A. Single Thimble Methods Contraction Algorithm HMC on thimbles Langevin on thimbles Case study: bosonic gases B. Generalized thimble method Case study: 0+1D Thirring model Case study: 1+1D Thirring model C. Trapping and tempered algorithms D. Algorithms for the Jacobian Case study: real time field theory E. Gauge theories Case study: Heavy-Dense QCD Case study: 2D QED IV. Other manifolds and the algorithms that can find them A. Well beyond thimbles B. Learnifolds Case study: 1+1D Thirring model revisited C. Path optimization Case study: 2+1D Thirring model V. Conclusion and prospects 31 A. Computation of the Jacobian 32 B. Another definition for thimbles 32 References 33