Introducing Instinct
Dexterity is the only company that has deployed Physical AI with the sense of touch and force control in production.
One tactile skill. Any task. Zero retraining.
Touch Is the Missing Sense
Force sensing is not new. Robots have had force/torque sensors for decades. But reading a force is not the same as understanding it. The gap between sensing contact and acting intelligently on contact — adapting strategy, searching for openings, recovering from the unexpected, all at production speed — has never been closed in deployment.
Not a sensor. Not a compliance mode. An intelligence that operates through touch.
Instinct reads contact forces 500–2,000 times per second, reasons about what they mean, and acts. It is the first system to close the gap in deployment.
Proven in Production
No one has published production benchmarks for force-guided manipulation. Until now.
Instinct's flagship deployment is box packing into truck trailers. The robot must feel its way into constrained gaps between existing boxes, adjusting in real time based on what it touches. Every placement is guided entirely by feel.
The robot does not know the exact shape of the gap. It does not know how neighboring boxes will shift under pressure. It must discover these things through contact, react within milliseconds, and complete the placement reliably.
Here is what that looks like across a fleet of production robots.
When Instinct Can’t Find a Way
The remaining 19% are not failures. They are decisions. Instinct detects that this particular gap cannot be completed safely and backs off — no damage, no collisions, no stuck states.
What happens next is what matters: the system recovers. Every single time. Instinct hands control back to Foresight, which retries the placement from a different angle, or selects an entirely different location. The box always gets placed.
This is a fundamental property of the architecture. Each capability is a composable transaction that can be retried, rerouted, or replaced without affecting the rest of the system. Instinct is not a standalone reflex — it is one layer in a stack that recovers by design.
What Touch Looks Like
4.5-second placement — calibrate, approach, adjust angle, press, settle. Peak force: 51 N. A routine production placement.
In the clean placement, the robot calibrates, approaches, adjusts its angle, presses, and settles. 4.5 seconds, peak force 51 N. A routine production placement.
In the search placement, the robot presses but meets resistance. It sweeps laterally, feeling for an opening, adjusts angle, and presses through. 10 seconds, peak force 83 N. The Z axis shows the robot pushing upward to search for the slot — the primary packing direction is forward.
In the extreme placement, the robot presses for 6 seconds, reverses tilt, presses again, then searches laterally for nearly 4 seconds. Contact forces reach 123 N. After 14 seconds of persistent, adaptive effort, it finds a way.
The Robot Adapts
Instinct does not follow a script. In production, this is what adaptation looks like:
Evaluations
Production data is the ultimate evaluation. What follows are benchmarks from a random sample of force-guided placements across a fleet of production robots, with distribution-free confidence intervals.
At the median, Instinct uses 20% of the available force envelope. At the 90th percentile, 32%. Even at the 99th percentile — the hardest placements in the fleet — it stays below 60%. This is not a system that brute-forces contact. It is precise.
Each dot is one real production placement. The operating envelope is wide — Instinct handles placements from 1 to 22 seconds, with forces from near-zero to 244 N — and the successes and failures are cleanly separated. Failures cluster at low durations (fast detection of impossible gaps) and the system never exceeds its safety envelope.
Instinct is not tuned to one robot. Across the production fleet, confidence intervals overlap — the skill transfers to different hardware with consistent performance. Same code, different arms, same results.
One Skill, Any Task
The deepest test of any capability is whether it transfers. A system that works on one task proves engineering. A system that works on any task — with different objects, constraints, and physics — proves a general capability.
Instinct transfers because it operates on contact physics, not task-specific knowledge.
Constrained gaps, guided entirely by touch. Hundreds of placements per shift.
Packing boxes into totes with less than 1 cm of clearance. The robot feels its way into an impossibly tight fit.
Picks up chairs and stacks them vertically, feeling contact to nest each one. Same code, different object.
Both arms feel the tire from opposite sides, grip cooperatively, and place it. True bilateral tactile coordination.
Instinct and Foresight
Instinct does not operate in isolation. It is deeply integrated with Foresight, Dexterity’s world model. The relationship is bidirectional.
Foresight decides where and when to deploy Instinct. The world model reasons about the scene, evaluates which gaps are feasible, and triggers the tactile system when force-guided manipulation is needed. In a typical production shift, Foresight triggers Instinct over two thousand times.
In the other direction, Instinct tells Foresight what the world actually feels like. As the robot presses a box into position, the forces carry information: the gap is narrower than expected, a surface is angled differently than it appeared on camera, a neighbor shifted. This contact data flows back to Foresight, which updates its understanding to match reality.
Think of it as walking around a room at night. Your eyes gave you a map before the lights went out, but your hands tell you where things actually are. You don’t just navigate by touch — your mental model of the room updates with every contact. That is what Foresight does with Instinct’s data.
This is what separates Instinct from laboratory force control. A standalone controller is a reflex — useful, but limited. Instinct, integrated with a world model that understands context and predicts consequences, is intelligence.
Touch Goes Everywhere
Every task where a robot must feel its way through contact is now in reach. Assembly. Fragile goods. Irregular objects. Dense packing. Anywhere contact matters more than coordinates, Instinct applies.
Touch is no longer the missing sense.
Dexterity • April 2026