MARKATA FIELD NOTES THE OPEN WEB

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A field notebook of saved links

911collected links
Saved linksLast filed 2026-10-02
ollama.ai

Ollama

Note ollama is the easiest to get going local llm tool that I have tried, and seems to be crazy fast. It feels faster than chat gpt, which has not been the experience I have had previously with running llm’s on my hardware.
ollama is the easiest to get going local llm tool that I have tried, and seems to be crazy fast. It feels faster than chat gpt, which has not been the experience I have had previously with running llm’s on my hardware.
github.com

sysid/sse-starlette

Note sse-FastAPI." data-hover-title="Starlette">starlette provides server sent events for startlette and FastApi. I’m evaluating for use with htmx.
sse-FastAPI." data-hover-title="Starlette">starlette provides server sent events for startlette and FastApi. I’m evaluating for use with htmx.
css-tricks.com

Change Autocomplete Styles in WebKit Browsers | CSS-Tricks - C…

Note All the hover, select, autofil, focus combinations have left me confused on how to consistently get my form elements styled in dark mode This snippet from CSS tricks has fixed all the different states for me to give me full control.
All the hover, select, autofil, focus combinations have left me confused on how to consistently get my form elements styled in dark mode This snippet from CSS tricks has fixed all the different states for me to give me full control.
github.com

florimondmanca/arel: Lightweight browser hot reload for Python…

Note arel is a “Lightweight browser hot reload for Python ASGI web apps” I just implemented this on my thoughts website using fastapi, and it’s incredibly fast and lightweight. There just two lines of js that make a web socket connection back to the backend that watches for changes. When in development mode, this snippet gets injected directly on the page and does a refresh when arel detects a change.
arel is a “Lightweight browser hot reload for Python ASGI web apps” I just implemented this on my thoughts website using fastapi, and it’s incredibly fast and lightweight. There just two lines of js that make a web socket connection back to the backend that watches for changes. When in development mode, this snippet gets injected directly on the page and does a refresh when arel detects a change.
gist.github.com

Automatic browser reloading in FastAPI

Note I just discovered arel for hot reloading python applications when content changes from this snippet that implements it for fatapi. On app startup add the /hot-reload routes if in DEBUG mode. install arel and make sure you have uvicorn[standard] for websocket support. In the template, load the script when in debug mode.
I just discovered arel for hot reloading python applications when content changes from this snippet that implements it for fatapi. On app startup add the /hot-reload routes if in DEBUG mode. install arel and make sure you have uvicorn[standard] for websocket support. In the template, load the script when in debug mode.
twitter.com

Bob Belderbos on X: “Forget Python for a sec, here’s how Vim h…

Note I need to learn regex capture groups better. This is so dang powerful. I really like the \v that bob uses here, it really does cut down on the terseness of all the special characters. I wanted to replace all occurrences of: name,[email protected],0,171,,2023-09-21 With: name,[email protected] Easy to do with Python, but what about a bit of > regex in Vim? :%s/\v([,]+,[,]+),.*/\1/
I need to learn regex capture groups better. This is so dang powerful. I really like the \v that bob uses here, it really does cut down on the terseness of all the special characters. I wanted to replace all occurrences of: name,[email protected],0,171,,2023-09-21 With: name,[email protected] Easy to do with Python, but what about a bit of > regex in Vim? :%s/\v([,]+,[,]+),.*/\1/
twitter.com

teej dv 🔭 on X: “Hypermedia fixes this HATEOAS gonna hate” / X

Note HATEOAS gonna hate. More and more htmx seems like the js library for backend devs. So rather than making 55 rest calls here, just make an endpoint that does what you want it to do with one, or a few requests.
HATEOAS gonna hate. More and more htmx seems like the js library for backend devs. So rather than making 55 rest calls here, just make an endpoint that does what you want it to do with one, or a few requests.
changelog.com

Open source, not open contribution with Ben Johnson (Changelog…

Note Ben Johnson was on the Changelog a few years back covering his work on litestream, and talks about why he chose to go open source, but not open contribution. You should have a good reason to move off of sqlite.
Ben Johnson was on the Changelog a few years back covering his work on litestream, and talks about why he chose to go open source, but not open contribution. You should have a good reason to move off of sqlite.
en.wikipedia.org

Point-in-time recovery - Wikipedia

Note I just learned that the term PITR means Point In Time Recovery. I have never seen this term, but it is most often referred to in relation to database recoveries.
I just learned that the term PITR means Point In Time Recovery. I have never seen this term, but it is most often referred to in relation to database recoveries.
litestream.io

Why I Built Litestream - Litestream

Note As applications scale to the edge, to put compute as close to the user as possible, database queries back to the master node get slower and slower. Enter sqlite replication, put the database wtih the application code and replicate from master.
As applications scale to the edge, to put compute as close to the user as possible, database queries back to the master node get slower and slower. Enter sqlite replication, put the database wtih the application code and replicate from master.
fly.io

I’m All-In on Server-Side SQLite · The Fly Blog

Note SQLite is the next big database trend. with more horizontal scaling, close to user read heavy applications, having your database in the same application stack makes a lot of sense. Tools like litestream are going to enable global distribution in an impressive way.
SQLite is the next big database trend. with more horizontal scaling, close to user read heavy applications, having your database in the same application stack makes a lot of sense. Tools like litestream are going to enable global distribution in an impressive way.
github.com

jpillora/installer: One-liner for installing binaries from Git…

Note This is a sick looking bash script generator for installing binaries off of github releases. it reccomends curl into bash, but you could curl into install.sh and toss that in your dotfiles repo or wherever. Install installer with installer
This is a sick looking bash script generator for installing binaries off of github releases. it reccomends curl into bash, but you could curl into install.sh and toss that in your dotfiles repo or wherever. Install installer with installer
pagefind.app

Pagefind | Pagefind — Static low-bandwidth search at scale

Note Pagefind is absolutely insane. I’ve tried a number of static site searches, and found them all hard to get get going, clunky and not the best experience as a user or developer. I setup pagefind in about 2 minutes on my site where it found and indexed 833 pages in 2 minutes. The only downside I see so far is that it is a lot of bandwidth to the user. On simulated slow 3G you can definitly feel it, but not terrible. Anything slower and its going to start feeling frustrating. edit: I have actually fully deployed it on waylonwalker.com, and its fast! create the index Then I put this on a page, it looks really nice on a white background, but would need some work to drop into a dark theme.
Pagefind is absolutely insane. I’ve tried a number of static site searches, and found them all hard to get get going, clunky and not the best experience as a user or developer. I setup pagefind in about 2 minutes on my site where it found and indexed 833 pages in 2 minutes. The only downside I see so far is that it is a lot of bandwidth to the user. On simulated slow 3G you can definitly feel it, but not terrible. Anything slower and its going to start feeling frustrating. edit: I have actually fully deployed it on waylonwalker.com, and its fast! create the index Then I put this on a page, it looks really nice on a white background, but would need some work to drop into a dark theme.
twitter.com

Simon Willison on X: “Anyone got a lead on a good embedding mo…

Note Kinda mindblown that this is even possible. This is so far outside of my current thinking that i didn’t even think of an elegant way to implement semantic search accross images and text at the same time. I know it happens at Google, but I envision that as still text search accross tags and meta data about the image. Based on the number of responses CLIP is the thing that does this.
Kinda mindblown that this is even possible. This is so far outside of my current thinking that i didn’t even think of an elegant way to implement semantic search accross images and text at the same time. I know it happens at Google, but I envision that as still text search accross tags and meta data about the image. Based on the number of responses CLIP is the thing that does this.
github.com

aca/emmet-ls: Emmet support based on LSP.

Note This is the greatest nvim emmet plugin I have tried. In the past I had tried the vim plugin a few times and just could not get a good flow with the keybindings and found it confusing for my occasional use. emmet-ls just uses lsp-completion, so its the same flow as other completions. You can try it out by installing with :Mason
This is the greatest nvim emmet plugin I have tried. In the past I had tried the vim plugin a few times and just could not get a good flow with the keybindings and found it confusing for my occasional use. emmet-ls just uses lsp-completion, so its the same flow as other completions. You can try it out by installing with :Mason
biomejs.dev

Formatter

Note Tried out biome today and it worked better than prettier on jinja templates, I might adopt this over prettier.
Tried out biome today and it worked better than prettier on jinja templates, I might adopt this over prettier.
v1.htmx.org

</> htmx ~ The disable-element Extension

Note An extension to disable elements during flight of an htmx request, Looks super useful for things like a create or delete button where the server would end up with an error if you double delete or double create. This eliminates an error path that the user might see under normal use of the ui.
An extension to disable elements during flight of an htmx request, Looks super useful for things like a create or delete button where the server would end up with an error if you double delete or double create. This eliminates an error path that the user might see under normal use of the ui.
htmx.org

</> htmx ~ hx-indicator Attribute

Note The htmx-request class is added to htmx-target elements. You can target this css selector to create loading state throbbers. By default the target element will the self, but you can use the typical htmx css selector to select which element will recieve the htmx-request class while the request is running. The only way to override the name of the class is through config.
The htmx-request class is added to htmx-target elements. You can target this css selector to create loading state throbbers. By default the target element will the self, but you can use the typical htmx css selector to select which element will recieve the htmx-request class while the request is running. The only way to override the name of the class is through config.
www.youtube.com

The Truth About HTMX | Prime Reacts - YouTube

Note Prime concisely made sense of why htmx is so awesome compared to what has become modern reactive web dev in 2 minutes. I had never thought of it this way and it’s incredible. One thing I have comepletely missed out on with my use of htmx is setting the disabled state while the server is working, what a genius move!
Prime concisely made sense of why htmx is so awesome compared to what has become modern reactive web dev in 2 minutes. I had never thought of it this way and it’s incredible. One thing I have comepletely missed out on with my use of htmx is setting the disabled state while the server is working, what a genius move!
htmx.org

</> htmx ~ Examples ~ Updating Other Content

Note Three ways to support updating other content. Fantastic article walking through the different ways to update other parts of the screen using htmx. In htmx there is no 2 way data binding, the dom is your state, and if you have elements derived from the same data on the screen in different places you need to think about how to keep them in sync.
Three ways to support updating other content. Fantastic article walking through the different ways to update other parts of the screen using htmx. In htmx there is no 2 way data binding, the dom is your state, and if you have elements derived from the same data on the screen in different places you need to think about how to keep them in sync.
www.baeldung.com

cURL Command Without Using Cache | Baeldung on Linux

Note Busting cache with curl. I’m not sure how much gets cached by curl, but I have ran into several cases where I am looking for new content and I want to ensure the content is new and no chance of being cached. This article suggests 3 different techniques.
Busting cache with curl. I’m not sure how much gets cached by curl, but I have ran into several cases where I am looking for new content and I want to ensure the content is new and no chance of being cached. This article suggests 3 different techniques.
github.com

sharkdp/bat: A cat clone with wings.

Note Bat is my favorite pager, its the one for me that seems to just work more than the rest. colors, syntax highlighting, line numbers search, it just feels the most natural.
Bat is my favorite pager, its the one for me that seems to just work more than the rest. colors, syntax highlighting, line numbers search, it just feels the most natural.
sqlite-utils.datasette.io

sqlite_utils Python library - sqlite-utils

Note sqlite-utils is primarily a cli tool for sqlite operations such as enabling full text search, and executing searches, but it also has a nice python api that is exposed and pretty straightforward to use. This returns a generator object that you can iterate over the row objects with.
sqlite-utils is primarily a cli tool for sqlite operations such as enabling full text search, and executing searches, but it also has a nice python api that is exposed and pretty straightforward to use. This returns a generator object that you can iterate over the row objects with.
levelup.gitconnected.com

How to Format All Files in a Directory with Prettier | by Dr. …

Note Use prettier to format all files in a directory. By default prettier does not write, it just echos out the format that it would do. Give it the --write and it will write the changes to the files. I just used this on my thoughts repo.
Use prettier to format all files in a directory. By default prettier does not write, it just echos out the format that it would do. Give it the --write and it will write the changes to the files. I just used this on my thoughts repo.
github.com

simonw/shot-scraper: A command-line utility for taking automat…

Note Daaaang, this is such an elegantly simple way to get web screenshots with a cli. I was literally up and running with two commands on my arch linux machine (which it warned was unsupported by playwright). Note shot-scraper https://datasette.io/ is a full length screenshot of the entire page. Oh and its pretty dang fast, let alone the setup time, this crushes on startup time in my attempts to use a headless browser in the past.
Daaaang, this is such an elegantly simple way to get web screenshots with a cli. I was literally up and running with two commands on my arch linux machine (which it warned was unsupported by playwright). Note shot-scraper https://datasette.io/ is a full length screenshot of the entire page. Oh and its pretty dang fast, let alone the setup time, this crushes on startup time in my attempts to use a headless browser in the past.
www.youtube.com

#learning #webdevelopment - YouTube

Note I’d never given this much thought, but there are so many guides that are complete guides for beginner workflows, but once you get beyond beginner there is likely no manual for what you are trying to do in programming. There is no guide that will tell you the best way to get your companies salesforce data, alongside of the ERP data and present it to the users who need to know in a way that compels them to make the right decisions. You are going to have to build this out for yourself by piecing together knowledge about each subject.
I’d never given this much thought, but there are so many guides that are complete guides for beginner workflows, but once you get beyond beginner there is likely no manual for what you are trying to do in programming. There is no guide that will tell you the best way to get your companies salesforce data, alongside of the ERP data and present it to the users who need to know in a way that compels them to make the right decisions. You are going to have to build this out for yourself by piecing together knowledge about each subject.
hotwired.dev

HTML Over The Wire | Hotwire

Note An alternative approach to building modern web withhout heavy js and json, but instead html over the wire, keeping the logic in the backend of rails.
An alternative approach to building modern web withhout heavy js and json, but instead html over the wire, keeping the logic in the backend of rails.
www.freecodecamp.org

How to Use HTML to Open a Link in a New Tab

Note Most of the time when creating links in html you want to maintain the default behavior, as this is what users are going to expect, but sometimes your site behaves such that it does not fit, and it does something unexpected anyways. in this case you might want to make the default behavior to open the link in a new tab rather than relying on users to control click. Use this with restraint as this can make your site feel janky and do things that do not feel natural to the web.
Most of the time when creating links in html you want to maintain the default behavior, as this is what users are going to expect, but sometimes your site behaves such that it does not fit, and it does something unexpected anyways. in this case you might want to make the default behavior to open the link in a new tab rather than relying on users to control click. Use this with restraint as this can make your site feel janky and do things that do not feel natural to the web.
stackoverflow.com

python - How to use a Pydantic model with Form data in FastAPI…

Note I went down the route of leveraging the json-enc extention in htmx, but later realized that this completely breaks browsers/users who do not wish to use javascript. While most of the web would feel quite broken with javascript disabled, I don’t want to contribute to that without good reason. Taking a second look into this issue, rather than using json-enc, and using as_form to get form data into a model keeps the nice DX fo everything being a pydantic model, but the site still works without js. with js htmx kicks in, you get a spa like experience by loading partials onto the page, and without, you just get a full page reload. copied from https://stackoverflow.com/questions/60127234/how-to-use-a-pydantic-model-with-form-data-in-fastapi And the usage looks like
I went down the route of leveraging the json-enc extention in htmx, but later realized that this completely breaks browsers/users who do not wish to use javascript. While most of the web would feel quite broken with javascript disabled, I don’t want to contribute to that without good reason. Taking a second look into this issue, rather than using json-enc, and using as_form to get form data into a model keeps the nice DX fo everything being a pydantic model, but the site still works without js. with js htmx kicks in, you get a spa like experience by loading partials onto the page, and without, you just get a full page reload. copied from https://stackoverflow.com/questions/60127234/how-to-use-a-pydantic-model-with-form-data-in-fastapi And the usage looks like
github.com

ValueError: Constraint must have a name in alembic 1.10.0 · …

Note After a nasty time with alembic upgrades, thoughts is about to get a new users table. This may have came from incorrectly setting up alembic for sqlite from the start, but I was able to fix the issue with this GitHub issue. The change I needed to make to get my migration to run.
After a nasty time with alembic upgrades, thoughts is about to get a new users table. This may have came from incorrectly setting up alembic for sqlite from the start, but I was able to fix the issue with this GitHub issue. The change I needed to make to get my migration to run.
None

Use Alembic Check to check for possible upgrades

Note ![[None]] Since using alembic I have been just running out a new revision checking its content and deleting it if its empty, today I learned there is an alembic check command to check for operations that need to be created.
![[None]] Since using alembic I have been just running out a new revision checking its content and deleting it if its empty, today I learned there is an alembic check command to check for operations that need to be created.
jinja.palletsprojects.com

API — Jinja Documentation

Note I’ve definitely been missing out on setting up a proper jinja loader on a few projects, I need to lean on this a bit more. The path can be relative or absolute. Relative paths are relative to the current working directory.
I’ve definitely been missing out on setting up a proper jinja loader on a few projects, I need to lean on this a bit more. The path can be relative or absolute. Relative paths are relative to the current working directory.
kestra.io

DuckDB vs. MotherDuck — should you switch to the cloud version…

Note duckdb is a new in process database that has been making its rounds in analytics for its high performance in those applications. Mother duck is a centeralized server that brings manages storage, data sharing and an ide to duckdb.
duckdb is a new in process database that has been making its rounds in analytics for its high performance in those applications. Mother duck is a centeralized server that brings manages storage, data sharing and an ide to duckdb.
textual.textualize.io

Center things - Textual

Note How to center things in textual. Textual has a very unique way of styling text user interfaces for the terminal using css. If you know css it feels natural. @willmcgugan, has put together a great article on how to center things in textual here the final result
How to center things in textual. Textual has a very unique way of styling text user interfaces for the terminal using css. If you know css it feels natural. @willmcgugan, has put together a great article on how to center things in textual here the final result
wiki.archlinux.org

Podman - ArchWiki

Note I kept running into limits in the number of subuid and subgid’s I had on my system by default. As always thank the arch wiki guide for having the most comprehensive yet consice guide to setup podman. What I needed to do to fix the error.
I kept running into limits in the number of subuid and subgid’s I had on my system by default. As always thank the arch wiki guide for having the most comprehensive yet consice guide to setup podman. What I needed to do to fix the error.
www.cgsecurity.org

TestDisk Step By Step - CGSecurity

Note testdisk is an amazing command line utility (interactive tui) that just saved me a hard drive that was filled with data, but every machine that I plugged it into told me that it was completely unpartitioned.
testdisk is an amazing command line utility (interactive tui) that just saved me a hard drive that was filled with data, but every machine that I plugged it into told me that it was completely unpartitioned.
textual.textualize.io

Using Rich Inspect to interrogate Python objects - Textual

Note I love rich inspect. It’s one of my most often used features of rich. It gives you a great human readable insight into python object instances. I have a pyflyby entry for it so that I can just run it ang get automatic imports. To not clash with the standard library inspect, which is quite useful on it’s own, I have aliased it to rinspect.
I love rich inspect. It’s one of my most often used features of rich. It gives you a great human readable insight into python object instances. I have a pyflyby entry for it so that I can just run it ang get automatic imports. To not clash with the standard library inspect, which is quite useful on it’s own, I have aliased it to rinspect.
blog.wesleyac.com

Wesley Aptekar-Cassels | Reasons to avoid Javascript CDNs

Note And this is why we don’t run cdn in prod, respect your users who can’t control where the assets are stored. There are so many fast static hosting providers out there, if you are worried about performance reasons use one of those to self host.
And this is why we don’t run cdn in prod, respect your users who can’t control where the assets are stored. There are so many fast static hosting providers out there, if you are worried about performance reasons use one of those to self host.
ounapuu.ee

How to fix ZFS pool not importing at boot :: ./techtipsy — Her…

Note Hacky solution to get zpool import tank to work on boot right away. This has been an issue that has plagued my system for months and no matter what dependencies I add in it never works, but adding a sleep as ExecStartPre did the trick.
Hacky solution to get zpool import tank to work on boot right away. This has been an issue that has plagued my system for months and no matter what dependencies I add in it never works, but adding a sleep as ExecStartPre did the trick.
stackoverflow.com

Flask Trailing Slashes 404

Note In flask apps I often get a 404 for routes with a trailing slash. This Stack Overflow post shows how to configure flask to allow trailing slashes on some or all routes.
In flask apps I often get a 404 for routes with a trailing slash. This Stack Overflow post shows how to configure flask to allow trailing slashes on some or all routes.
nickjanetakis.com

Deleting Specific Lines in a File with sed or yq

Note sed can be a tricky beast, I often stumble when trying to pipe into it. Next time I need to use sed, I should reference this article by Nick Janetakis. He makes it looks much easier than my experience has been, and it appears to behave like a vim :%s/ substitution does, or a g/ g command.
sed can be a tricky beast, I often stumble when trying to pipe into it. Next time I need to use sed, I should reference this article by Nick Janetakis. He makes it looks much easier than my experience has been, and it appears to behave like a vim :%s/ substitution does, or a g/ g command.
htmx.org

</> htmx ~ The json-enc Extension

Note json-enc extension converts url encoded form values into json encoded data, this is very useful for fastapi to have the same interface for htmx and curl type of interfaces.
json-enc extension converts url encoded form values into json encoded data, this is very useful for fastapi to have the same interface for htmx and curl type of interfaces.
fastapi.tiangolo.com

Header Parameters - FastAPI

Note Getting request headers in fastapi has a pretty nice stetup, it allows you to get headers values as function arguments, I was able to use headers to detect if a request was made from htmx or not. If the request was made from htmx, then we want a html format, otherwise I’m probably hitting the api programatically from something like curl or python
Getting request headers in fastapi has a pretty nice stetup, it allows you to get headers values as function arguments, I was able to use headers to detect if a request was made from htmx or not. If the request was made from htmx, then we want a html format, otherwise I’m probably hitting the api programatically from something like curl or python
fastapi.tiangolo.com

Form Data - FastAPI

Note Getting form data inside of fastapi was not intuitive to me at first. Everything I had used in fastapi leaned on pydantic models. Form data comes in differently and needs collected differently.
Getting form data inside of fastapi was not intuitive to me at first. Everything I had used in fastapi leaned on pydantic models. Form data comes in differently and needs collected differently.
jinja.palletsprojects.com

Template Designer Documentation — Jinja Documentation

Note A feature of jinja that I just discovered is including sub templates. Here is an example from the docs. And inside of my thoughts project I used it to render posts. note that post_item.html automatically inherits the post variable.
A feature of jinja that I just discovered is including sub templates. Here is an example from the docs. And inside of my thoughts project I used it to render posts. note that post_item.html automatically inherits the post variable.
stackoverflow.com

python 3.x - FastAPI redirection for trailing slash returns no…

Note I am trying to use htmx on a new fastapi site for my thoughts, and have been hitting this error. I have an htmx component that gets the current users name, but if they are not logged in the backend redirects to a login form. But for some reason when the front end gets this redirect, it tries to do it through http, and flags it as insecure. To solve this issue, the post directs to set the --forwarded-allow-ips to ‘*’
I am trying to use htmx on a new fastapi site for my thoughts, and have been hitting this error. I have an htmx component that gets the current users name, but if they are not logged in the backend redirects to a login form. But for some reason when the front end gets this redirect, it tries to do it through http, and flags it as insecure. To solve this issue, the post directs to set the --forwarded-allow-ips to ‘*’
github.com

First-class session support in FastAPI · Issue #754 · tiangolo…

Note Here is a snippet provided by @tiangolo to store the users jwt inside of a session cookie in fatapi. This was written in feb 12, 2020 and admits that this is not a well documented part of fastapi. It’s already in place. More or less like the rest of the security tools. And it’s compatible with the rest of the parts, integrated with OpenAPI (as possible), but probably most importantly, with dependencies. It’s just not properly documented yet. 😞 But still, it works 🚀 e.g.
Here is a snippet provided by @tiangolo to store the users jwt inside of a session cookie in fatapi. This was written in feb 12, 2020 and admits that this is not a well documented part of fastapi. It’s already in place. More or less like the rest of the security tools. And it’s compatible with the rest of the parts, integrated with OpenAPI (as possible), but probably most importantly, with dependencies. It’s just not properly documented yet. 😞 But still, it works 🚀 e.g.
duckdb.org

Python API - DuckDB

Note To persist data in duckdb you need to first make a connection to a duck db database. Then work off of the connection con rather than duckdb.
To persist data in duckdb you need to first make a connection to a duck db database. Then work off of the connection con rather than duckdb.
duckdb.org

SQL on Pandas - DuckDB

Note duckdb can just query any pandas dataframe that is in memory. I tried running it against a list of objects and got this error. Great error message that gives me supported types right in the message.
duckdb can just query any pandas dataframe that is in memory. I tried running it against a list of objects and got this error. Great error message that gives me supported types right in the message.
None

python script is not found

Note ![[None]] When setting up a new machine, vm, docker image you might be installing command line tools from places like pip. They will often put executables in your ~/.local/bin directory, but by default your shell is not looking in that directory for commands. To solve this you need to add that directory to your $PATH. To make this change permanant add this line to your shell’s init script, which is likely something like ~/.bashrc or ~/.zshrc.
![[None]] When setting up a new machine, vm, docker image you might be installing command line tools from places like pip. They will often put executables in your ~/.local/bin directory, but by default your shell is not looking in that directory for commands. To solve this you need to add that directory to your $PATH. To make this change permanant add this line to your shell’s init script, which is likely something like ~/.bashrc or ~/.zshrc.