Add ghost serve: local web UI for running SQL against ghost databases

.github/workflows/release.yaml

@@ -25,6 +25,11 @@ jobs:
         with:
           go-version-file: "go.mod"
 
+      - name: Build web bundle
+        env:
+          NPM_AUTH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: ./scripts/build-web.sh
+
       - name: Install package_cloud gem
         run: sudo gem install package_cloud --no-doc
 

.github/workflows/test.yaml

@@ -11,6 +11,9 @@ jobs:
   test:
     name: Test
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: read
     steps:
       - name: Checkout
         uses: actions/checkout@v6
@@ -25,6 +28,11 @@ jobs:
       - name: ShellCheck
         run: shellcheck scripts/install.sh
 
+      - name: Build web bundle
+        env:
+          NPM_AUTH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: ./scripts/build-web.sh
+
       - name: Mod
         run: go mod tidy -diff
 

.gitignore

@@ -60,3 +60,12 @@ mcp-publisher
 # Local files
 todo.md
 new.md
+
+# ghost serve
+web/download/
+web/node_modules/
+web/dist/
+web/.npmrc
+web/tsconfig.tsbuildinfo
+internal/serve/web/*
+!internal/serve/web/.gitkeep

CLAUDE.md

@@ -5,14 +5,16 @@
 - **`cmd/`** - Binary entry points. Contains `ghost/main.go` (the main CLI binary, which sets up context/signal handling and delegates to the internal command infrastructure), `npm-publisher/` (a CI tool that generates and publishes npm packages for each platform), `generate-docs/` (generates Markdown CLI reference docs to `docs/cli/`), and `generate-tutorial-docs/` (renders every tutorial in the `allTutorials()` registry to `docs/tutorials/`, sharing source-of-truth step data with the live `ghost tutorial` command).
 - **`internal/`** - All core application logic (non-public Go packages).
   - **`internal/tutorial/`** - Data definitions for Ghost's guided tutorials. Each `Tutorial` is a struct bundling `Filename`, narrative (`Title`/`Callout`/`Intro`), an ordered `[]Step`, and an optional `DeleteStep`. Blocks carry CLI args, prose, expected output (markdown-only), and a `Target` enum that scopes them to CLI runs, doc renders, or both. `All()` is the registry imported by both the live CLI command and the `generate-tutorial-docs` binary.
-  - **`internal/cmd/`** - Cobra command implementations for all CLI commands (init, tutorial, create, fork, list, delete, pause, resume, connect, psql, sql, schema, logs, password, pricing, rename, status, id, feedback, api-key, login, logout, config, mcp, version, upgrade, completion, payment). Each command lives in its own file, named to match the command in snake_case (e.g. `ghost payment list` → `payment_list.go`). Helper files like `completion.go`, `errors.go`, and `logger.go` contain shared utilities. Commands that are not yet ready for public release can be gated behind the `GHOST_EXPERIMENTAL` env var (see `internal/common/app.go`'s `App.Experimental` field).
+  - **`internal/cmd/`** - Cobra command implementations for all CLI commands (init, tutorial, create, fork, list, delete, pause, resume, connect, psql, sql, schema, logs, password, pricing, rename, status, id, feedback, api-key, login, logout, config, mcp, serve, version, upgrade, completion, payment). Each command lives in its own file, named to match the command in snake_case (e.g. `ghost payment list` → `payment_list.go`). Helper files like `completion.go`, `errors.go`, and `logger.go` contain shared utilities. Commands that are not yet ready for public release can be gated behind the `GHOST_EXPERIMENTAL` env var (see `internal/common/app.go`'s `App.Experimental` field).
   - **`internal/api/`** - API client layer. Includes an OpenAPI-generated REST client (`client.go`, `types.go`), shared HTTP client singleton, and request/response types. **Do not edit `client.go` or `types.go` by hand** — they are generated from `openapi.yaml` (see [Code Generation](#code-generation)). The `mock/` subdirectory contains a generated mock of `ClientWithResponsesInterface` for use in tests.
   - **`internal/config/`** - Configuration management. Handles config file loading (via Viper), credential storage (keyring with file fallback), and version checking.
   - **`internal/common/`** - Shared business logic used across commands and MCP tools. Includes API client initialization, database connection/schema/query utilities, error handling with exit codes, and version update checks.
   - **`internal/mcp/`** - Model Context Protocol (MCP) server. Exposes Ghost database operations as MCP tools for AI/LLM integration, plus a documentation search proxy. Each MCP tool lives in its own file, named to match the tool (e.g. `ghost_usage` → `usage.go`). Helper files like `util.go`, `errors.go`, and `proxy.go` contain shared utilities.
+  - **`internal/serve/`** - Local web UI for `ghost serve`. Embeds a Vite/React SPA (from `web/dist`) via `//go:embed` and exposes the wire protocol the unmodified `@timescale/popsql-query-widget` expects (`/api/executeQuery`, `/api/arrowResults`, `/api/createSession`, `/api/sessionEvents`, `/api/closeSession`, `/api/executeSessionQuery`, `/api/cancelRun`) plus a read-only `/api/databases` passthrough and `/api/bootstrap` config dump. Query execution runs in-process via the `dbdriver/` sub-package (Postgres-only port of popsql-query's driver + pgx/v5/stdlib for OID-aware scan types) and the `dbtypes/` sub-package (custom scan receivers for Date/Numeric/JSON/etc.). Rows are encoded as Apache Arrow IPC stream batches (`arrow.go`, ported from popsql-query's writer).
   - **`internal/analytics/`** - Analytics event tracking with sensitive data redaction for flags, positional arguments, and MCP inputs.
   - **`internal/util/`** - General utilities: type conversion, duration formatting, path helpers, context-aware stdin reading, JSON/YAML serialization, and terminal detection.
 - **`docs/`** - Documentation. `docs/cli/` contains generated Markdown CLI reference docs (produced by `cmd/generate-docs`).
+- **`web/`** - Vite + React workspace for the `ghost serve` browser UI. Built via `scripts/build-web.sh` (which uses the self-bootstrapping `web/bun` wrapper) into `web/dist/`, then synced into `internal/serve/web/` for the Go binary's `//go:embed` directive. Uses React 18 (the widget calls `findDOMNode` which was removed in React 19), Tailwind v3 (matches the widget's pinned version), TanStack Query for `/api/databases`/`/api/bootstrap` polling, and `vite-plugin-node-polyfills` for the widget's Buffer/crypto/process/stream shims (same list web-cloud uses). The widget's worker + wasm sidecars are emitted into `assets/` via a custom Vite plugin (ported from web-cloud) because Vite's static analysis misses the `new URL(<variable>, import.meta.url)` references inside the widget's worker chunk.
 - **`scripts/`** - Build and installation scripts (install.sh, install.ps1, completions generation).
 - **`openapi.yaml`** - OpenAPI spec used to generate the API client. Should be kept in sync with the canonical spec in the `ghost-api` repo (see [Code Generation](#code-generation)).
 - **`.github/`** - GitHub Actions CI/CD workflows for testing and releases.

README.md

@@ -50,6 +50,7 @@ npm install -g @ghost.build/cli
 ghost init        # Interactively configure Ghost (PATH, login, MCP, completions)
 ghost create      # Create a new Postgres database
 ghost list        # List all databases
+ghost serve       # Open a local web UI for running SQL queries
 ```
 
 Learn more about ghost's forking workflow and other features with the interactive tutorial:
@@ -82,6 +83,7 @@ ghost tutorial
 | `logout` | Remove stored credentials |
 | `mcp` | Ghost Model Context Protocol (MCP) server |
 | `password` | Reset the password for a database |
+| `serve` | Launch a local web UI for running SQL queries |
 | `pause` | Pause a running database |
 | `payment` | Manage payment methods |
 | `pricing` | Show compute overage and dedicated database pricing |

check

@@ -1,6 +1,8 @@
 #!/bin/sh
 set -ex
 
+./scripts/build-web.sh
+
 go mod tidy
 go install ./...
 go fmt ./...

docs/cli/ghost.md

@@ -63,6 +63,7 @@ monthly usage.
 * [ghost rename](ghost_rename.md)	 - Rename a database
 * [ghost resume](ghost_resume.md)	 - Resume a paused database
 * [ghost schema](ghost_schema.md)	 - Display database schema information
+* [ghost serve](ghost_serve.md)	 - Launch a local web UI for running SQL queries
 * [ghost share](ghost_share.md)	 - Share a database
 * [ghost sql](ghost_sql.md)	 - Execute SQL query on a database
 * [ghost tutorial](ghost_tutorial.md)	 - Run an interactive Ghost tutorial

docs/cli/ghost_serve.md

@@ -0,0 +1,51 @@
+---
+title: "ghost serve"
+slug: "ghost_serve"
+description: "CLI reference for ghost serve"
+---
+
+## ghost serve
+
+Launch a local web UI for running SQL queries
+
+### Synopsis
+
+Start a local web server and open a browser to a UI that lets you run SQL
+queries against your ghost databases. The server runs only for the duration
+of this command — press Ctrl+C to stop it.
+
+```
+ghost serve [flags]
+```
+
+### Examples
+
+```
+  # Launch on an auto-picked port and open the browser
+  ghost serve
+
+  # Pin a port and skip the browser
+  ghost serve --port 5174 --no-open
+```
+
+### Options
+
+```
+  -h, --help          help for serve
+      --host string   interface to bind (loopback by default) (default "127.0.0.1")
+      --no-open       do not open the browser
+      --port int      TCP port to listen on (0 = auto)
+```
+
+### Options inherited from parent commands
+
+```
+      --analytics           enable/disable usage analytics (default true)
+      --color               enable colored output (default true)
+      --config-dir string   config directory (default "~/.config/ghost")
+      --version-check       check for updates (default true)
+```
+
+### SEE ALSO
+
+* [ghost](ghost.md)	 - CLI for managing Postgres databases

go.mod

@@ -12,9 +12,11 @@ require (
 	charm.land/bubbles/v2 v2.1.0
 	charm.land/bubbletea/v2 v2.0.6
 	charm.land/lipgloss/v2 v2.0.3
+	github.com/apache/arrow-go/v18 v18.6.0
 	github.com/charmbracelet/colorprofile v0.4.3
 	github.com/google/go-cmp v0.7.0
 	github.com/google/jsonschema-go v0.4.2
+	github.com/google/uuid v1.6.0
 	github.com/jackc/pgpassfile v1.0.0
 	github.com/jackc/pgx/v5 v5.9.2
 	github.com/modelcontextprotocol/go-sdk v1.5.0
@@ -56,10 +58,13 @@ require (
 	github.com/go-viper/mapstructure/v2 v2.5.0 // indirect
 	github.com/goccy/go-json v0.10.6 // indirect
 	github.com/godbus/dbus/v5 v5.2.2 // indirect
-	github.com/google/uuid v1.6.0 // indirect
+	github.com/google/flatbuffers v25.12.19+incompatible // indirect
 	github.com/inconshreveable/mousetrap v1.1.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
+	github.com/jackc/puddle/v2 v2.2.2 // indirect
 	github.com/josharian/intern v1.0.0 // indirect
+	github.com/klauspost/compress v1.18.5 // indirect
+	github.com/klauspost/cpuid/v2 v2.3.0 // indirect
 	github.com/lucasb-eyer/go-colorful v1.4.0 // indirect
 	github.com/mailru/easyjson v0.7.7 // indirect
 	github.com/mattn/go-colorable v0.1.14 // indirect
@@ -75,6 +80,7 @@ require (
 	github.com/olekukonko/ll v0.1.8 // indirect
 	github.com/pelletier/go-toml/v2 v2.3.0 // indirect
 	github.com/perimeterx/marshmallow v1.1.5 // indirect
+	github.com/pierrec/lz4/v4 v4.1.26 // indirect
 	github.com/rivo/uniseg v0.4.7 // indirect
 	github.com/russross/blackfriday/v2 v2.1.0 // indirect
 	github.com/sagikazarmark/locafero v0.12.0 // indirect
@@ -89,7 +95,9 @@ require (
 	github.com/woodsbury/decimal128 v1.3.0 // indirect
 	github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e // indirect
 	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
+	github.com/zeebo/xxh3 v1.1.0 // indirect
 	go.yaml.in/yaml/v3 v3.0.4 // indirect
+	golang.org/x/exp v0.0.0-20260112195511-716be5621a96 // indirect
 	golang.org/x/exp/typeparams v0.0.0-20231108232855-2478ac86f678 // indirect
 	golang.org/x/text v0.36.0 // indirect
 	golang.org/x/tools v0.43.0 // indirect

go.sum

@@ -7,6 +7,12 @@ charm.land/lipgloss/v2 v2.0.3/go.mod h1:7myLU9iG/3xluAWzpY/fSxYYHCgoKTie7laxk6AT
 github.com/BurntSushi/toml v1.4.1-0.20240526193622-a339e1f7089c h1:pxW6RcqyfI9/kWtOwnv/G+AzdKuy2ZrqINhenH4HyNs=
 github.com/BurntSushi/toml v1.4.1-0.20240526193622-a339e1f7089c/go.mod h1:ukJfTF/6rtPPRCnwkur4qwRxa8vTRFBF0uk2lLoLwho=
 github.com/RaveNoX/go-jsoncommentstrip v1.0.0/go.mod h1:78ihd09MekBnJnxpICcwzCMzGrKSKYe4AqU6PDYYpjk=
+github.com/andybalholm/brotli v1.2.1 h1:R+f5xP285VArJDRgowrfb9DqL18yVK0gKAW/F+eTWro=
+github.com/andybalholm/brotli v1.2.1/go.mod h1:rzTDkvFWvIrjDXZHkuS16NPggd91W3kUSvPlQ1pLaKY=
+github.com/apache/arrow-go/v18 v18.6.0 h1:GX/Jyd3R7mCLiECAwY9FWbbaYblie2WXBSz4Sw8fNpM=
+github.com/apache/arrow-go/v18 v18.6.0/go.mod h1:gm3MiPpY82fLYK5VKPB3WoJbsiLVDfT7flD5/vHReKw=
+github.com/apache/thrift v0.22.0 h1:r7mTJdj51TMDe6RtcmNdQxgn9XcyfGDOzegMDRg47uc=
+github.com/apache/thrift v0.22.0/go.mod h1:1e7J/O1Ae6ZQMTYdy9xa3w9k+XHWPfRvdPyJeynQ+/g=
 github.com/apapsch/go-jsonmerge/v2 v2.0.0 h1:axGnT1gRIfimI7gJifB699GoE/oq+F2MU7Dml6nw9rQ=
 github.com/apapsch/go-jsonmerge/v2 v2.0.0/go.mod h1:lvDnEdqiQrp0O42VQGgmlKpxL1AP2+08jFMw88y4klk=
 github.com/aymanbagabas/go-udiff v0.4.1 h1:OEIrQ8maEeDBXQDoGCbbTTXYJMYRCRO1fnodZ12Gv5o=
@@ -41,8 +47,9 @@ github.com/cpuguy83/go-md2man/v2 v2.0.7/go.mod h1:oOW0eioCTA6cOiMLiUPZOpcVxMig6N
 github.com/danieljoos/wincred v1.2.3 h1:v7dZC2x32Ut3nEfRH+vhoZGvN72+dQ/snVXo/vMFLdQ=
 github.com/danieljoos/wincred v1.2.3/go.mod h1:6qqX0WNrS4RzPZ1tnroDzq9kY3fu1KwE7MRLQK4X0bs=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
+github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/dprotaso/go-yit v0.0.0-20191028211022-135eb7262960/go.mod h1:9HQzr9D/0PGwMEbC3d5AB7oi67+h4TsQqItC1GVYG58=
 github.com/dprotaso/go-yit v0.0.0-20220510233725-9ba8df137936 h1:PRxIJD8XjimM5aTknUK9w6DHLDox2r2M3DI4i2pnd3w=
 github.com/dprotaso/go-yit v0.0.0-20220510233725-9ba8df137936/go.mod h1:ttYvX5qlB+mlV1okblJqcSMtR4c52UKxDiX9GRBS8+Q=
@@ -80,6 +87,8 @@ github.com/golang/protobuf v1.4.0/go.mod h1:jodUvKwWbYaEsadDk5Fwe5c77LiNKVO9IDvq
 github.com/golang/protobuf v1.4.2/go.mod h1:oDoupMAO8OvCJWAcko0GGGIgR6R6ocIYbsSw735rRwI=
 github.com/golang/protobuf v1.5.0/go.mod h1:FsONVRAS9T7sI+LIUmWTfcYkHO4aIWwzhcaSAoJOfIk=
 github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY=
+github.com/google/flatbuffers v25.12.19+incompatible h1:haMV2JRRJCe1998HeW/p0X9UaMTK6SDo0ffLn2+DbLs=
+github.com/google/flatbuffers v25.12.19+incompatible/go.mod h1:1AeVuKshWv4vARoZatz6mlQ0JxURH0Kv5+zNeJKJCa8=
 github.com/google/go-cmp v0.3.0/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU=
 github.com/google/go-cmp v0.3.1/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU=
 github.com/google/go-cmp v0.4.0/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
@@ -106,6 +115,10 @@ github.com/jackc/puddle/v2 v2.2.2/go.mod h1:vriiEXHvEE654aYKXXjOvZM39qJ0q+azkZFr
 github.com/josharian/intern v1.0.0 h1:vlS4z54oSdjm0bgjRigI+G1HpF+tI+9rE5LLzOg8HmY=
 github.com/josharian/intern v1.0.0/go.mod h1:5DoeVV0s6jJacbCEi61lwdGj/aVlrQvzHFFd8Hwg//Y=
 github.com/juju/gnuflag v0.0.0-20171113085948-2ce1bb71843d/go.mod h1:2PavIy+JPciBPrBUjwbNvtwB6RQlve+hkpll6QSNmOE=
+github.com/klauspost/compress v1.18.5 h1:/h1gH5Ce+VWNLSWqPzOVn6XBO+vJbCNGvjoaGBFW2IE=
+github.com/klauspost/compress v1.18.5/go.mod h1:cwPg85FWrGar70rWktvGQj8/hthj3wpl0PGDogxkrSQ=
+github.com/klauspost/cpuid/v2 v2.3.0 h1:S4CRMLnYUhGeDFDqkGriYKdfoFlDnMtqTiI/sFzhA9Y=
+github.com/klauspost/cpuid/v2 v2.3.0/go.mod h1:hqwkgyIinND0mEev00jJYCxPNVRVXFQeu1XKlok6oO0=
 github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORNo=
 github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
 github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk=
@@ -164,8 +177,11 @@ github.com/pelletier/go-toml/v2 v2.3.0 h1:k59bC/lIZREW0/iVaQR8nDHxVq8OVlIzYCOJf4
 github.com/pelletier/go-toml/v2 v2.3.0/go.mod h1:2gIqNv+qfxSVS7cM2xJQKtLSTLUE9V8t9Stt+h56mCY=
 github.com/perimeterx/marshmallow v1.1.5 h1:a2LALqQ1BlHM8PZblsDdidgv1mWi1DgC2UmX50IvK2s=
 github.com/perimeterx/marshmallow v1.1.5/go.mod h1:dsXbUu8CRzfYP5a87xpp0xq9S3u0Vchtcl8we9tYaXw=
-github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
+github.com/pierrec/lz4/v4 v4.1.26 h1:GrpZw1gZttORinvzBdXPUXATeqlJjqUG/D87TKMnhjY=
+github.com/pierrec/lz4/v4 v4.1.26/go.mod h1:EoQMVJgeeEOMsCqCzqFm2O0cJvljX2nGZjcRIPL34O4=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
+github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/rivo/uniseg v0.4.7 h1:WUdvkW8uEhrYfLC4ZzdpI2ztxP1I582+49Oc5Mq64VQ=
 github.com/rivo/uniseg v0.4.7/go.mod h1:FN3SvrM+Zdj16jyLfmOkMNblXMcoc8DfTHruCPUcx88=
 github.com/rogpeppe/go-internal v1.12.0 h1:exVL4IDcn6na9z1rAb56Vxr+CgyK3nn3O+epU5NdKM8=
@@ -222,15 +238,19 @@ github.com/yosida95/uritemplate/v3 v3.0.2/go.mod h1:ILOh0sOhIJR3+L/8afwt/kE++YT0
 github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
 github.com/zalando/go-keyring v0.2.8 h1:6sD/Ucpl7jNq10rM2pgqTs0sZ9V3qMrqfIIy5YPccHs=
 github.com/zalando/go-keyring v0.2.8/go.mod h1:tsMo+VpRq5NGyKfxoBVjCuMrG47yj8cmakZDO5QGii0=
+github.com/zeebo/assert v1.3.0 h1:g7C04CbJuIDKNPFHmsk4hwZDO5O+kntRxzaUoNXj+IQ=
+github.com/zeebo/assert v1.3.0/go.mod h1:Pq9JiuJQpG8JLJdtkwrJESF0Foym2/D9XMU5ciN/wJ0=
+github.com/zeebo/xxh3 v1.1.0 h1:s7DLGDK45Dyfg7++yxI0khrfwq9661w9EN78eP/UZVs=
+github.com/zeebo/xxh3 v1.1.0/go.mod h1:IisAie1LELR4xhVinxWS5+zf1lA4p0MW4T+w+W07F5s=
 go.uber.org/mock v0.6.0 h1:hyF9dfmbgIX5EfOdasqLsWD6xqpNZlXblLB/Dbnwv3Y=
 go.uber.org/mock v0.6.0/go.mod h1:KiVJ4BqZJaMj4svdfmHM0AUx4NJYO8ZNpPnZn1Z+BBU=
 go.yaml.in/yaml/v3 v3.0.4 h1:tfq32ie2Jv2UxXFdLJdh3jXuOzWiL1fo0bu/FbuKpbc=
 go.yaml.in/yaml/v3 v3.0.4/go.mod h1:DhzuOOF2ATzADvBadXxruRBLzYTpT36CKvDb3+aBEFg=
 golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
 golang.org/x/crypto v0.0.0-20191011191535-87dc89f01550/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
 golang.org/x/crypto v0.0.0-20200622213623-75b288015ac9/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
-golang.org/x/exp v0.0.0-20231110203233-9a3e6036ecaa h1:FRnLl4eNAQl8hwxVVC17teOw8kdjVDVAiFMtgUdTSRQ=
-golang.org/x/exp v0.0.0-20231110203233-9a3e6036ecaa/go.mod h1:zk2irFbV9DP96SEBUUAy67IdHUaZuSnrz1n472HUCLE=
+golang.org/x/exp v0.0.0-20260112195511-716be5621a96 h1:Z/6YuSHTLOHfNFdb8zVZomZr7cqNgTJvA8+Qz75D8gU=
+golang.org/x/exp v0.0.0-20260112195511-716be5621a96/go.mod h1:nzimsREAkjBCIEFtHiYkrJyT+2uy9YZJB7H1k68CXZU=
 golang.org/x/exp/typeparams v0.0.0-20231108232855-2478ac86f678 h1:1P7xPZEwZMoBoz0Yze5Nx2/4pxj6nw9ZqHWXqP0iRgQ=
 golang.org/x/exp/typeparams v0.0.0-20231108232855-2478ac86f678/go.mod h1:AbB0pIl9nAr9wVwH+Z2ZpaocVmF5I4GyWCDIsVjR0bk=
 golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
@@ -289,6 +309,8 @@ golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8T
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
+gonum.org/v1/gonum v0.17.0 h1:VbpOemQlsSMrYmn7T2OUvQ4dqxQXU+ouZFQsZOx50z4=
+gonum.org/v1/gonum v0.17.0/go.mod h1:El3tOrEuMpv2UdMrbNlKEh9vd86bmQ6vqIcDwxEOc1E=
 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
 google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
 google.golang.org/protobuf v0.0.0-20200228230310-ab0ca4ff8a60/go.mod h1:cfTl7dwQJ+fmap5saPgwCLgHXTUD7jkjRqWcaiX5VyM=