Large Action Model (LAM)

THINK.
DECIDE.
ACT.

The decision-making brain for autonomous agents. combining vision, language, and state into intelligent, sovereign action.

SYSTEM ACTIVE
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Architecture

HOW LAM WORKS

LAM CORE
01

Learning the World

LAM loads specialized AI modules: Vision (CLIP), Language (LLaMA), and State sensors to form complete situational understanding.

02

Training by Doing

Reinforcement Learning (RL) allows agents to learn from trial and reward, acquiring behaviors rather than just facts.

03

Optimizing Decisions

Proximal Policy Optimization (PPO) ensures safe exploration, preventing unstable actions in critical environments.

04

Federated Mode

Devices train locally. Only compact gradient updates are sent to the central server, preserving privacy.

05

Smart Aggregation

Trajectory weighting prioritizes updates from devices with more completed missions over raw data quantity.

06

Global Improvement

The global model improves and redistributes updated policies to all fleet devices, creating a smarter swarm.

Case Study

FEDERATED
COLLECTIVE INTELLIGENCE

Two factories, one brain. Factory A learns to handle varying light. Factory B learns new material handling. Through federated averaging, they share skills without ever sharing raw video feeds or proprietary production data.

Factory A (Germany)

Learning: Low-light inspection

Factory B (Poland)

Learning: Reflective surfaces

Merged Policy Update
LOC: GERMANY
LEARNING RATE: 0.002
LOC: POLAND
LEARNING RATE: 0.003
98%
Confidence

CORE CAPABILITIES

Everything you need to deploy intelligent, automated decision systems at scale.

Multi-Modal

Combines vision, language, and sensors.

RL (PPO)

Learns from trial and reward safely.

Federated

Distributed learning, local privacy.

Experience Weighting

High-quality trajectories prioritized.

Parameter Efficient

LoRA for low-bandwidth training.

Pulse Native

Seamless integration with SYNNQ.

Ready to Deploy?

Deployment

ACTIVATE
INTELLIGENCE

Deploy autonomous agents that think and act. Start your pilot program today.

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