diff --git a/app/Cargo.lock b/app/Cargo.lock
index dcaee59..2dfef85 100644
--- a/app/Cargo.lock
+++ b/app/Cargo.lock
@@ -124,6 +124,9 @@ name = "arbitrary"
 version = "1.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c3d036a3c4ab069c7b410a2ce876bd74808d2d0888a82667669f8e783a898bf1"
+dependencies = [
+ "derive_arbitrary",
+]
 
 [[package]]
 name = "arc-swap"
@@ -329,6 +332,26 @@ name = "bytemuck"
 version = "1.24.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fbdf580320f38b612e485521afda1ee26d10cc9884efaaa750d383e13e3c5f4"
+dependencies = [
+ "bytemuck_derive",
+]
+
+[[package]]
+name = "bytemuck_derive"
+version = "1.10.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f9abbd1bc6865053c427f7198e6af43bfdedc55ab791faed4fbd361d789575ff"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+]
+
+[[package]]
+name = "byteorder"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "byteorder-lite"
@@ -393,6 +416,43 @@ dependencies = [
  "wayland-client",
 ]
 
+[[package]]
+name = "candle-core"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a9f51e2ecf6efe9737af8f993433c839f956d2b6ed4fd2dd4a7c6d8b0fa667ff"
+dependencies = [
+ "byteorder",
+ "gemm 0.17.1",
+ "half",
+ "memmap2",
+ "num-traits",
+ "num_cpus",
+ "rand 0.9.2",
+ "rand_distr",
+ "rayon",
+ "safetensors",
+ "thiserror 1.0.69",
+ "ug",
+ "yoke",
+ "zip",
+]
+
+[[package]]
+name = "candle-nn"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c1980d53280c8f9e2c6cbe1785855d7ff8010208b46e21252b978badf13ad69d"
+dependencies = [
+ "candle-core",
+ "half",
+ "num-traits",
+ "rayon",
+ "safetensors",
+ "serde",
+ "thiserror 1.0.69",
+]
+
 [[package]]
 name = "cc"
 version = "1.2.49"
@@ -444,6 +504,33 @@ dependencies = [
  "windows-link",
 ]
 
+[[package]]
+name = "ciborium"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "42e69ffd6f0917f5c029256a24d0161db17cea3997d185db0d35926308770f0e"
+dependencies = [
+ "ciborium-io",
+ "ciborium-ll",
+ "serde",
+]
+
+[[package]]
+name = "ciborium-io"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "05afea1e0a06c9be33d539b876f1ce3692f4afea2cb41f740e7743225ed1c757"
+
+[[package]]
+name = "ciborium-ll"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "57663b653d948a338bfb3eeba9bb2fd5fcfaecb9e199e87e1eda4d9e8b240fd9"
+dependencies = [
+ "ciborium-io",
+ "half",
+]
+
 [[package]]
 name = "color_quant"
 version = "1.1.0"
@@ -619,6 +706,17 @@ version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0c87e182de0887fd5361989c677c4e8f5000cd9491d6d563161a8f3a5519fc7f"
 
+[[package]]
+name = "derive_arbitrary"
+version = "1.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e567bd82dcff979e4b03460c307b3cdc9e96fde3d73bed1496d2bc75d9dd62a"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+]
+
 [[package]]
 name = "derive_more"
 version = "2.1.0"
@@ -699,6 +797,17 @@ dependencies = [
  "objc2 0.6.3",
 ]
 
+[[package]]
+name = "displaydoc"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+]
+
 [[package]]
 name = "dlib"
 version = "0.5.2"
@@ -720,6 +829,32 @@ version = "0.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d8b14ccef22fc6f5a8f4d7d768562a182c04ce9a3b3157b91390b52ddfdf1a76"
 
+[[package]]
+name = "dyn-stack"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "56e53799688f5632f364f8fb387488dd05db9fe45db7011be066fc20e7027f8b"
+dependencies = [
+ "bytemuck",
+ "reborrow",
+]
+
+[[package]]
+name = "dyn-stack"
+version = "0.13.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1c4713e43e2886ba72b8271aa66c93d722116acf7a75555cce11dcde84388fe8"
+dependencies = [
+ "bytemuck",
+ "dyn-stack-macros",
+]
+
+[[package]]
+name = "dyn-stack-macros"
+version = "0.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e1d926b4d407d372f141f93bb444696142c29d32962ccbd3531117cf3aa0bfa9"
+
 [[package]]
 name = "either"
 version = "1.15.0"
@@ -735,6 +870,18 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "enum-as-inner"
+version = "0.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a1e6a265c649f3f5979b601d26f1d05ada116434c87741c9493cb56218f76cbc"
+dependencies = [
+ "heck 0.5.0",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+]
+
 [[package]]
 name = "equator"
 version = "0.4.2"
@@ -1001,6 +1148,243 @@ dependencies = [
  "system-deps",
 ]
 
+[[package]]
+name = "gemm"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ab24cc62135b40090e31a76a9b2766a501979f3070fa27f689c27ec04377d32"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-c32 0.17.1",
+ "gemm-c64 0.17.1",
+ "gemm-common 0.17.1",
+ "gemm-f16 0.17.1",
+ "gemm-f32 0.17.1",
+ "gemm-f64 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ab96b703d31950f1aeddded248bc95543c9efc7ac9c4a21fda8703a83ee35451"
+dependencies = [
+ "dyn-stack 0.13.2",
+ "gemm-c32 0.18.2",
+ "gemm-c64 0.18.2",
+ "gemm-common 0.18.2",
+ "gemm-f16 0.18.2",
+ "gemm-f32 0.18.2",
+ "gemm-f64 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.6.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-c32"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b9c030d0b983d1e34a546b86e08f600c11696fde16199f971cd46c12e67512c0"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-common 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-c32"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f6db9fd9f40421d00eea9dd0770045a5603b8d684654816637732463f4073847"
+dependencies = [
+ "dyn-stack 0.13.2",
+ "gemm-common 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.6.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-c64"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fbb5f2e79fefb9693d18e1066a557b4546cd334b226beadc68b11a8f9431852a"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-common 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-c64"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dfcad8a3d35a43758330b635d02edad980c1e143dc2f21e6fd25f9e4eada8edf"
+dependencies = [
+ "dyn-stack 0.13.2",
+ "gemm-common 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.6.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-common"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a2e7ea062c987abcd8db95db917b4ffb4ecdfd0668471d8dc54734fdff2354e8"
+dependencies = [
+ "bytemuck",
+ "dyn-stack 0.10.0",
+ "half",
+ "num-complex",
+ "num-traits",
+ "once_cell",
+ "paste",
+ "pulp 0.18.22",
+ "raw-cpuid 10.7.0",
+ "rayon",
+ "seq-macro",
+ "sysctl 0.5.5",
+]
+
+[[package]]
+name = "gemm-common"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a352d4a69cbe938b9e2a9cb7a3a63b7e72f9349174a2752a558a8a563510d0f3"
+dependencies = [
+ "bytemuck",
+ "dyn-stack 0.13.2",
+ "half",
+ "libm",
+ "num-complex",
+ "num-traits",
+ "once_cell",
+ "paste",
+ "pulp 0.21.5",
+ "raw-cpuid 11.6.0",
+ "rayon",
+ "seq-macro",
+ "sysctl 0.6.0",
+]
+
+[[package]]
+name = "gemm-f16"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7ca4c06b9b11952071d317604acb332e924e817bd891bec8dfb494168c7cedd4"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-common 0.17.1",
+ "gemm-f32 0.17.1",
+ "half",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "rayon",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f16"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cff95ae3259432f3c3410eaa919033cd03791d81cebd18018393dc147952e109"
+dependencies = [
+ "dyn-stack 0.13.2",
+ "gemm-common 0.18.2",
+ "gemm-f32 0.18.2",
+ "half",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.6.0",
+ "rayon",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f32"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e9a69f51aaefbd9cf12d18faf273d3e982d9d711f60775645ed5c8047b4ae113"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-common 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f32"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bc8d3d4385393304f407392f754cd2dc4b315d05063f62cf09f47b58de276864"
+dependencies = [
+ "dyn-stack 0.13.2",
+ "gemm-common 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.6.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f64"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aa397a48544fadf0b81ec8741e5c0fba0043008113f71f2034def1935645d2b0"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-common 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f64"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "35b2a4f76ce4b8b16eadc11ccf2e083252d8237c1b589558a49b0183545015bd"
+dependencies = [
+ "dyn-stack 0.13.2",
+ "gemm-common 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.6.0",
+ "seq-macro",
+]
+
 [[package]]
 name = "gethostname"
 version = "1.1.0"
@@ -1201,8 +1585,12 @@ version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
+ "bytemuck",
  "cfg-if",
  "crunchy",
+ "num-traits",
+ "rand 0.9.2",
+ "rand_distr",
  "zerocopy",
 ]
 
@@ -1356,6 +1744,7 @@ dependencies = [
  "pv_recorder",
  "rand 0.8.5",
  "rodio",
+ "rustpotter",
  "seqdiff",
  "serde",
  "serde_json",
@@ -1508,6 +1897,12 @@ dependencies = [
  "windows-link",
 ]
 
+[[package]]
+name = "libm"
+version = "0.2.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f9fbbcab51052fe104eb5e5d351cf728d30a5be1fe14d9be8a3b097481fb97de"
+
 [[package]]
 name = "libredox"
 version = "0.1.10"
@@ -1644,6 +2039,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "744133e4a0e0a658e1374cf3bf8e415c4052a15a111acd372764c55b4177d490"
 dependencies = [
  "libc",
+ "stable_deref_trait",
 ]
 
 [[package]]
@@ -1759,6 +2155,20 @@ version = "0.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0676bb32a98c1a483ce53e500a81ad9c3d5b3f7c920c28c24e9cb0980d0b5bc8"
 
+[[package]]
+name = "num"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
+dependencies = [
+ "num-bigint",
+ "num-complex",
+ "num-integer",
+ "num-iter",
+ "num-rational",
+ "num-traits",
+]
+
 [[package]]
 name = "num-bigint"
 version = "0.4.6"
@@ -1769,6 +2179,16 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "num-complex"
+version = "0.4.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
+dependencies = [
+ "bytemuck",
+ "num-traits",
+]
+
 [[package]]
 name = "num-derive"
 version = "0.4.2"
@@ -1789,6 +2209,17 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "num-iter"
+version = "0.1.45"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
+dependencies = [
+ "autocfg",
+ "num-integer",
+ "num-traits",
+]
+
 [[package]]
 name = "num-rational"
 version = "0.4.2"
@@ -1807,6 +2238,17 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "071dfc062690e90b734c0b2273ce72ad0ffa95f0c74596bc250dcfd960262841"
 dependencies = [
  "autocfg",
+ "libm",
+]
+
+[[package]]
+name = "num_cpus"
+version = "1.17.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91df4bbde75afed763b708b7eee1e8e7651e02d97f6d5dd763e89367e957b23b"
+dependencies = [
+ "hermit-abi",
+ "libc",
 ]
 
 [[package]]
@@ -2326,6 +2768,15 @@ dependencies = [
  "zerocopy",
 ]
 
+[[package]]
+name = "primal-check"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dc0d895b311e3af9902528fbb8f928688abbd95872819320517cc24ca6b2bd08"
+dependencies = [
+ "num-integer",
+]
+
 [[package]]
 name = "proc-macro-crate"
 version = "1.3.1"
@@ -2407,6 +2858,32 @@ dependencies = [
  "syn 2.0.111",
 ]
 
+[[package]]
+name = "pulp"
+version = "0.18.22"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a0a01a0dc67cf4558d279f0c25b0962bd08fc6dec0137699eae304103e882fe6"
+dependencies = [
+ "bytemuck",
+ "libm",
+ "num-complex",
+ "reborrow",
+]
+
+[[package]]
+name = "pulp"
+version = "0.21.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "96b86df24f0a7ddd5e4b95c94fc9ed8a98f1ca94d3b01bdce2824097e7835907"
+dependencies = [
+ "bytemuck",
+ "cfg-if",
+ "libm",
+ "num-complex",
+ "reborrow",
+ "version_check",
+]
+
 [[package]]
 name = "pv_recorder"
 version = "1.2.6"
@@ -2523,6 +3000,16 @@ dependencies = [
  "getrandom 0.3.4",
 ]
 
+[[package]]
+name = "rand_distr"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6a8615d50dcf34fa31f7ab52692afec947c4dd0ab803cc87cb3b0b4570ff7463"
+dependencies = [
+ "num-traits",
+ "rand 0.9.2",
+]
+
 [[package]]
 name = "rav1e"
 version = "0.8.1"
@@ -2573,6 +3060,24 @@ dependencies = [
  "rgb",
 ]
 
+[[package]]
+name = "raw-cpuid"
+version = "10.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6c297679cb867470fa8c9f67dbba74a78d78e3e98d7cf2b08d6d71540f797332"
+dependencies = [
+ "bitflags 1.3.2",
+]
+
+[[package]]
+name = "raw-cpuid"
+version = "11.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "498cd0dc59d73224351ee52a95fee0f1a617a2eae0e7d9d720cc622c73a54186"
+dependencies = [
+ "bitflags 2.10.0",
+]
+
 [[package]]
 name = "raw-window-handle"
 version = "0.6.2"
@@ -2599,6 +3104,21 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "realfft"
+version = "3.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f821338fddb99d089116342c46e9f1fbf3828dba077674613e734e01d6ea8677"
+dependencies = [
+ "rustfft",
+]
+
+[[package]]
+name = "reborrow"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "03251193000f4bd3b042892be858ee50e8b3719f2b08e5833ac4353724632430"
+
 [[package]]
 name = "redox_syscall"
 version = "0.4.1"
@@ -2663,6 +3183,18 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ad8388ea1a9e0ea807e442e8263a699e7edcb320ecbcd21b4fa8ff859acce3ba"
 
+[[package]]
+name = "rubato"
+version = "0.14.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e6dd52e80cfc21894deadf554a5673002938ae4625f7a283e536f9cf7c17b0d5"
+dependencies = [
+ "num-complex",
+ "num-integer",
+ "num-traits",
+ "realfft",
+]
+
 [[package]]
 name = "rustc_version"
 version = "0.4.1"
@@ -2672,6 +3204,20 @@ dependencies = [
  "semver",
 ]
 
+[[package]]
+name = "rustfft"
+version = "6.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "21db5f9893e91f41798c88680037dba611ca6674703c1a18601b01a72c8adb89"
+dependencies = [
+ "num-complex",
+ "num-integer",
+ "num-traits",
+ "primal-check",
+ "strength_reduce",
+ "transpose",
+]
+
 [[package]]
 name = "rustix"
 version = "0.38.44"
@@ -2698,6 +3244,20 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "rustpotter"
+version = "3.0.2"
+source = "git+https://github.com/Priler/rustpotter#5604a094b4a21ad12645e5aac5ffc463a2892af8"
+dependencies = [
+ "candle-core",
+ "candle-nn",
+ "ciborium",
+ "hound",
+ "rubato",
+ "rustfft",
+ "serde",
+]
+
 [[package]]
 name = "rustversion"
 version = "1.0.22"
@@ -2710,6 +3270,16 @@ version = "1.0.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "28d3b2b1366ec20994f1fd18c3c594f05c5dd4bc44d8bb0c1c632c8d6829481f"
 
+[[package]]
+name = "safetensors"
+version = "0.4.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "44560c11236a6130a46ce36c836a62936dc81ebf8c36a37947423571be0e55b6"
+dependencies = [
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "same-file"
 version = "1.0.6"
@@ -2756,6 +3326,12 @@ version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cd0b0ec5f1c1ca621c432a25813d8d60c88abe6d3e08a3eb9cf37d97a0fe3d73"
 
+[[package]]
+name = "seq-macro"
+version = "0.3.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1bc711410fbe7399f390ca1c3b60ad0f53f80e95c5eb935e52268a0e2cd49acc"
+
 [[package]]
 name = "seqdiff"
 version = "0.3.0"
@@ -2923,6 +3499,12 @@ version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
+[[package]]
+name = "strength_reduce"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fe895eb47f22e2ddd4dabc02bce419d2e643c8e3b585c78158b349195bc24d82"
+
 [[package]]
 name = "strict-num"
 version = "0.1.1"
@@ -3097,6 +3679,45 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "synstructure"
+version = "0.13.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+]
+
+[[package]]
+name = "sysctl"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec7dddc5f0fee506baf8b9fdb989e242f17e4b11c61dfbb0635b705217199eea"
+dependencies = [
+ "bitflags 2.10.0",
+ "byteorder",
+ "enum-as-inner",
+ "libc",
+ "thiserror 1.0.69",
+ "walkdir",
+]
+
+[[package]]
+name = "sysctl"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "01198a2debb237c62b6826ec7081082d951f46dbb64b0e8c7649a452230d1dfc"
+dependencies = [
+ "bitflags 2.10.0",
+ "byteorder",
+ "enum-as-inner",
+ "libc",
+ "thiserror 1.0.69",
+ "walkdir",
+]
+
 [[package]]
 name = "system-deps"
 version = "6.2.2"
@@ -3287,14 +3908,39 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2d15d90a0b5c19378952d479dc858407149d7bb45a14de0142f6c534b16fc647"
 dependencies = [
  "pin-project-lite",
+ "tracing-attributes",
  "tracing-core",
 ]
 
+[[package]]
+name = "tracing-attributes"
+version = "0.1.31"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+]
+
 [[package]]
 name = "tracing-core"
 version = "0.1.35"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7a04e24fab5c89c6a36eb8558c9656f30d81de51dfa4d3b45f26b21d61fa0a6c"
+dependencies = [
+ "once_cell",
+]
+
+[[package]]
+name = "transpose"
+version = "0.2.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ad61aed86bc3faea4300c7aee358b4c6d0c8d6ccc36524c96e4c92ccf26e77e"
+dependencies = [
+ "num-integer",
+ "strength_reduce",
+]
 
 [[package]]
 name = "tray-icon"
@@ -3332,6 +3978,27 @@ version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d2df906b07856748fa3f6e0ad0cbaa047052d4a7dd609e231c4f72cee8c36f31"
 
+[[package]]
+name = "ug"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "90b70b37e9074642bc5f60bb23247fd072a84314ca9e71cdf8527593406a0dd3"
+dependencies = [
+ "gemm 0.18.2",
+ "half",
+ "libloading 0.8.9",
+ "memmap2",
+ "num",
+ "num-traits",
+ "num_cpus",
+ "rayon",
+ "safetensors",
+ "serde",
+ "thiserror 1.0.69",
+ "tracing",
+ "yoke",
+]
+
 [[package]]
 name = "unicode-ident"
 version = "1.0.22"
@@ -4114,6 +4781,30 @@ version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7a5a4b21e1a62b67a2970e6831bc091d7b87e119e7f9791aef9702e3bef04448"
 
+[[package]]
+name = "yoke"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "120e6aef9aa629e3d4f52dc8cc43a015c7724194c97dfaf45180d2daf2b77f40"
+dependencies = [
+ "serde",
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
+name = "yoke-derive"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2380878cad4ac9aac1e2435f3eb4020e8374b5f13c296cb75b4620ff8e229154"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+ "synstructure",
+]
+
 [[package]]
 name = "zerocopy"
 version = "0.8.31"
@@ -4134,6 +4825,42 @@ dependencies = [
  "syn 2.0.111",
 ]
 
+[[package]]
+name = "zerofrom"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "50cc42e0333e05660c3587f3bf9d0478688e15d870fab3346451ce7f8c9fbea5"
+dependencies = [
+ "zerofrom-derive",
+]
+
+[[package]]
+name = "zerofrom-derive"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.111",
+ "synstructure",
+]
+
+[[package]]
+name = "zip"
+version = "1.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9cc23c04387f4da0374be4533ad1208cbb091d5c11d070dfef13676ad6497164"
+dependencies = [
+ "arbitrary",
+ "crc32fast",
+ "crossbeam-utils",
+ "displaydoc",
+ "indexmap",
+ "num_enum",
+ "thiserror 1.0.69",
+]
+
 [[package]]
 name = "zune-core"
 version = "0.4.12"
diff --git a/app/Cargo.toml b/app/Cargo.toml
index 3120575..6f74739 100644
--- a/app/Cargo.toml
+++ b/app/Cargo.toml
@@ -20,7 +20,7 @@ seqdiff = "0.3.0"
 vosk = "0.3.1"
 rand = "^0.8.5"
 rodio = "0.21.1"
-# rustpotter = "3.0.2"
+rustpotter = { git = "https://github.com/Priler/rustpotter" }
 log = "0.4.21"
 once_cell = "1.19.0"
 atomic_enum = "0.3.0"
diff --git a/app/src/audio/kira.rs b/app/src/audio/kira.rs
index 83f14e9..1e2c481 100644
--- a/app/src/audio/kira.rs
+++ b/app/src/audio/kira.rs
@@ -2,9 +2,14 @@ use once_cell::sync::OnceCell;
 use std::path::PathBuf;
 use std::sync::Mutex;
 
+// use kira::{
+//     manager::{backend::DefaultBackend, AudioManager, AudioManagerSettings},
+//     sound::static_sound::{StaticSoundData, StaticSoundSettings},
+// };
+
 use kira::{
-    manager::{backend::DefaultBackend, AudioManager, AudioManagerSettings},
-    sound::static_sound::{StaticSoundData, StaticSoundSettings},
+	AudioManager, AudioManagerSettings, DefaultBackend,
+	sound::static_sound::StaticSoundData,
 };
 
 thread_local!(static MANAGER: OnceCell<Mutex<AudioManager>> = OnceCell::new());
@@ -37,7 +42,7 @@ pub fn init() -> Result<(), ()> {
 // @TODO. Cache sounds in memory? With a pool of a certain size, for instance.
 pub fn play_sound(filename: &PathBuf) {
     // load the file
-    match StaticSoundData::from_file(filename, StaticSoundSettings::default()) {
+    match StaticSoundData::from_file(filename) {
         Ok(sound_data) => {
             // sound_data.duration() can be used in order to sleep, if (for some reason) blocking behaviour is required
 
@@ -47,8 +52,8 @@ pub fn play_sound(filename: &PathBuf) {
                 audio_manager.play(sound_data.clone()).unwrap();
             });
         }
-        Err(msg) => {
-            warn!("Cannot find sound file: {}", filename.display());
+        Err(err) => {
+            warn!("Cannot find sound file: {} (err: {})", filename.display(), err);
         }
     }
 }
diff --git a/app/src/audio/rodio.rs b/app/src/audio/rodio.rs
index 18e5877..c8e6073 100644
--- a/app/src/audio/rodio.rs
+++ b/app/src/audio/rodio.rs
@@ -9,10 +9,11 @@ use std::fs::File;
 use std::io::BufReader;
 use std::path::PathBuf;
 
-use rodio::{Decoder, OutputStream, OutputStreamHandle, Sink};
+// use rodio::{Decoder, OutputStream, OutputStreamHandle, Sink};
+use rodio::{Decoder, OutputStream, Sink};
 
 // static STREAM: OnceCell<OutputStream> = OnceCell::new();
-static STREAM_HANDLE: OnceCell<OutputStreamHandle> = OnceCell::new();
+static STREAM_HANDLE: OnceCell<OutputStream> = OnceCell::new();
 static SINK: OnceCell<Sink> = OnceCell::new();
 
 pub fn init() -> Result<(), ()> {
@@ -21,25 +22,11 @@ pub fn init() -> Result<(), ()> {
     } // already initialized
 
     // get output stream handle to the default physical sound device
-    match OutputStream::try_default() {
-        Ok(out) => {
-            // divide
-            let (_stream, stream_handle) = out;
-
+    match rodio::OutputStreamBuilder::open_default_stream() {
+        Ok(stream_handle) => {
             // create sink
-            let sink;
-            match Sink::try_new(&stream_handle) {
-                Ok(s) => {
-                    info!("Sink initialized.");
-                    sink = s;
-                }
-                Err(msg) => {
-                    error!("Cannot create sink.\nError details: {}", msg);
-
-                    // failed
-                    return Err(());
-                }
-            }
+            let sink = Sink::connect_new(&stream_handle.mixer());
+            info!("Sink initialized.");
 
             // store
             // STREAM.set(_stream).unwrap();