- Changes
- 4
- Tracking since
- Oct 2025
- Latest
- Mar 18, 2026
- Net movement
- Classification stable
Figure unveils Helix neural network for cross-task generalizationFigure AI describes home pilot pathway for Figure 03 consumer deploymentFigure AI announces BotQ partnership to ramp Figure 03 production volumeFigure AI officially unveils Figure 03 third-generation humanoid platformOct 2025Mar 2026
- 2026
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Figure unveils Helix neural network for cross-task generalization
Figure announced Helix, a generalist vision-language-action neural network enabling Figure 03 to execute cross-task manipulation from visual input without task-specific retraining.
Full assessment
AutonomyL2 to L3 conditional autonomy potentialReadinessPromising Progress unchangedScoreAutonomy +15 pending verificationImpact on autonomy
- Cross-task manipulation without task-specific retraining
- Potential L3 conditional autonomy in structured environments
- Expanded task scope from single-task to multi-task execution
- Visual reasoning for novel task adaptation
Impact on readiness
- Consumer adoption barrier remains high due to cost
- Complexity of deployment requires technical expertise
- Software-only update with no hardware change required
- Long-term readiness depends on real-world reliability data
Claim check4 claims reviewed
End-to-end generalist model enables cross-task generalizationFigure documentation describes Helix as a VLA model trained for multi-task inference on Figure 03. No third-party testing published yet.Works on real Figure 03 hardware without modificationManufacturer claims deployment on existing Figure 03 units. Hardware compatibility confirmed in product roadmap; software-only update.Expands Figure 03 task scope significantlyClaims specific to tasks trained into the model. Task coverage not published. Real-world adaptation limits unknown.Reduces need for task-specific retrainingModel designed for few-shot adaptation. Evidence of few-shot performance on novel tasks not independently verified.Bottom lineHelix represents a declared shift from single-task to multi-task control on Figure 03. Capability claims are significant but require independent performance benchmarking and long-term field data to assess real-world generalization limits.
Technical notes3 sections
- Model Architecture
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Helix is a vision-language-action (VLA) neural network designed for end-to-end control on Figure 03. The model processes visual input and language prompts to generate motor commands without intermediate planning layers. Manufacturer documentation does not specify architecture details, training dataset composition, or model size.
- Deployment
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Software-only update. No hardware revision required for Figure 03 units. Figure indicates the model runs on onboard compute with latency targets suitable for real-time control. Specific compute requirements and power draw not published.
- Training and Generalization
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Helix is trained on multi-task data to enable cross-task inference. Manufacturer claims demonstrate execution of manipulation tasks from visual input without task-specific fine-tuning. Performance on out-of-distribution tasks not disclosed. Few-shot adaptation capability mentioned but not benchmarked.
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Figure AI describes home pilot pathway for Figure 03 consumer deployment
Figure AI released demonstration footage and statements describing Figure 03 performing household tasks as part of positioning toward a home pilot program.
Full assessment
AutonomyL2 capabilities expandedReadinessPromising progress strengthenedScoreAutonomy evidence notedPublished video showed scripted manipulation of kitchen and domestic objects under controlled conditions.
WatchingWhether Figure AI publishes structured pilot enrollment criteria and whether independent observers gain access to verify unscripted task performance.
Impact on autonomy
- Household task demonstrations show multi-step sequential manipulation capability
- Teleoperator supervision confirmed present in at least some published footage
- Task repertoire expanded to domestic contexts including kitchen and storage environments
- End-to-end Helix inference demonstrated on household object categories not shown previously
Impact on readiness
- Consumer framing introduced for first time but no pricing or availability date given
- Home environment demonstrations remain controlled rather than naturalistic
- No third-party observer access or independent test conditions reported
- Pilot enrollment process and participant criteria not published
Claim check4 claims reviewed
Figure 03 performing household tasks autonomouslyPublished footage shows scripted household task sequences. Manufacturer footage does not document spontaneous or unscripted task execution in uncontrolled environments.Home pilot program coming soonManufacturer described home pilot pathway in qualitative terms. No enrollment criteria, pricing, or timeline published.Generalizes to home environments from commercial trainingDemonstration footage shows household objects. Whether Helix generalizes from commercial training data to residential environments is not independently benchmarked.Ready for residential use casesFigure 03 is classified at Level II. Residential deployment would require unassisted task execution across variable home layouts, which has not been documented.Bottom lineThe home pilot framing is a commercial positioning statement. Household task demonstrations are a documented capability increment; autonomous residential deployment remains undocumented and aspirational at this stage.
Technical notes3 sections
- Demonstrated Task Categories
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Figure AI published video documentation of Figure 03 performing manipulation tasks in environments configured to resemble residential settings. Task categories included handling kitchen items, opening containers, and multi-step sequential object manipulation. Footage was produced under controlled lighting and environmental conditions.
- Autonomy Classification Context
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Per the Robovations framework, Level II classification reflects documented teleoperator involvement as fallback or supervisory mode. Household demonstration footage does not alter this classification because the operating conditions in published materials do not establish unassisted end-to-end task completion. Level III would require demonstrated completion without teleoperator involvement within a defined operating design domain.
- Home Pilot Pathway
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Manufacturer statements framed Figure 03 consumer deployment as a phased pilot process. No participant application system, selection criteria, hardware pricing, or support model was published alongside these statements. The consumer-facing framing represents a stated intent rather than a documented availability milestone.
SourcesFigure AI Official Blog 2026-01-21IEEE Spectrum 2026-01-23 - 2025
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Figure AI announces BotQ partnership to ramp Figure 03 production volume
Figure AI announced a manufacturing partnership with BotQ to scale Figure 03 production beyond pilot quantities.
Full assessment
AutonomyL2 unchangedReadinessPromising progress strengthenedScoreCommercial progress notedThe partnership represented the first disclosed commercial supply chain commitment for Figure 03, moving the platform from prototype to production-track status.
WatchingWhether published delivery volumes and partner deployment counts match partnership projections within the stated timeline.
Impact on autonomy
- Production ramp does not alter Helix software capabilities
- Manufacturing scale enables larger training data collection from deployed units
- No documented hardware revision tied to production transition
- Level II classification unchanged by commercial manufacturing milestone
Impact on readiness
- Supply chain commitment signals movement toward non-prototype availability
- No consumer pricing or retail pathway announced alongside manufacturing deal
- Institutional buyer pathway dependent on BotQ delivery execution
- Deployment volume targets not publicly quantified in partnership announcement
Claim check4 claims reviewed
Production ramp enables broad deploymentManufacturer documentation describes BotQ as manufacturing partner. Unit volume targets and delivery schedules not published.Partnership accelerates Figure 03 availabilityBotQ relationship documented as supply chain agreement. Timeline for first production-scale deliveries not confirmed.Figure 03 moving from pilot to productionManufacturing partnership is a documented commercial milestone. Actual shipment volumes and customer deployment data not available.Industrial partners ready to receive units at scalePartner commitments described qualitatively. Signed purchase agreements and deployment contracts not disclosed.Bottom lineThe BotQ partnership is a concrete commercial milestone that moves Figure 03 toward scaled production. Whether production capacity translates into delivered units and documented deployments remains to be verified.
Technical notes3 sections
- Manufacturing Partnership Scope
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Figure AI announced BotQ as a contract manufacturing partner for Figure 03. Manufacturer statements described BotQ as enabling production scale beyond internal prototype quantities. Specific unit volume targets, per-unit cost implications, and delivery timelines were not disclosed in published materials.
- Supply Chain Significance
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For development-phase humanoid platforms, contract manufacturing partnerships represent a transition from hand-built prototype runs to repeatable production processes. Figure AI’s announcement indicated this as a deliberate step in the Figure 03 commercialization roadmap.
- Hardware Implications
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No hardware revision to Figure 03 specifications was announced in conjunction with the BotQ partnership. The manufacturing agreement applies to the existing Figure 03 design. Changes to tolerances or component sourcing during production transition were not disclosed.
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Figure AI officially unveils Figure 03 third-generation humanoid platform
Figure AI publicly introduced Figure 03, its third-generation humanoid platform, via an official product announcement.
Full assessment
AutonomyL2 capabilities documentedReadinessPromising progress strengthenedScoreScores pending deployment dataThe reveal documented revised body architecture, updated sensor configuration, and integration of the Helix end-to-end neural network from the outset.
WatchingWhether commercial pilot commitments translate into documented deployment contracts within 12 months.
Impact on autonomy
- Third-generation body architecture designed around Helix neural network task execution
- Revised hand and arm kinematics targeting dexterous manipulation in unstructured environments
- Onboard compute updated to support real-time vision-language-action inference
- Sensor configuration redesigned for improved depth and surface-texture perception
Impact on readiness
- No consumer pricing or retail channel announced at reveal
- Deployment limited to direct manufacturer partnership model
- Institutional pilot pathway described but terms not published
- Hardware maturity unverified; manufacturing scale not confirmed at announcement
Claim check5 claims reviewed
Most capable humanoid Figure has builtManufacturer documentation describes hardware improvements over Figure 02. No independent comparative testing published.Designed for real-world deployment from day oneAnnouncement materials show controlled-environment demonstrations. Commercial deployment terms not disclosed at reveal.Helix neural network enables broad task generalizationHelix architecture described as end-to-end VLA. Task coverage and generalization limits not benchmarked by third parties.Figure 03 ready for industrial partnersManufacturer opened pilot partnership discussions. No signed commercial agreements announced at reveal.Improved manipulation over prior generationRevised hand kinematics documented in reveal materials. Comparative manipulation benchmarks not published.Bottom lineFigure 03 represents a documented hardware and software revision over prior generations. Capability claims at reveal exceeded independently verifiable evidence; deployment commitments remained prospective.
Technical notes4 sections
- Body Architecture
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Figure 03 introduced revised torso, arm, and hand geometry compared to Figure 02. Manufacturer documentation cited improved range of motion and load capacity in the upper extremities. Specific joint torque ratings, degrees of freedom, and materials were not published at announcement.
- Sensor and Compute
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Figure 03 integrates updated visual perception hardware positioned for Helix inference. Camera configuration and sensor specifications not disclosed. Onboard compute described as capable of running end-to-end neural network control in real time; hardware details not published.
- Helix Integration
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Figure 03 was announced with Helix as the primary control architecture rather than as a retrofit. This represents a design-level integration distinguishing Figure 03 from prior-generation platforms that received Helix as a software update.
- Power System
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Manufacturer specifications list battery capacity at 2,300 Wh with approximately 300-minute runtime. Charging architecture not published at announcement.