Fig. 1. Schematic diagram of composition and principle of agent

Fig. 2. Schematic diagram of laser resonator integrated with intelligent agent

Fig. 3. Impact of different parameters on resonator. (a) Radius of fundamental mode versus thermal focal length; (b) mirror misalignment versus power detuning

Fig. 4. Hierarchical structure diagram of intelligent agent

Fig. 5. Curves of training-reward with different numbers of neurons

Fig. 6. Comparison among intelligent agent, SPGD, and GA under different detuning conditions, with illustration showing two-dimensional distributions of corresponding far-field beam patterns

Fig. 7. Statistical distribution of recovery time in experimental and simulation tests

Fig. 8. Evolution of output power over time in intelligent agent control process, with illustration showing spatial distributions of 3D beam

Fig. 9. Evolution curve of laser output power with time

Fig. 10. Typical M² measurement result after optimization, with illustration of corresponding far-field two-dimensional beam spatial distribution