Specify a webhook-driven task for OpenClaw
Describe event inputs, validation, deduplication, and intended actions before integration work.
5,032,138 AI resources indexedWorking toward the world’s largest AI resource index.
- User asks about robot operating systems, firmware, or low-level control
---
name: kscale-kos-8b3bae8bf7a2
description: '- User asks about robot operating systems, firmware, or low-level control'
---
# K-Scale KOS Skill
> *"A general-purpose, configurable framework for robot firmware"*
## Trigger Conditions
- User asks about robot operating systems, firmware, or low-level control
- Questions about actuator control, IMU integration, motor drivers
- gRPC service interfaces for robot hardware
- Real-time control loops, servo calibration
## Overview
**KOS** (K-Scale Operating System) is a Rust-based robot firmware framework providing:
1. **Hardware Abstraction**: Unified interface for actuators, sensors, IMUs
2. **gRPC Services**: Remote procedure calls for robot control
3. **Real-time Control**: Low-latency servo loops
4. **Calibration Tools**: Servo tuning and parameter management
## Architecture
```
┌─────────────────────────────────────────────────────────────────────────┐
│ KOS Architecture │
│ │
│ ┌──────────────┐ gRPC ┌──────────────┐ │
│ │ Client │◀──────────────▶│ KOS Server │ │
│ │ (Python) │ │ (Rust) │ │
│ └──────────────┘ └──────┬───────┘ │
│ │ │
│ ┌────────────────────┼────────────────────┐ │
│ ▼ ▼ ▼ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ Actuator │ │ IMU │ │ Policy │ │
│ │ Service │ │ Service │ │ Service │ │
│ └────┬─────┘ └────┬─────┘ └────┬─────┘ │
│ │ │ │ │
│ ▼ ▼ ▼ │
│ ┌──────────────────────────────────────────────┐ │
│ │ Hardware Layer │ │
│ │ (CAN bus, SPI, I2C, UART) │ │
│ └──────────────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────────────────────┘
```
## Key Services
| Service | Purpose | Methods |
|---------|---------|---------|
| `ActuatorService` | Motor control | `GetState`, `SetPosition`, `Calibrate` |
| `IMUService` | Orientation sensing | `GetQuaternion`, `GetAngularVelocity` |
| `PolicyService` | RL policy execution | `LoadModel`, `Step`, `GetAction` |
| `CalibrationService` | Servo tuning | `GetCalibrationState`, `SetParameters` |
## Language & Stack
- **Primary**: Rust (safe, fast, real-time capable)
- **Protocol**: gRPC/protobuf for client communication
- **Bindings**: Python SDK via `kos-python`
## Release History
| Version | Date | Highlights |
|---------|------|------------|
| 0.7.10 | 2025-05-26 | Extended Actuator State Response |
| 0.7.9 | 2025-05-14 | New PolicyService |
| 0.7.8 | 2025-05-06 | GetCalibrationState |
| 0.7.7 | 2025-05-04 | Parameter Dump API |
## GF(3) Trit Assignment
```
Trit: -1 (MINUS)
Role: Verification/Validation (firmware = critical path)
Color: #7758D6
URI: skill://kscale-kos#7758D6
```
### Balanced Triads
```
kscale-kos (-1) ⊗ kscale-ksim (0) ⊗ gym (+1) = 0 ✓
kscale-kos (-1) ⊗ embedded-rust (0) ⊗ robotics-gen (+1) = 0 ✓
```
## Related Skills
- `kscale-ksim`: Simulation training (policies deploy to KOS)
- `kscale-kinfer`: Model inference (runs on KOS)
- `rust`: Systems programming language
- `grpc`: Remote procedure calls
## Example Usage
```python
import kos
# Connect to robot
client = kos.Client("192.168.1.100:50051")
# Get actuator state
state = client.actuator.get_state(joint_ids=[1, 2, 3])
print(f"Positions: {state.positions}")
# Set position command
client.actuator.set_position(
joint_id=1,
position=1.57, # radians
velocity=0.5 # rad/s limit
)
# Load and run policy
client.policy.load_model("walking_v2.onnx")
while True:
obs = client.get_observation()
action = client.policy.step(obs)
client.actuator.set_positions(action)
```
## ACSet Schema
```julia
@present SchKOS(FreeSchema) begin
# Objects
Joint::Ob # Robot joints/actuators
Sensor::Ob # IMU, encoders, force sensors
Service::Ob # gRPC services
Command::Ob # Control commands
State::Ob # Hardware state
# Morphisms (control flow)
actuates::Hom(Command, Joint) # Command → Joint actuation
reads::Hom(Sensor, State) # Sensor → State reading
serves::Hom(Service, Command) # Service → Command dispatch
monitors::Hom(Joint, Sensor) # Joint → Sensor feedback
# Morphisms (composition)
chain::Hom(Joint, Joint) # Kinematic chain
calibrates::Hom(Service, Joint) # Calibration service
# Attributes
Position::AttrType
Velocity::AttrType
Torque::AttrType
pos::Attr(Joint, Position)
vel::Attr(Joint, Velocity)
torque::Attr(Joint, Torque)
# Key constraint: closed-loop control
# reads ∘ monitors = state_feedback (proprioception)
end
```
## References
- [kscalelabs/kos](https://github.com/kscalelabs/kos) - Main repository (76 stars)
- [kscalelabs/kos-sim](https://github.com/kscalelabs/kos-sim) - Simulation backend
- [kscalelabs/kos-kbot](https://github.com/kscalelabs/kos-kbot) - K-Bot implementation
---
name: kscale-kos-8b3bae8bf7a2
description: '- User asks about robot operating systems, firmware, or low-level control'
---
# K-Scale KOS Skill
> *"A general-purpose, configurable framework for robot firmware"*
## Trigger Conditions
- User asks about robot operating systems, firmware, or low-level control
- Questions about actuator control, IMU integration, motor drivers
- gRPC service interfaces for robot hardware
- Real-time control loops, servo calibration
## Overview
**KOS** (K-Scale Operating System) is a Rust-based robot firmware framework providing:
1. **Hardware Abstraction**: Unified interface for actuators, sensors, IMUs
2. **gRPC Services**: Remote procedure calls for robot control
3. **Real-time Control**: Low-latency servo loops
4. **Calibration Tools**: Servo tuning and parameter management
## Architecture
```
┌─────────────────────────────────────────────────────────────────────────┐
│ KOS Architecture │
│ │
│ ┌──────────────┐ gRPC ┌──────────────┐ │
│ │ Client │◀──────────────▶│ KOS Server │ │
│ │ (Python) │ │ (Rust) │ │
│ └──────────────┘ └──────┬───────┘ │
│ │ │
│ ┌────────────────────┼────────────────────┐ │
│ ▼ ▼ ▼ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ Actuator │ │ IMU │ │ Policy │ │
│ │ Service │ │ Service │ │ Service │ │
│ └────┬─────┘ └────┬─────┘ └────┬─────┘ │
│ │ │ │ │
│ ▼ ▼ ▼ │
│ ┌──────────────────────────────────────────────┐ │
│ │ Hardware Layer │ │
│ │ (CAN bus, SPI, I2C, UART) │ │
│ └──────────────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────────────────────┘
```
## Key Services
| Service | Purpose | Methods |
|---------|---------|---------|
| `ActuatorService` | Motor control | `GetState`, `SetPosition`, `Calibrate` |
| `IMUService` | Orientation sensing | `GetQuaternion`, `GetAngularVelocity` |
| `PolicyService` | RL policy execution | `LoadModel`, `Step`, `GetAction` |
| `CalibrationService` | Servo tuning | `GetCalibrationState`, `SetParameters` |
## Language & Stack
- **Primary**: Rust (safe, fast, real-time capable)
- **Protocol**: gRPC/protobuf for client communication
- **Bindings**: Python SDK via `kos-python`
## Release History
| Version | Date | Highlights |
|---------|------|------------|
| 0.7.10 | 2025-05-26 | Extended Actuator State Response |
| 0.7.9 | 2025-05-14 | New PolicyService |
| 0.7.8 | 2025-05-06 | GetCalibrationState |
| 0.7.7 | 2025-05-04 | Parameter Dump API |
## GF(3) Trit Assignment
```
Trit: -1 (MINUS)
Role: Verification/Validation (firmware = critical path)
Color: #7758D6
URI: skill://kscale-kos#7758D6
```
### Balanced Triads
```
kscale-kos (-1) ⊗ kscale-ksim (0) ⊗ gym (+1) = 0 ✓
kscale-kos (-1) ⊗ embedded-rust (0) ⊗ robotics-gen (+1) = 0 ✓
```
## Related Skills
- `kscale-ksim`: Simulation training (policies deploy to KOS)
- `kscale-kinfer`: Model inference (runs on KOS)
- `rust`: Systems programming language
- `grpc`: Remote procedure calls
## Example Usage
```python
import kos
# Connect to robot
client = kos.Client("192.168.1.100:50051")
# Get actuator state
state = client.actuator.get_state(joint_ids=[1, 2, 3])
print(f"Positions: {state.positions}")
# Set position command
client.actuator.set_position(
joint_id=1,
position=1.57, # radians
velocity=0.5 # rad/s limit
)
# Load and run policy
client.policy.load_model("walking_v2.onnx")
while True:
obs = client.get_observation()
action = client.policy.step(obs)
client.actuator.set_positions(action)
```
## ACSet Schema
```julia
@present SchKOS(FreeSchema) begin
# Objects
Joint::Ob # Robot joints/actuators
Sensor::Ob # IMU, encoders, force sensors
Service::Ob # gRPC services
Command::Ob # Control commands
State::Ob # Hardware state
# Morphisms (control flow)
actuates::Hom(Command, Joint) # Command → Joint actuation
reads::Hom(Sensor, State) # Sensor → State reading
serves::Hom(Service, Command) # Service → Command dispatch
monitors::Hom(Joint, Sensor) # Joint → Sensor feedback
# Morphisms (composition)
chain::Hom(Joint, Joint) # Kinematic chain
calibrates::Hom(Service, Joint) # Calibration service
# Attributes
Position::AttrType
Velocity::AttrType
Torque::AttrType
pos::Attr(Joint, Position)
vel::Attr(Joint, Velocity)
torque::Attr(Joint, Torque)
# Key constraint: closed-loop control
# reads ∘ monitors = state_feedback (proprioception)
end
```
## References
- [kscalelabs/kos](https://github.com/kscalelabs/kos) - Main repository (76 stars)
- [kscalelabs/kos-sim](https://github.com/kscalelabs/kos-sim) - Simulation backend
- [kscalelabs/kos-kbot](https://github.com/kscalelabs/kos-kbot) - K-Bot implementation
Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.