009"
      ],
      "tags": [
        "world models",
        "latent actions",
        "robot kinematics",
        "video"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-010",
      "source_story_id": "tmp-story-focusvla-view-routing",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 10,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The Robot Looks Through the Camera Its Next Move Needs",
      "slug": "the-robot-looks-through-the-camera-its-next-move-needs",
      "dek": "Future interaction intent routes attention between global and wrist views instead of letting one camera dominate every manipulation stage.",
      "summary": "Future interaction intent routes attention between global and wrist views instead of letting one camera dominate every manipulation stage.",
      "body_text": "Multi-view robot policies receive complementary global and local observations, yet the authors found persistent over-reliance on the wrist camera. FocusVLA predicts future interaction intent from action history and uses that estimate to route visual information differently across task stages. The modules can be attached to existing vision-language-action frameworks without changing their cores. On RoboTwin 2.0, the paper reports a 10.10-point average success-rate improvement over the strongest pi-0.5 baseline; in real-world tests, success rose from 71.7 to 85.0 percent. These figures describe the selected benchmark, baseline and physical tasks and do not demonstrate that predicted intent will choose the right view under every occlusion or distribution shift.",
      "why_it_matters": "Future interaction intent routes attention between global and wrist views instead of letting one camera dominate every manipulation stage.",
      "limitations": [
        "These figures describe the selected benchmark, baseline and physical tasks and do not demonstrate that predicted intent will choose the right view under every occlusion or distribution shift."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-010/the-robot-looks-through-the-camera-its-next-move-needs",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-010.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-010-001",
          "text": "Future interaction intent routes attention between global and wrist views instead of letting one camera dominate every manipulation stage.",
          "source_ids": [
            "source-2026-10-25-010"
          ],
          "qualification": "These figures describe the selected benchmark, baseline and physical tasks and do not demonstrate that predicted intent will choose the right view under every occlusion or distribution shift."
        }
      ],
      "source_ids": [
        "source-2026-10-25-010"
      ],
      "tags": [
        "vision-language-action",
        "multi-view perception",
        "manipulation",
        "routing"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-011",
      "source_story_id": "tmp-story-cohelix-propeller-tracking",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 11,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "Four Propellers Share One Moving Geometry",
      "slug": "four-propellers-share-one-moving-geometry",
      "dek": "An event-camera tracker estimates one homography across a quadrotor while keeping separate rotation states for each spinning propeller.",
      "summary": "An event-camera tracker estimates one homography across a quadrotor while keeping separate rotation states for each spinning propeller.",
      "body_text": "A moving event camera sees blade rotation mixed with camera motion, background events and half- or double-rate ambiguities. CoHelix assigns events to four coplanar propellers, updates each rotation state separately and lets accepted measurements from any propeller refine one shared projective geometry. The paper emphasizes lock—the fraction of time an estimate remains within two percent of synchronized ground truth—rather than mean error alone. On moving-camera recordings, CoHelix reached 62.9 percent lock versus 39.8 and 22.2 percent for two comparisons; on a private target-follower set it reached 95.9 percent. The private set and fixed initialization limit generalization, and the tracker does not prove safe flight control.",
      "why_it_matters": "An event-camera tracker estimates one homography across a quadrotor while keeping separate rotation states for each spinning propeller.",
      "limitations": [
        "The private set and fixed initialization limit generalization, and the tracker does not prove safe flight control."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-011/four-propellers-share-one-moving-geometry",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-011.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-011-001",
          "text": "An event-camera tracker estimates one homography across a quadrotor while keeping separate rotation states for each spinning propeller.",
          "source_ids": [
            "source-2026-10-25-011"
          ],
          "qualification": "The private set and fixed initialization limit generalization, and the tracker does not prove safe flight control."
        }
      ],
      "source_ids": [
        "source-2026-10-25-011"
      ],
      "tags": [
        "event cameras",
        "quadrotors",
        "tracking",
        "projective geometry"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-012",
      "source_story_id": "tmp-story-diffdreamer-quadrotor-control",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 12,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The Drone Dreams the Gate but Simulates Its Own Body",
      "slug": "the-drone-dreams-the-gate-but-simulates-its-own-body",
      "dek": "DiffDreamer leaves external dynamics to a learned world model while a differentiable simulator carries the quadrotor's explicit physical state.",
      "summary": "DiffDreamer leaves external dynamics to a learned world model while a differentiable simulator carries the quadrotor's explicit physical state.",
      "body_text": "Agile flight through moving gates requires predicting the environment without losing high-frequency control of the vehicle. DiffDreamer separates those jobs within one reinforcement-learning update. A learned latent world model propagates external motion and history-dependent features; a differentiable simulator propagates the quadrotor's physical state. The actor objective also separates critic-driven task rewards from differentiable motion rewards. On aggressive tracking and dynamic-gate racing, the authors report faster convergence and stronger final performance than model-free, model-based, differentiable-RL and classical planning-and-control comparisons, plus proof-of-concept real flights. The abstract provides no universal margin, and simulation structure, reward design and selected tasks constrain the claim.",
      "why_it_matters": "DiffDreamer leaves external dynamics to a learned world model while a differentiable simulator carries the quadrotor's explicit physical state.",
      "limitations": [],
      "importance": 9,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-012/the-drone-dreams-the-gate-but-simulates-its-own-body",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-012.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-012-001",
          "text": "DiffDreamer leaves external dynamics to a learned world model while a differentiable simulator carries the quadrotor's explicit physical state.",
          "source_ids": [
            "source-2026-10-25-012"
          ],
          "qualification": null
        }
      ],
      "source_ids": [
        "source-2026-10-25-012"
      ],
      "tags": [
        "quadrotors",
        "world models",
        "differentiable simulation",
        "reinforcement learning"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-013",
      "source_story_id": "tmp-story-person-level-private-distributions",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 13,
      "story_type": "dispatch",
      "section": "safety-security",
      "editorial_classification": "editorial",
      "headline": "Privacy Counts the Person, Not Each Sample",
      "slug": "privacy-counts-the-person-not-each-sample",
      "dek": "A degree-six sum-of-squares estimator reaches near-optimal user counts when every participant contributes a batch from one discrete distribution.",
      "summary": "A degree-six sum-of-squares estimator reaches near-optimal user counts when every participant contributes a batch from one discrete distribution.",
      "body_text": "Sample-level privacy can understate exposure when one person contributes many correlated records. This work studies person-level differential privacy for learning a discrete distribution from n users, each supplying m independent samples. It gives polynomial-time algorithms for both pure and approximate privacy, with the pure-DP user requirement matching the information-theoretic optimum up to logarithmic factors. The construction uses a degree-six sum-of-squares estimator for untrusted batches and a covariance certificate that preserves mean-dependent multinomial variance. A statistical-query lower bound rules out uniformly smaller error under fixed polynomial resources. These are theoretical rate and complexity results under the stated distributional assumptions, not a turnkey privacy guarantee for arbitrary behavioral datasets.",
      "why_it_matters": "A degree-six sum-of-squares estimator reaches near-optimal user counts when every participant contributes a batch from one discrete distribution.",
      "limitations": [
        "These are theoretical rate and complexity results under the stated distributional assumptions, not a turnkey privacy guarantee for arbitrary behavioral datasets."
      ],
      "importance": 9,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-013/privacy-counts-the-person-not-each-sample",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-013.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-013-001",
          "text": "A degree-six sum-of-squares estimator reaches near-optimal user counts when every participant contributes a batch from one discrete distribution.",
          "source_ids": [
            "source-2026-10-25-013"
          ],
          "qualification": "These are theoretical rate and complexity results under the stated distributional assumptions, not a turnkey privacy guarantee for arbitrary behavioral datasets."
        }
      ],
      "source_ids": [
        "source-2026-10-25-013"
      ],
      "tags": [
        "differential privacy",
        "distribution learning",
        "robust statistics",
        "theory"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/person-privacy-scales.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-014",
      "source_story_id": "tmp-story-crane-multimodal-counterfactuals",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 14,
      "story_type": "dispatch",
      "section": "benchmarks-evals",
      "editorial_classification": "editorial",
      "headline": "The Counterfactual Must Be Close in Every Modality",
      "slug": "the-counterfactual-must-be-close-in-every-modality",
      "dek": "CRANE retrieves real training examples whose text, image or other components jointly resemble the query while belonging to the alternate class.",
      "summary": "CRANE retrieves real training examples whose text, image or other components jointly resemble the query while belonging to the alternate class.",
      "body_text": "Most counterfactual explanations are built for one data type, while multimodal attribution methods often explain each input independently. CRANE is a post-hoc, model-agnostic retrieval framework that searches real training examples from the target class. Its strongest strategy intersects nearest-neighbor sets from each modality, grounding the explanation in a jointly observed example rather than synthesizing an unconstrained alternative. Across four heterogeneous datasets and three fusion strategies, multimodal consensus retrieval produced the best or joint-best result on three datasets, while single-modality methods remained competitive when one channel dominated the decision. The approach inherits the coverage and biases of the training set and does not show that a nearby example is a causal explanation.",
      "why_it_matters": "CRANE retrieves real training examples whose text, image or other components jointly resemble the query while belonging to the alternate class.",
      "limitations": [
        "The approach inherits the coverage and biases of the training set and does not show that a nearby example is a causal explanation."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-014/the-counterfactual-must-be-close-in-every-modality",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-014.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-014-001",
          "text": "CRANE retrieves real training examples whose text, image or other components jointly resemble the query while belonging to the alternate class.",
          "source_ids": [
            "source-2026-10-25-014"
          ],
          "qualification": "The approach inherits the coverage and biases of the training set and does not show that a nearby example is a causal explanation."
        }
      ],
      "source_ids": [
        "source-2026-10-25-014"
      ],
      "tags": [
        "explainability",
        "multimodal models",
        "counterfactuals",
        "retrieval"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-026",
      "source_story_id": "tmp-story-humanoid-contact-attention",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 15,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The Humanoid Plans Contacts Before It Plans the Pose",
      "slug": "the-humanoid-plans-contacts-before-it-plans-the-pose",
      "dek": "A self-supervised attention module predicts future body-environment contacts, giving a whole-body controller a movable interface between perception and action.",
      "summary": "A self-supervised attention module predicts future body-environment contacts, giving a whole-body controller a movable interface between perception and action.",
      "body_text": "Reference-free locomotion policies can adapt broadly but struggle to discover coordinated whole-body motion; imitation produces natural movement but can bind behavior to recorded trajectories. This framework uses motion data only as a training prior. A self-supervised attention planner predicts future contacts, and a contact-conditioned tracker converts those plans into coordinated motion. Fine-tuning then explores terrain variations beyond the original demonstrations. At deployment, the policy uses onboard observations and no reference trajectory. The paper presents versatile humanoid mobility in challenging environments, but the abstract reports no common benchmark margin and the work remains under review. Learned contact structure is a control abstraction, not evidence that the robot can safely traverse every terrain.",
      "why_it_matters": "A self-supervised attention module predicts future body-environment contacts, giving a whole-body controller a movable interface between perception and action.",
      "limitations": [
        "This framework uses motion data only as a training prior.",
        "Learned contact structure is a control abstraction, not evidence that the robot can safely traverse every terrain."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-026/the-humanoid-plans-contacts-before-it-plans-the-pose",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-026.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-026-001",
          "text": "A self-supervised attention module predicts future body-environment contacts, giving a whole-body controller a movable interface between perception and action.",
          "source_ids": [
            "source-2026-10-25-015"
          ],
          "qualification": "This framework uses motion data only as a training prior."
        }
      ],
      "source_ids": [
        "source-2026-10-25-015"
      ],
      "tags": [
        "humanoids",
        "locomotion",
        "contact planning",
        "reinforcement learning"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-027",
      "source_story_id": "tmp-story-fastharness-review-scheduling",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 16,
      "story_type": "dispatch",
      "section": "robotics",
      "editorial_classification": "editorial",
      "headline": "The Robot Reviewer Learns When Not to Interrupt",
      "slug": "the-robot-reviewer-learns-when-not-to-interrupt",
      "dek": "FastHarness schedules model supervision less often as reviewed experience accumulates, then restores scrutiny around failures and recovery.",
      "summary": "FastHarness schedules model supervision less often as reviewed experience accumulates, then restores scrutiny around failures and recovery.",
      "body_text": "Reviewing every action chunk can make agentic robot supervision expensive even when the policy repeats a familiar stage. FastHarness stores reviewed outcomes and stage experience to lengthen the fast path, while a separate recovery path concentrates oversight after errors. Once recovery is verified, routine execution resumes and the failure remains in memory. Across four simulated manipulation tasks, the authors report a 57.2 percent average decline in reviewer-token use from the first evaluated episode to the mean of the last five, and mean episode time falling from 85.5 to 52.0 minutes. Success rose from 80 percent for the compared GPT-as-policy setup to 97.19 percent. The result uses four simulations, one frozen policy and one reviewer configuration; it does not establish safe sparse review in open-world robotics.",
      "why_it_matters": "FastHarness schedules model supervision less often as reviewed experience accumulates, then restores scrutiny around failures and recovery.",
      "limitations": [
        "The result uses four simulations, one frozen policy and one reviewer configuration; it does not establish safe sparse review in open-world robotics."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-027/the-robot-reviewer-learns-when-not-to-interrupt",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-027.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-027-001",
          "text": "FastHarness schedules model supervision less often as reviewed experience accumulates, then restores scrutiny around failures and recovery.",
          "source_ids": [
            "source-2026-10-25-016"
          ],
          "qualification": "The result uses four simulations, one frozen policy and one reviewer configuration; it does not establish safe sparse review in open-world robotics."
        }
      ],
      "source_ids": [
        "source-2026-10-25-016"
      ],
      "tags": [
        "robot supervision",
        "review scheduling",
        "execution harness",
        "recovery"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-015",
      "source_story_id": "tmp-brief-statedrift-problem-aware-sampling",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 17,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "The Initial State Rewrites the Sampling Odds",
      "slug": "the-initial-state-rewrites-the-sampling-odds",
      "dek": "StateDRIFT chooses Hamiltonian terms for the observable at hand, cutting a tested BeH2 two-qubit-gate count from 11,201 to 983 at fixed accuracy.",
      "summary": "StateDRIFT chooses Hamiltonian terms for the observable at hand, cutting a tested BeH2 two-qubit-gate count from 11,201 to 983 at fixed accuracy.",
      "body_text": "StateDRIFT replaces coefficient-only qDRIFT sampling with a distribution optimized for the initial state and target observable. On tested lattice and molecular systems up to 18 qubits, it reduced estimator bias, variance and circuit depth while retaining a truncation bound. The BeH2 gate reduction is one reported case, not a universal ratio.",
      "why_it_matters": "StateDRIFT chooses Hamiltonian terms for the observable at hand, cutting a tested BeH2 two-qubit-gate count from 11,201 to 983 at fixed accuracy.",
      "limitations": [
        "StateDRIFT replaces coefficient-only qDRIFT sampling with a distribution optimized for the initial state and target observable.",
        "The BeH2 gate reduction is one reported case, not a universal ratio."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-015/the-initial-state-rewrites-the-sampling-odds",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-015.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-015-001",
          "text": "StateDRIFT chooses Hamiltonian terms for the observable at hand, cutting a tested BeH2 two-qubit-gate count from 11,201 to 983 at fixed accuracy.",
          "source_ids": [
            "source-2026-10-25-017"
          ],
          "qualification": "StateDRIFT replaces coefficient-only qDRIFT sampling with a distribution optimized for the initial state and target observable."
        }
      ],
      "source_ids": [
        "source-2026-10-25-017"
      ],
      "tags": [
        "quantum simulation",
        "sampling",
        "circuit depth"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-016",
      "source_story_id": "tmp-brief-one-shot-petz-entanglement",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 18,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Binary Testing Sets a One-Shot Entanglement Rate",
      "slug": "binary-testing-sets-a-one-shot-entanglement-rate",
      "dek": "Petz recovery and a trace inequality turn distinguishability into explicit finite-resource generation, distillation and transmission guarantees.",
      "summary": "Petz recovery and a trace inequality turn distinguishability into explicit finite-resource generation, distillation and transmission guarantees.",
      "body_text": "The authors bound one-shot entanglement generation over a noisy channel and one-way distillation from a shared state through a binary hypothesis-testing cost. The analysis covers every integer target dimension and rank-deficient states, with explicit logarithmic remainder terms. These are mathematical achievable bounds, not a new physical entanglement experiment.",
      "why_it_matters": "Petz recovery and a trace inequality turn distinguishability into explicit finite-resource generation, distillation and transmission guarantees.",
      "limitations": [
        "These are mathematical achievable bounds, not a new physical entanglement experiment."
      ],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-016/binary-testing-sets-a-one-shot-entanglement-rate",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-016.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-016-001",
          "text": "Petz recovery and a trace inequality turn distinguishability into explicit finite-resource generation, distillation and transmission guarantees.",
          "source_ids": [
            "source-2026-10-25-018"
          ],
          "qualification": "These are mathematical achievable bounds, not a new physical entanglement experiment."
        }
      ],
      "source_ids": [
        "source-2026-10-25-018"
      ],
      "tags": [
        "quantum information",
        "entanglement",
        "Petz recovery"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-017",
      "source_story_id": "tmp-brief-markovian-random-circuit-errors",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 19,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "The Benchmark Decay Separates Two Kinds of Error",
      "slug": "the-benchmark-decay-separates-two-kinds-of-error",
      "dek": "Pauli-stochastic rates enter linearly while Hamiltonian errors appear through a gauge-invariant quadratic form.",
      "summary": "Pauli-stochastic rates enter linearly while Hamiltonian errors appear through a gauge-invariant quadratic form.",
      "body_text": "For low-error gate sets forming an asymptotic unitary two-design, the paper expands randomized-benchmarking decay into interpretable error-generator terms. It derives an explicit form for a common single-qubit gate set and explains sampling and compilation dependence. The perturbative result assumes small gate-local Markovian noise.",
      "why_it_matters": "Pauli-stochastic rates enter linearly while Hamiltonian errors appear through a gauge-invariant quadratic form.",
      "limitations": [],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-017/the-benchmark-decay-separates-two-kinds-of-error",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-017.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-017-001",
          "text": "Pauli-stochastic rates enter linearly while Hamiltonian errors appear through a gauge-invariant quadratic form.",
          "source_ids": [
            "source-2026-10-25-019"
          ],
          "qualification": null
        }
      ],
      "source_ids": [
        "source-2026-10-25-019"
      ],
      "tags": [
        "quantum benchmarking",
        "Markovian noise",
        "gate errors"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-018",
      "source_story_id": "tmp-brief-conqec-concolic-testing",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 20,
      "story_type": "ticker",
      "section": "developer-tools",
      "editorial_classification": "editorial",
      "headline": "Quantum Error Correction Gets a Replayable Bug Witness",
      "slug": "quantum-error-correction-gets-a-replayable-bug-witness",
      "dek": "ConQEC combines concrete Pauli faults with symbolic repair paths to report the first divergent decoder or recovery stage.",
      "summary": "ConQEC combines concrete Pauli faults with symbolic repair paths to report the first divergent decoder or recovery stage.",
      "body_text": "ConQEC generates fault-syndrome-decoder-recovery traces instead of reporting only a final logical failure. On generated families and public artifacts reaching thousands of qubits, it found every seeded bug and returned a replay-valid witness. Seeded experimental cases do not establish completeness for all quantum-error-correction implementations.",
      "why_it_matters": "ConQEC combines concrete Pauli faults with symbolic repair paths to report the first divergent decoder or recovery stage.",
      "limitations": [
        "ConQEC generates fault-syndrome-decoder-recovery traces instead of reporting only a final logical failure.",
        "Seeded experimental cases do not establish completeness for all quantum-error-correction implementations."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-018/quantum-error-correction-gets-a-replayable-bug-witness",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-018.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-018-001",
          "text": "ConQEC combines concrete Pauli faults with symbolic repair paths to report the first divergent decoder or recovery stage.",
          "source_ids": [
            "source-2026-10-25-020"
          ],
          "qualification": "ConQEC generates fault-syndrome-decoder-recovery traces instead of reporting only a final logical failure."
        }
      ],
      "source_ids": [
        "source-2026-10-25-020"
      ],
      "tags": [
        "quantum software",
        "testing",
        "error correction"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-019",
      "source_story_id": "tmp-brief-nonlinear-quantum-noise",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 21,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Nonlinear Absorption Produces Non-Gaussian Quantum Noise",
      "slug": "nonlinear-absorption-produces-non-gaussian-quantum-noise",
      "dek": "A path-integral treatment derives noise polarization in dispersive, absorbing nonlinear media and ties it to the nonlinear fluctuation-dissipation theorem.",
      "summary": "A path-integral treatment derives noise polarization in dispersive, absorbing nonlinear media and ties it to the nonlinear fluctuation-dissipation theorem.",
      "body_text": "Starting from a microscopic Huttner-Barnett model with cubic matter interaction, the theory decouples bath-response weights through Airy functions and obtains non-Gaussian noise for second-order nonlinear processes. This is a formal model of light in nonlinear media, not a reported device or laboratory observation.",
      "why_it_matters": "A path-integral treatment derives noise polarization in dispersive, absorbing nonlinear media and ties it to the nonlinear fluctuation-dissipation theorem.",
      "limitations": [
        "This is a formal model of light in nonlinear media, not a reported device or laboratory observation."
      ],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-019/nonlinear-absorption-produces-non-gaussian-quantum-noise",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-019.json",
      "first_published_at": "2026-10-25T09:00:00.000-04:00",
      "modified_at": "2026-10-25T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-10-25-019-001",
          "text": "A path-integral treatment derives noise polarization in dispersive, absorbing nonlinear media and ties it to the nonlinear fluctuation-dissipation theorem.",
          "source_ids": [
            "source-2026-10-25-021"
          ],
          "qualification": "This is a formal model of light in nonlinear media, not a reported device or laboratory observation."
        }
      ],
      "source_ids": [
        "source-2026-10-25-021"
      ],
      "tags": [
        "quantum optics",
        "nonlinear media",
        "noise"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-020",
      "source_story_id": "invention-space-drums-2",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 22,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "Space Drums 2.0",
      "slug": "space-drums-2-0",
      "dek": "Moves motion tracking onto two ESP32-S3 drumsticks, adds haptic hits and a two-pedal hub, and sends velocity-sensitive drum events to open PC or Android playback software.",
      "summary": "Moves motion tracking onto two ESP32-S3 drumsticks, adds haptic hits and a two-pedal hub, and sends velocity-sensitive drum events to open PC or Android playback software.",
      "body_text": "Moves motion tracking onto two ESP32-S3 drumsticks, adds haptic hits and a two-pedal hub, and sends velocity-sensitive drum events to open PC or Android playback software.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-020/space-drums-2-0",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-020.json",
      "first_published_at": "2026-09-27T09:00:00.000-04:00",
      "modified_at": "2026-09-27T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "released"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/invention-desk/space-drums-2.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-021",
      "source_story_id": "invention-3ric",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 23,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "3RIC",
      "slug": "3ric",
      "dek": "Pairs a chip-level 65C02 computer with custom hardware, video, sound, floppy, and microSD support with a cycle-honest emulator and browser assembler built around the same machine.",
      "summary": "Pairs a chip-level 65C02 computer with custom hardware, video, sound, floppy, and microSD support with a cycle-honest emulator and browser assembler built around the same machine.",
      "body_text": "Pairs a chip-level 65C02 computer with custom hardware, video, sound, floppy, and microSD support with a cycle-honest emulator and browser assembler built around the same machine.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-021/3ric",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-021.json",
      "first_published_at": "2026-09-27T09:00:00.000-04:00",
      "modified_at": "2026-09-27T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "released"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/invention-desk/3ric.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-022",
      "source_story_id": "invention-m3-crete",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 24,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "M3-CRETE",
      "slug": "m3-crete",
      "dek": "Publishes a pallet-scale cartesian motion reference, CAD, BOM, and low-voltage controls for supervised cementitious-extrusion research while explicitly excluding certified structural use.",
      "summary": "Publishes a pallet-scale cartesian motion reference, CAD, BOM, and low-voltage controls for supervised cementitious-extrusion research while explicitly excluding certified structural use.",
      "body_text": "Publishes a pallet-scale cartesian motion reference, CAD, BOM, and low-voltage controls for supervised cementitious-extrusion research while explicitly excluding certified structural use.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-022/m3-crete",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-022.json",
      "first_published_at": "2026-09-27T09:00:00.000-04:00",
      "modified_at": "2026-09-27T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "prototype"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/invention-desk/m3-crete.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-023",
      "source_story_id": "invention-desknode",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 25,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "DeskNode",
      "slug": "desknode",
      "dek": "Turns a bare ESP32-S3 touchscreen into a USB-connected desk instrument for PC activity and optional room temperature, humidity, and light measurements.",
      "summary": "Turns a bare ESP32-S3 touchscreen into a USB-connected desk instrument for PC activity and optional room temperature, humidity, and light measurements.",
      "body_text": "Turns a bare ESP32-S3 touchscreen into a USB-connected desk instrument for PC activity and optional room temperature, humidity, and light measurements.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-023/desknode",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-023.json",
      "first_published_at": "2026-09-27T09:00:00.000-04:00",
      "modified_at": "2026-09-27T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "prototype"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/invention-desk/desknode.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-024",
      "source_story_id": "invention-sponsored-house-example",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 26,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "house_example",
      "headline": "The First Paid Slot",
      "slug": "the-first-paid-slot",
      "dek": "A transparent preview of paid placement with one verified link and no claim of endorsement.",
      "summary": "A transparent preview of paid placement with one verified link and no claim of endorsement.",
      "body_text": "A transparent preview of paid placement with one verified link and no claim of endorsement.\n\nHouse example - no advertiser paid. Payment will buy placement, never endorsement.",
      "why_it_matters": "This placement explains how builders can appear in The Invention Desk without purchasing editorial endorsement.",
      "limitations": [
        "House example - no advertiser paid. Payment will buy placement, never endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-024/the-first-paid-slot",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-024.json",
      "first_published_at": "2026-07-10T09:00:00.000-04:00",
      "modified_at": "2026-07-10T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "sponsored-project",
        "open"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/invention-desk/sponsored-project.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-10-25-025",
      "source_story_id": "invention-placement-cta",
      "edition_id": "mp-2026-10-25-morning-0107",
      "edition_url": "https://themachinepress.com/edition/2026-10-25",
      "position": 27,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "house_example",
      "headline": "Put Your Project on the Desk",
      "slug": "put-your-project-on-the-desk",
      "dek": "One manually reviewed placement stays active for seven days and remains separate from Desk Picks.",
      "summary": "One manually reviewed placement stays active for seven days and remains separate from Desk Picks.",
      "body_text": "One manually reviewed placement stays active for seven days and remains separate from Desk Picks.\n\nManual intake only. Payment buys placement, never endorsement, and every submission is reviewed.",
      "why_it_matters": "This placement explains how builders can appear in The Invention Desk without purchasing editorial endorsement.",
      "limitations": [
        "Manual intake only. Payment buys placement, never endorsement, and every submission is reviewed."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-10-25-025/put-your-project-on-the-desk",
      "json_url": "https://themachinepress.com/story/mp-2026-10-25-025.json",
      "first_published_at": "2026-07-10T09:00:00.000-04:00",
      "modified_at": "2026-07-10T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "cta",
        "open"
      ],
      "image_url": "https://themachinepress.com/issues/2026-10-25/invention-desk/put-your-project-on-the-desk.webp",
      "corrections": []
    }
  ],
  "sources": [
    {
      "source_id": "source-2026-10-25-001",
      "title": "arXiv preprint 2610.31352, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31352v1",
      "canonical_url": "https://arxiv.org/abs/2610.31352v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T10:33:13.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-001-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-002",
      "title": "arXiv preprint 2610.31591, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31591v1",
      "canonical_url": "https://arxiv.org/abs/2610.31591v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T13:26:29.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-002-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-003",
      "title": "arXiv preprint 2610.31569, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31569v1",
      "canonical_url": "https://arxiv.org/abs/2610.31569v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T13:12:16.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-003-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-004",
      "title": "arXiv preprint 2610.31436, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31436v1",
      "canonical_url": "https://arxiv.org/abs/2610.31436v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T11:32:06.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-004-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-005",
      "title": "arXiv preprint 2610.31338, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31338v1",
      "canonical_url": "https://arxiv.org/abs/2610.31338v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T10:23:26.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-005-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-006",
      "title": "arXiv preprint 2610.31540, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31540v1",
      "canonical_url": "https://arxiv.org/abs/2610.31540v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T12:48:09.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-006-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-007",
      "title": "arXiv preprint 2610.31518, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31518v1",
      "canonical_url": "https://arxiv.org/abs/2610.31518v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T12:31:11.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-007-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-008",
      "title": "arXiv preprint 2610.31476, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31476v1",
      "canonical_url": "https://arxiv.org/abs/2610.31476v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T12:02:16.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-008-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-009",
      "title": "arXiv preprint 2610.31474, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31474v1",
      "canonical_url": "https://arxiv.org/abs/2610.31474v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T12:01:33.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-009-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-010",
      "title": "arXiv preprint 2610.31423, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31423v1",
      "canonical_url": "https://arxiv.org/abs/2610.31423v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T11:25:02.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-010-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-011",
      "title": "arXiv preprint 2610.31384, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31384v1",
      "canonical_url": "https://arxiv.org/abs/2610.31384v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T10:52:37.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-011-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-012",
      "title": "arXiv preprint 2610.31617, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31617v1",
      "canonical_url": "https://arxiv.org/abs/2610.31617v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T13:41:13.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-012-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-013",
      "title": "arXiv preprint 2610.31612, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31612v1",
      "canonical_url": "https://arxiv.org/abs/2610.31612v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T13:40:13.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-013-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-014",
      "title": "arXiv preprint 2610.31594, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31594v1",
      "canonical_url": "https://arxiv.org/abs/2610.31594v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T13:26:58.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-014-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-015",
      "title": "arXiv preprint 2610.31608, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31608v1",
      "canonical_url": "https://arxiv.org/abs/2610.31608v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T13:37:36.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-026-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-016",
      "title": "arXiv preprint 2610.31427, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31427v1",
      "canonical_url": "https://arxiv.org/abs/2610.31427v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T11:27:10.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-027-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-017",
      "title": "arXiv preprint 2610.31515, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31515v1",
      "canonical_url": "https://arxiv.org/abs/2610.31515v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T12:29:15.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-015-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-018",
      "title": "arXiv preprint 2610.31501, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31501v1",
      "canonical_url": "https://arxiv.org/abs/2610.31501v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T12:18:29.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-016-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-019",
      "title": "arXiv preprint 2610.31500, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31500v1",
      "canonical_url": "https://arxiv.org/abs/2610.31500v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T12:18:16.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-017-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-020",
      "title": "arXiv preprint 2610.31443, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31443v1",
      "canonical_url": "https://arxiv.org/abs/2610.31443v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T11:40:04.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-018-001"
      ]
    },
    {
      "source_id": "source-2026-10-25-021",
      "title": "arXiv preprint 2610.31406, original v1",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.31406v1",
      "canonical_url": "https://arxiv.org/abs/2610.31406v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-10-22T11:09:34.000-04:00",
      "accessed_at": "2026-10-25T08:17:14.361-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-10-25-019-001"
      ]
    }
  ],
  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  }
}