diff --git a/docs/images/after.svg b/docs/images/after.svg
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text-anchor="middle">git push</text></switch></g><rect x="470" y="229" width="130" height="60" fill="#bac8d3" stroke="#23445d" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 259px; margin-left: 471px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;"><div>git clone</div></div></div></div></foreignObject><text x="535" y="266" fill="rgb(0, 0, 0)" font-family="Helvetica" 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diff --git a/docs/images/before.svg b/docs/images/before.svg
deleted file mode 100644
index f82d5d099..000000000
--- a/docs/images/before.svg
+++ /dev/null
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style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">write dockefiles</div></div></div></foreignObject><text x="455" y="353" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">write dockef...</text></switch></g><path d="M 580 406 Q 530 406 530 436 Q 530 466 490.1 466" fill="none" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" stroke-dasharray="9 9" pointer-events="stroke"/><path d="M 483.35 466 L 492.35 461.5 L 490.1 466 L 492.35 470.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/><path d="M 480 481 Q 825 481 825 401.1" fill="none" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" stroke-dasharray="9 9" pointer-events="stroke"/><path d="M 825 394.35 L 829.5 403.35 L 825 401.1 L 820.5 403.35 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/><path d="M 350 451 Q 230 451 230 428.1" fill="none" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" stroke-dasharray="9 9" pointer-events="stroke"/><path d="M 230 421.35 L 234.5 430.35 L 230 428.1 L 225.5 430.35 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/><rect x="350" y="436" width="130" height="60" fill="#bac8d3" stroke="#23445d" stroke-width="3" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 466px; margin-left: 351px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">training</div></div></div></foreignObject><text x="415" y="473" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">training</text></switch></g><path d="M 825 331 Q 825 311 825 313 Q 825 315 825 305.1" fill="none" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" stroke-dasharray="9 9" pointer-events="stroke"/><path d="M 825 298.35 L 829.5 307.35 L 825 305.1 L 820.5 307.35 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/><rect x="760" y="331" width="130" height="60" fill="#bac8d3" stroke="#23445d" stroke-width="3" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 361px; margin-left: 761px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">save model</div></div></div></foreignObject><text x="825" y="368" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">save model</text></switch></g><ellipse cx="825" cy="243" rx="52" ry="52" fill="#cce5ff" stroke="#36393d" stroke-width="3" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 102px; height: 1px; padding-top: 243px; margin-left: 774px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Deliver</div></div></div></foreignObject><text x="825" y="250" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">Deliver</text></switch></g><rect x="190" y="177" width="130" height="60" fill="#bac8d3" stroke="#23445d" stroke-width="3" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 207px; margin-left: 191px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div>git clone</div></div></div></div></foreignObject><text x="255" y="214" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">git clone</text></switch></g><rect x="270" y="61" width="130" height="60" fill="#bac8d3" stroke="#23445d" stroke-width="3" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 91px; margin-left: 271px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">configure tools</div></div></div></foreignObject><text x="335" y="98" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">configure to...</text></switch></g><path d="M 710 406 Q 730 406 730 344.75 Q 730 283.5 683.75 283.5 Q 637.5 283.5 637.5 201.1" fill="none" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" stroke-dasharray="9 9" pointer-events="stroke"/><path d="M 637.5 194.35 L 642 203.35 L 637.5 201.1 L 633 203.35 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/><rect x="580" y="376" width="130" height="60" fill="#bac8d3" stroke="#23445d" stroke-width="3" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 406px; margin-left: 581px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">pipeline the data</div></div></div></foreignObject><text x="645" y="413" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">pipeline the...</text></switch></g><rect x="590" y="251" width="170" height="60" fill="#bac8d3" stroke="#23445d" stroke-width="3" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 168px; height: 1px; padding-top: 281px; margin-left: 591px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 22px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">configure model storage</div></div></div></foreignObject><text x="675" y="288" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="22px" text-anchor="middle">configure model...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Text is not SVG - cannot display</text></a></switch></svg>
diff --git a/docs/images/envd.png b/docs/images/envd.png
deleted file mode 100644
index b61c87462..000000000
Binary files a/docs/images/envd.png and /dev/null differ
diff --git a/typos.toml b/typos.toml
index 7ca451009..9fb7e0e4e 100644
--- a/typos.toml
+++ b/typos.toml
@@ -3,3 +3,4 @@
 extend-exclude = ["CHANGELOG.md"]
 [default.extend-words]
 iterm = "iterm"
+WRONLY = "WRONLY"