Capability Graph Explorer

Research Tasks

Latest Gate Follow-Up

low_cost_parcel_sorting_robot_300k_rmb:2026-06-07T21:35:34.121Z

PriorityTaskStatusTarget
highReview or replace weak parcel evidence records

174 scoped evidence records are unreviewed, low/medium confidence, vendor-only, internal-only, or placeholders. Evidence IDs: ev_industrial_robot_arm_body_cost_2025, ev_robot_controller_io_child_cost_backfill_2025, ev_industrial_robot_arm_body_cost_topstar_2026, ev_industrial_robot_arm_body_cost_grabarobot_2026, ev_end_effector_gripper_or_suction_cost_2025 (+169 more). Review these records; promote only if source quality supports it, otherwise replace them with reviewed high-confidence non-vendor field cases, benchmarks, standards, papers, or cost evidence.

pendinglow_cost_parcel_sorting_robot_300k_rmb
highAdd reviewed field or benchmark evidence to unsupported parcel claims

487 scoped medium/high-confidence claims lack reviewed non-vendor supporting evidence. Node IDs: low_cost_parcel_sorting_robot_300k_rmb, vision_barcode_label_recognition, industrial_area_scan_camera, machine_vision_lens_and_optics, controlled_machine_vision_lighting (+153 more). Edge IDs: e_product_requires_vision (low_cost_parcel_sorting_robot_300k_rmb->vision_barcode_label_recognition), e_product_requires_tracking (low_cost_parcel_sorting_robot_300k_rmb->parcel_detection_and_tracking), e_product_requires_manipulation (low_cost_parcel_sorting_robot_300k_rmb->parcel_manipulation_or_diverter), e_product_requires_conveyor (low_cost_parcel_sorting_robot_300k_rmb->conveyor_integration), e_product_requires_decision (low_cost_parcel_sorting_robot_300k_rmb->sorting_decision_system) (+324 more). Add reviewed evidence to the listed claims, or lower confidence/deprecate claims that cannot be supported.

pendinglow_cost_parcel_sorting_robot_300k_rmb
highHuman-review unreviewed high and medium confidence parcel claims

440 scoped claims are explicitly marked unreviewed and must not be treated as established. Node IDs: low_cost_parcel_sorting_robot_300k_rmb, vision_barcode_label_recognition, industrial_edge_ai_computer, vision_model_deployment_optimization, vision_inference_runtime_stack (+106 more). Edge IDs: e_product_requires_vision (low_cost_parcel_sorting_robot_300k_rmb->vision_barcode_label_recognition), e_product_requires_tracking (low_cost_parcel_sorting_robot_300k_rmb->parcel_detection_and_tracking), e_product_requires_manipulation (low_cost_parcel_sorting_robot_300k_rmb->parcel_manipulation_or_diverter), e_product_requires_conveyor (low_cost_parcel_sorting_robot_300k_rmb->conveyor_integration), e_product_requires_decision (low_cost_parcel_sorting_robot_300k_rmb->sorting_decision_system) (+324 more). Human-review these node/edge claims, then mark them reviewed, disputed, deprecated, or keep them unreviewed with clearer limitations.

pendinglow_cost_parcel_sorting_robot_300k_rmb
mediumDecompose important parcel subsystem frontiers

Frontier node IDs: vision_barcode_label_recognition, industrial_area_scan_camera, machine_vision_lens_and_optics, controlled_machine_vision_lighting, industrial_edge_ai_computer (+257 more). Expected node kinds: engineering_method, metric, bottleneck, evidence. Expand vision_barcode_label_recognition first, adding the next layer where it affects maturity, cost, manufacturability, reliability, or deployment; add evidence where claims are medium/high confidence or leave explicit follow-up tasks for unsupported branches.

pendingvision_barcode_label_recognition
mediumAdd reviewed field evidence for the product target

Node ID: low_cost_parcel_sorting_robot_300k_rmb. The product target currently lacks at least two reviewed high-confidence non-vendor evidence records. Add field cases, benchmark data, standards, or cost evidence directly supporting the product boundary and target context.

pendinglow_cost_parcel_sorting_robot_300k_rmb
Older Gate Follow-Up · 3
PriorityTaskStatusTarget
highAdd evidence to high-confidence dependency edges

1 high-confidence edges lack evidence references. Edge IDs: e_v0_product_enables_capability (low_cost_parcel_sorting_robot_300k_rmb->affordable_small_warehouse_automation). Add evidenceIds with reviewed, high-confidence, non-vendor support or lower the edge confidence/review status if support is not available.

donelow_cost_parcel_sorting_robot_300k_rmb
mediumDecompose important parcel subsystem frontiers

Frontier node IDs: industrial_area_scan_camera, machine_vision_lens_and_optics, controlled_machine_vision_lighting, vision_processing_compute, barcode_ocr_reading_software (+92 more). Expected node kinds: module, equipment, material, manufacturing_process, engineering_method, metric, bottleneck, evidence. Expand industrial_area_scan_camera first, adding the next layer where it affects maturity, cost, manufacturability, reliability, or deployment; add evidence where claims are medium/high confidence or leave explicit follow-up tasks for unsupported branches.

wont_doindustrial_area_scan_camera
mediumDecompose important parcel subsystem frontiers

The scoped graph still marks decomposition frontiers such as industrial_area_scan_camera, machine_vision_lens_and_optics, controlled_machine_vision_lighting, vision_processing_compute, barcode_ocr_reading_software. Expand the next layer where it affects maturity, cost, manufacturability, or reliability.

wont_dolow_cost_parcel_sorting_robot_300k_rmb
Active v0 Research Backlog · 13

Default next-task selection is scoped to the active parcel-sorting graph.

PriorityTaskStatusTarget
highQuantify robotic parcel infeed supplier shares

ABB, Wayzim, Ambi Robotics, Berkshire Grey, and large MHE suppliers all appear relevant, but public data does not yet quantify shipped robotic parcel-infeed cells, revenue share, or installed base by supplier.

pendingparcel_manipulation_or_diverter
highAdd raw-material quantity and supplier model for the robot BOM

The robot graph now reaches copper, steel, aluminum, silicon, rare-earth, and elastomer feedstock chains, but it still lacks per-system quantities, supplier choices, price sensitivity, import dependence, and recycling assumptions.

pendinglow_cost_parcel_sorting_robot_300k_rmb
highDeepen rare-earth magnet supply chain evidence

The magnet branch now reaches NdPr and heavy rare-earth feedstocks, but it needs evidence for separation/refining, metal/alloy conversion, magnet sintering, coating, recycling, substitution, and price volatility.

pendingrare_earth_permanent_magnet_material
highReview whole robot agent-assisted decomposition import

The whole parcel-sorting robot has now been expanded across vision, end effector, reducer, servo drive, conveyor integration, and decision/control branches. The imported claims are unreviewed and need human review before being treated as settled product knowledge.

pendinglow_cost_parcel_sorting_robot_300k_rmb
highAdd parcel end-effector reliability evidence

The suction/gripper branch is structurally decomposed, but pickup success, leakage, surface compatibility, blow-off timing, wear parts, and maintenance cost still need field or benchmark evidence.

pendingend_effector_gripper_or_suction
highAdd field benchmark evidence for parcel vision

The vision branch now has camera, optics, lighting, compute, and barcode/OCR software, but no-read rate, glare/occlusion robustness, latency, and parcel mix performance remain weakly evidenced.

pendingvision_barcode_label_recognition
highAdd conveyor integration and jam-rate evidence

The conveyor branch now includes sensors, speed tracking, spacing, PLC/WCS integration, chutes, and jam recovery, but installed cost, commissioning time, jam modes, and operator recovery time still need field evidence.

pendingconveyor_integration
mediumExpand Precision reducer / gearbox one dependency layer

Queued from the graph research-root view for precision_reducer_gearbox. Follow docs/NODE_EXPANSION.md, research sources as needed, prepare a small candidate import batch, and add one deeper requires layer where it affects maturity, cost, manufacturability, reliability, or bottlenecks. Keep generated claims unreviewed until human review.

pendingprecision_reducer_gearbox
mediumResearch vacuum EOAT supplier share and wear-cost evidence

Vacuum cups, ejectors, valves, and pressure sensing are direct reliability and maintenance drivers, but current candidate data is mostly vendor product-line evidence without field wear rates or share data.

pendingvacuum_suction_cup_array
mediumSplit precision reducer supplier shares by RV and harmonic type

Nabtesco has a strong company-claimed global RV/robot-joint share, while public estimates for harmonic reducers and Chinese domestic RV reducers conflict by source and should not be mixed.

pendingprecision_reducer_gearbox
mediumAdd reducer life, machining, and cost evidence

The reducer branch now separates wave generator, flexspline, circular spline, output bearing, and life testing, but precision machining, fatigue, lubrication interval, backlash growth, and cost evidence remain incomplete.

pendingprecision_reducer_gearbox
mediumAdd cost and supply evidence for industrial servo motor components

The first agent-assisted import decomposed the servo motor, but cost, supplier concentration, magnet supply, manufacturing yield, encoder alignment process, and robot-duty reliability are still weakly evidenced.

pendingindustrial_servo_motor
mediumDecompose industrial servo motor for robot arm maturity

The industrial servo motor is currently a decomposition frontier, not a terminal node. Add stator, rotor, magnets, windings, encoder, housing, bearings, thermal design, motor-control interface, manufacturing processes, cost/supply constraints, and evidence.

doneindustrial_servo_motor
Deferred Fixture Backlog · 8

These tasks target non-v0 fixture products and are not part of the current v0 closed loop.

PriorityTaskStatusTarget
highReview source evidence for second-pass material-depth decomposition

The roadmap test products now continue past summary material-chain nodes into feedstocks, process equipment, manufacturing processes, and validation steps. Most of this second-pass structure is still supported only by low-confidence internal modeling and needs source-specific evidence before claims are promoted.

pendingreusable_space_transport_1000_usd_per_kg
highReview imported test-product decomposition batch

Six roadmap test products were added with recursive product-to-material/process decomposition. The claims are intentionally unreviewed and need human review before promotion.

pendingiphone_4
highAdd GLP-1 API, fill-finish, and access evidence

The GLP-1 product graph reaches API synthesis, formulation, delivery devices, clinical package, and cold-chain capacity, but lacks reviewed evidence for peptide manufacturing routes, sterile fill-finish capacity, pen-device constraints, payer access, and long-term adherence.

pendingglp1_weight_loss_drugs
highAdd reusable launch cost and turnaround evidence

The reusable space transport graph reaches booster reuse, upper-stage reuse, propulsion, materials, propellant, TPS, and operations, but the 1,000 USD/kg target needs reviewed cost, cadence, refurbishment, payload, reliability, and regulatory-throughput evidence.

pendingreusable_space_transport_1000_usd_per_kg
highAdd fusion tritium, materials, and availability evidence

The fusion graph reaches tokamak route, plasma control, magnets, plasma-facing components, tritium cycle, superconductor and tungsten/lithium material chains, but lacks plant-level evidence for tritium breeding, neutron damage, divertor lifetime, remote maintenance, and net electric availability.

pendingcommercial_controlled_nuclear_fusion
highAdd microreactor fuel, licensing, and lifecycle cost evidence

The microreactor graph reaches core/fuel, TRISO fuel chain, heat transport, factory fabrication, power conversion, licensing, and high-temperature materials, but needs design-specific fuel qualification, security, transport, waste, refueling interval, and cost evidence.

pendingultra_small_nuclear_reactor
mediumAdd detailed iPhone 4 supplier and process evidence

The iPhone 4 graph reaches glass, semiconductor, battery, steel, and final assembly branches, but needs reviewed evidence for actual BOM suppliers, material mass, display/touch stack process, RF/enclosure issue history, and high-volume assembly yield.

pendingiphone_4
mediumAdd reviewed historical sources for AK-47 industrial case

The AK-47 graph is intentionally high-level and non-procedural, but needs reviewed historical evidence for production transitions, quality systems, material constraints, standardization, diffusion, and logistics impact without adding operational manufacturing instructions.

pendingak47_rifle_historical_industrial_case