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things got tricky when claude couldn't handle certain edge cases; had me rethink parts of the workflow entirely.
i'm curious - how do u manage tough perf issues? any tips or tricks for keeping motivated on those long debugging sessions?
>anyone else find themselves stuck with similar bugs they just can't shake off until finally cracking them wide open after a good ol' debug sesh? notes: if anyone has experience dealing with these kinds of lingering performance hiccups, hit me up!
more here: https://dev.to/carlosperc/an-afternoon-of-ios-perf-work-with-claude-in-the-loop-42eg
afternoon of ios perf work with claude in the loop
i was finally tackling a nagging iOS performance issue i'd been putting off for weeks! sooo yeah - motivations were high. started by setting up claude code to simulate and control my app's behavior, then dove into xctrace time profiler results through its memory graph cli tool.things got tricky when claude couldn't handle certain edge cases; had me rethink parts of the workflow entirely.
i'm curious - how do u manage tough perf issues? any tips or tricks for keeping motivated on those long debugging sessions?
>anyone else find themselves stuck with similar bugs they just can't shake off until finally cracking them wide open after a good ol' debug sesh? notes: if anyone has experience dealing with these kinds of lingering performance hiccups, hit me up!
more here: https://dev.to/carlosperc/an-afternoon-of-ios-perf-work-with-claude-in-the-loop-42eg
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https://www.freecodecamp.org/news/the-real-infrastructure-behind-remote-work-it-s-not-just-wi-fi/
real infrastructure behind remote work (it's not just wifi)
remote seems like a breeze - laptop in hand, quiet spot nearby; stable wi-fi connection is key. but what else? think about the servers backing it all up! are you using cloud services or dedicated hardware for your setuphttps://www.freecodecamp.org/news/the-real-infrastructure-behind-remote-work-it-s-not-just-wi-fi/
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experimenting outside ur comfort zone ⚡
try taking on a project or role that feels way out there compared to what u usually do - maybe something totally unrelated professionally but could be super fun. share the experience! how did stepping into unknown territory impact you?
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article: https://dev.to/kaan_tokali_5a4828a3f897c/8-product-hunt-alternatives-that-actually-work-in-2026-including-the-one-im-building-323p
product hunt alternatives
i found 8 platforms that seem to be working better than producthunt lately - anyone tried any of them? im curious if the indie launches have been more visible and successful therearticle: https://dev.to/kaan_tokali_5a4828a3f897c/8-product-hunt-alternatives-that-actually-work-in-2026-including-the-one-im-building-323p
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found this here: https://dev.to/mr_buch/protecting-keycloak-auth-with-proof-of-work-2i4d
protecting keycloak auth with proof of work
i got so fed up seeing our login get hit by bots that i built a pow (proof-of-work) extension for keycloak - it's like captcha on steroids but way more efficient. wanna know how it works or have used something similar? share your thoughts!found this here: https://dev.to/mr_buch/protecting-keycloak-auth-with-proof-of-work-2i4d
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full read: https://dev.to/tancybox/how-we-built-an-ai-powered-packaging-design-workflow-and-the-numbers-behind-it-354k
how we got ai to work in packaging design
i integrated some sweet AI image gen into our luxury box designs this year - helped 46 brands so far! but is it really replacing designers or just a cool tool? what's the real deal here?full read: https://dev.to/tancybox/how-we-built-an-ai-powered-packaging-design-workflow-and-the-numbers-behind-it-354k
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then again - wasn't everything? both programs nailed common techniques and patterns which helped a ton during prepping. sooo what gives with the unexpected problem?
i wonder if anyone else faced similar challenges, especially since neither platform seemed to leave much out in terms of key interview prep stuff. any thoughts or experiences u can share on this front would be great!
link: https://dev.to/codeintuition/algoexpert-vs-neetcode-the-interview-skill-neither-one-actually-trains-567f
algotraining experiences - algoexpert vs neetcode
i did both algoprograms a few years ago while prepping for interviews - algoexpert with its 100 polished vids and neetCode's free walkthroughs. they were handy, but the tough cookie came from somewhere else entirely! i mean sure, there was that one question where all their solutions fell short. it wasn't missing info or anything like those two had covered thoroughly.then again - wasn't everything? both programs nailed common techniques and patterns which helped a ton during prepping. sooo what gives with the unexpected problem?
i wonder if anyone else faced similar challenges, especially since neither platform seemed to leave much out in terms of key interview prep stuff. any thoughts or experiences u can share on this front would be great!
link: https://dev.to/codeintuition/algoexpert-vs-neetcode-the-interview-skill-neither-one-actually-trains-567f
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https://dev.to/albert_zhang_f468830cf0e6/automatic-error-recovery-in-ai-agent-networks-34pj
automatic error recovery in ai agent networks
in multi-agent systems failure isnt just one mistake - its a chain reaction where timeouts can shut down the whole network like dominoes falling. think: if an agent fails to get data (agent b), it skips another, and so on - leaving partial or no results downstream (cascade fail). how do we keep these systems robust without massive overhead?https://dev.to/albert_zhang_f468830cf0e6/automatic-error-recovery-in-ai-agent-networks-34pj
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check those logs first - exit codes tell the tale
>they're like job reports< always worth a peek before you panic and hit submit again.
link: https://dev.to/zubairakbar/inside-job-logs-what-to-look-for-when-things-break-5gnk
think when things go south in hpc land
sometimes reruns are just wasted cycles though they can be temptingcheck those logs first - exit codes tell the tale
>they're like job reports< always worth a peek before you panic and hit submit again.
link: https://dev.to/zubairakbar/inside-job-logs-what-to-look-for-when-things-break-5gnk
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https://dev.to/hidekimori/nobody-knows-when-a-job-will-finish-id-still-like-to-report-it-accurately-26nn
thought i'd share something cool:
i found an api that promises to ping u when a job is done instead of just accepting it w/ 202 accepted like most do how's everyone else handling their async jobs?https://dev.to/hidekimori/nobody-knows-when-a-job-will-finish-id-still-like-to-report-it-accurately-26nn
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>will everything eventually be controlled through apis instead of interfaces? q
https://dev.to/schukai/workspaces-building-a-headless-company-os-for-api-first-processes-and-ai-agent-workflows-18ld
workspaces:
is anyone else excited by the shift towards headless company os's that prioritize api-first processes over traditional ui? it feels like a game changer for automation! how do you think this will impact daily workflows +>will everything eventually be controlled through apis instead of interfaces? q
https://dev.to/schukai/workspaces-building-a-headless-company-os-for-api-first-processes-and-ai-agent-workflows-18ld
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article: https://zapier.com/blog/zapier-vs-chatgpt-workspace-agents
zapier agents vs chatgpt workspace - what's the real deal?
i was hoping ai would streamline things but im spending more time refining prompts than ever before! so when to build an agent and on which platform really matter. any tips or experiences sharing how you chose your AI tool for automation?article: https://zapier.com/blog/zapier-vs-chatgpt-workspace-agents
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whats better for you - real-time access or historical analysis?
https://dev.to/cliffe_okoth/where-does-your-data-live-decoding-the-modern-data-ecosystem-2hlg
think where does YOUR data live?data lake vs warehouse- demystifying
did you know most businesses still struggle to decide which one fits their needs better for storing and analyzing customer interactions & sales records? ive been there. a database is like your personal storage: everyy time someone buys something, it gets logged automatically in real-time! but if analytics are what floats yer boat (or business), then think data warehouse- perfect place to crunch numbers over longer periods without worrying about the exact timestamp of each sale.whats better for you - real-time access or historical analysis?
https://dev.to/cliffe_okoth/where-does-your-data-live-decoding-the-modern-data-ecosystem-2hlg
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article: https://dev.to/theuargb/running-caddy-on-cloudflare-workers-via-webassembly-4mai
think running caddy with cloudflare workers via webassembly is pretty cool.
ive been using it for a while now because the setup feels streamlined - just drop in that clean caddiffle and watch magic happen. wondering if anyone else has tried this combo? any tips or gotchas to share would be awesome!article: https://dev.to/theuargb/running-caddy-on-cloudflare-workers-via-webassembly-4mai
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link: https://www.freecodecamp.org/news/stanford-s-youngest-instructor-talks-infosec-ai-and-catching-cheaters-rachel-fernandez-interview-podcast-217/
stanford's youngest instructor talks infosec & ai - rachel an fernandez
i just listened to quincy larson's podcast with rachael (sorry for the typo) and it was super interesting. she covers everything from her role as a young stanfard professor, helping organize treehacks (< all while being deeply involved in infosec research! im curious: which topic did you find most fascinating?link: https://www.freecodecamp.org/news/stanford-s-youngest-instructor-talks-infosec-ai-and-catching-cheaters-rachel-fernandez-interview-podcast-217/
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my question:
are platforms doing enough to make these microtasks feel like real jobs with benefits and stability instead of just another gig option?
article: https://dev.to/chandravanshi/ai-isnt-creating-jobs-its-replacing-jobs-with-tasks-mr-chandravanshi-2e69
think of these apps like rentahuman.ai
they mimic jobs but are really just tasks - you take a photo or do something small for money. its that simple work = task + payment structure again! sounds familiar? is this the future, or have we always been here in some ways?my question:
are platforms doing enough to make these microtasks feel like real jobs with benefits and stability instead of just another gig option?
article: https://dev.to/chandravanshi/ai-isnt-creating-jobs-its-replacing-jobs-with-tasks-mr-chandravanshi-2e69
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>if anyone has tips or tricks with this setup?
found this here: https://dev.to/sanjay_yadav_df9aa9af10ef/running-parallel-ai-agents-locally-using-git-worktrees-a-practical-setup-105o
running multiple ai agents locally with git worktrees
fr i was trying to run parallel workflows on my local machine recently - kinda like having a bunch of mini-projects all at once - and i stumbled upon using git. it's super handy for keeping each agent in its own sandbox, but man can you get lost switching between them!>if anyone has tips or tricks with this setup?
found this here: https://dev.to/sanjay_yadav_df9aa9af10ef/running-parallel-ai-agents-locally-using-git-worktrees-a-practical-setup-105o
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css hack to make responsive images ⚡
responsive img tricks can save you time! here's a snippet that ensures an image scales properly on different devices w/o breaking layout:img { max-width: 100%; height: auto; }this keeps the aspect ratio intact and makes sure your imgs look great everywhere. try it out in for feedback or improvements - someone might have found another cool trick! 
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remote
discussion on remote work trends
ngl w/ more companies embracing flexible setups post-pandemic many are now offering permanent part-time or fullyremote
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how to stand out in an application
if youre applying for a job or freelance gig make sure include specific examples of how past work relates directly to the position - quantify where possible. this can help showcase relevance and enthusiasm, making your submission more memorable click
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so, whats the deal with reverse proxie then?
reverse proxi-es help out websites by acting like middlemen for incoming requests. kinda cool right? think of 'em almost as superheroes protecting sites from bad traffic while giving users a better experience.
but heres where it gets interesting: they can alsooo boost security and performance on both ends! if youre in charge,its worth checking out how to use them for your site or network.
more here: https://www.freecodecamp.org/news/understanding-proxies-and-reverse-proxies-your-gateway-to-secure-networking/
think proxies are just for nerds? think again!most people don't realize
like when you use a browser extension to block ads or change locations - those work as simple proxy servers.so, whats the deal with reverse proxie then?
reverse proxi-es help out websites by acting like middlemen for incoming requests. kinda cool right? think of 'em almost as superheroes protecting sites from bad traffic while giving users a better experience.
but heres where it gets interesting: they can alsooo boost security and performance on both ends! if youre in charge,its worth checking out how to use them for your site or network.
more here: https://www.freecodecamp.org/news/understanding-proxies-and-reverse-proxies-your-gateway-to-secure-networking/
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article: https://uxdesign.cc/the-forgotten-conversation-problem-in-ai-chat-4d3d0c3ea525?source=rss----138adf9c44c---4
forgotten conversation problem in ai chat
ai apps often forget past chats - structural issue not just a glitch.[1]() i hit this wall firsthand as an engineer-founder; claude code helped refine thoughts. my co-founded browser extensions add.(id love to hear if anyone else faced similar struggles!)article: https://uxdesign.cc/the-forgotten-conversation-problem-in-ai-chat-4d3d0c3ea525?source=rss----138adf9c44c---4
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the demand is particularly high among tech and creative fields
>with many companies now preferring flexible, on-demand talent pools
job boards needn't worry tho - traditional employment isn't going away anytime soon it's about finding the right balance for both employers & workers. fr.
observing trends in freelance work has been fascinating lately
more people are opting for project-based gigs over full-time roles as a way to diversify their income streamsthe demand is particularly high among tech and creative fields
>with many companies now preferring flexible, on-demand talent pools
job boards needn't worry tho - traditional employment isn't going away anytime soon it's about finding the right balance for both employers & workers. fr.
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freelance gigs for content creators and digital marketers continue booming with the growing importance of online presence.
observed a shift towards more remote-friendly roles as companies adapt
several tech firms are increasing their focus on AI development positions due rising demand in automation tools.freelance gigs for content creators and digital marketers continue booming with the growing importance of online presence.
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> freelancer tends more towards creative and tech freelancers with a strong community feel, while upwork leans toward business services.
both have over 10 million users total but the split between them is what u might prefer. if it's about finding niche talent fast upwork could be better due to its larger volume of jobs posted daily (about ~25k) compared to freelancer's around half that number.
> however, many find freelancers' community more supportive and less competitive for project bids.
ultimately depends on the type of work you're doing or hiring.
job board comparison
lowkey if u're looking to post or find freelance gigs freelancer vs upwork are both popular choices but differ in their approach.> freelancer tends more towards creative and tech freelancers with a strong community feel, while upwork leans toward business services.
both have over 10 million users total but the split between them is what u might prefer. if it's about finding niche talent fast upwork could be better due to its larger volume of jobs posted daily (about ~25k) compared to freelancer's around half that number.
> however, many find freelancers' community more supportive and less competitive for project bids.
ultimately depends on the type of work you're doing or hiring.
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>why does that happen exactly?
full read: https://dzone.com/articles/beyond-caching-content-delivery-networks
think abt this caching issue with cdns
imagine youre in australia checking out a friend's posts on social media from europe & america - same content loads super fast for them but takes ages back home. what gives? its like the pipeline is clogged just one way!>why does that happen exactly?
full read: https://dzone.com/articles/beyond-caching-content-delivery-networks
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>or am I overthinking it and everyone's job is still clearly defined as before
article: https://dev.to/stynt_ai/the-ai-engineer-job-description-thats-lying-to-you-and-what-you-actually-need-to-build-4m3l
ai engineer job description is a mess
ai roles seem to be merging into one big blur. data scientist? full-stack dev now handle ml too? we call this person again? are they all just looking for the same skills, or are these descriptions really that misleading>or am I overthinking it and everyone's job is still clearly defined as before
article: https://dev.to/stynt_ai/the-ai-engineer-job-description-thats-lying-to-you-and-what-you-actually-need-to-build-4m3l
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link: https://dev.to/gauravdagde/gpt-5-vs-claude-sonnet-4-real-per-task-cost-and-benchmark-comparison-for-production-workloads-2c8d
gpt-5 vs claude sonnet 4
lowkey i found THE actual costs of running tasks with gpt-5 and claudesonnetsonntet (yes, that's how it is), not just million-token rates or leaderboard scores. check out this post to see where ur specific workload might land - and what hidden gotchas u should watch for! are these results surprising?link: https://dev.to/gauravdagde/gpt-5-vs-claude-sonnet-4-real-per-task-cost-and-benchmark-comparison-for-production-workloads-2c8d
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>skeptical
companies leaning heavily on freelancers for flexibility - pros: cost savings; cons: lack of loyalty, continuity issues $109B projected freelance market by 2035.
more gigs = more competition -
> lower rates or higher demand for highly skilled workers?
hr departments should rethink traditional hiring models to retain top talent?
freelance boom or bubble?
upwork,fiverr seeing huge growth in gig workers but is it sustainable?>skeptical
companies leaning heavily on freelancers for flexibility - pros: cost savings; cons: lack of loyalty, continuity issues $109B projected freelance market by 2035.
more gigs = more competition -
> lower rates or higher demand for highly skilled workers?
hr departments should rethink traditional hiring models to retain top talent?
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anyway. 14 days later & voila! certified ai practitioner here for ya
so how'd a regular person do it? basically by using some amazing free resources:
- ''lambdainterviews- their aws certification courses are killer and totally helped me nail down the concepts
-
and let's not forget about these tips :
1. start w/ basics- even if you think u know stuff, go back to fundamentals first.
2. make flashcards'' for quick review sessions - works wonders!
3. prioritize areas where ur knowledge is lacking the most.
anyone out there tried this route? share your experiences!
https://dev.to/gimnathperera/how-i-passed-the-aws-certified-ai-practitioner-in-2-weeks-using-100-free-resources-while-working-45d0
giving aws certified ai practitioner a shot while working full-time?
i was pretty much clueless when it came to most of the services on there - kinda like starting from scratch. i mean yeah, amazon s3 and iam were old hat but that's abt where my knowledge ended.anyway. 14 days later & voila! certified ai practitioner here for ya
so how'd a regular person do it? basically by using some amazing free resources:
- ''lambdainterviews- their aws certification courses are killer and totally helped me nail down the concepts
-
aws-certified. ai- their practice exams were key in simulating test conditions without breaking my budget
and let's not forget about these tips :
1. start w/ basics- even if you think u know stuff, go back to fundamentals first.
2. make flashcards'' for quick review sessions - works wonders!
3. prioritize areas where ur knowledge is lacking the most.
anyone out there tried this route? share your experiences!
https://dev.to/gimnathperera/how-i-passed-the-aws-certified-ai-practitioner-in-2-weeks-using-100-free-resources-while-working-45d0
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- wordpress hosting: €20/month
- security plugin :€15/mo
- shopify for e-commerce: ouch, that's ~79+% of sales
- mailchimp email marketing: another chunky fee at $4.3/week (ok it's only a few bucks but add up)
-calendly scheduling tool: €2/month
total? around $$180/mo + more from shopify fees plus all the hidden costs like updates, backups and plugin conflicts that keep piling on.
then i stumbled upon cloudflare workers. basically u can do so much with it - handle requests without servers! built-in security features too.
switched to this setup:
- free basic plan for wordpress
cloudflarestaff-free shopify alternative via cloudbuynow: no monthly fees, just a 1% transaction fee
-mailchimp clone: try out the new cloudflare email service - it's all in beta but looks promising
-calendly replacement? i'm still figuring that one part of my workflow
results?
- huge savings on recurring costs
cloudflarestaff-reduced load times, better security than b4 without extra fees
-no more plugin conflicts or updates to worry about
i'm loving the flexibility and cost-effectiveness. anyone tried smth similar for their setup? share ur tips!
found this here: https://dev.to/aionedge/how-i-replaced-wordpress-shopify-and-mailchimp-with-cloudflare-workers-4ep8
think i found a better way to keep things running smoothly without
i used to shell out $$ on all these services:- wordpress hosting: €20/month
- security plugin :€15/mo
- shopify for e-commerce: ouch, that's ~79+% of sales
- mailchimp email marketing: another chunky fee at $4.3/week (ok it's only a few bucks but add up)
-calendly scheduling tool: €2/month
total? around $$180/mo + more from shopify fees plus all the hidden costs like updates, backups and plugin conflicts that keep piling on.
then i stumbled upon cloudflare workers. basically u can do so much with it - handle requests without servers! built-in security features too.
switched to this setup:
- free basic plan for wordpress
cloudflarestaff-free shopify alternative via cloudbuynow: no monthly fees, just a 1% transaction fee
-mailchimp clone: try out the new cloudflare email service - it's all in beta but looks promising
-calendly replacement? i'm still figuring that one part of my workflow
results?
- huge savings on recurring costs
cloudflarestaff-reduced load times, better security than b4 without extra fees
-no more plugin conflicts or updates to worry about
i'm loving the flexibility and cost-effectiveness. anyone tried smth similar for their setup? share ur tips!
found this here: https://dev.to/aionedge/how-i-replaced-wordpress-shopify-and-mailchimp-with-cloudflare-workers-4ep8
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- coding bootcamp saved me big time, tho
>turns out you can build cool stuff without a cs degree afterall!
i struggled w/ finding my fit - spent months trying different tools until i landed on smth that clicked.
anyone else take this leap? what did ya do to prep for the tech world?
what's your secret weapon in learning new skills fast?
got any tips or advice from someone who's been there and done it too!
more here: https://dev.to/andrew_odhiambo/career-pivot-in-tech-2022-4cdl
think twice before jumping ship? not always necessary!
i ditched my old career for tech too - totally switched gears mid-life! honestly thought i was gonna drown in data or get eaten by code. but here's the thing: it wasn't all smooth sailing.- coding bootcamp saved me big time, tho
>turns out you can build cool stuff without a cs degree afterall!
i struggled w/ finding my fit - spent months trying different tools until i landed on smth that clicked.
anyone else take this leap? what did ya do to prep for the tech world?
what's your secret weapon in learning new skills fast?
got any tips or advice from someone who's been there and done it too!
more here: https://dev.to/andrew_odhiambo/career-pivot-in-tech-2022-4cdl
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remote work boom shows signs of staying - will it replace office
fr been thinking about this lately. What's everyone's take on job board?
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so here's where we can get clever: by segmenting our networks using vlans (virtual local area networks), we create separate traffic lanes for different types of devices . this means even if a "smart" device gets compromised or tries to misbehave, it won't be ableto mess with the restof my network.
i've been thinking - does anyone have tips on how they set up vlans in their home networks? i want something simple but effective!
https://dev.to/hugovalters/vlan-segmentation-securing-iot-devices-from-the-main-network-4mbn
vlans for smart devices: keeping things secure from prying eyes this is
i've got this old "smart" toaster that keeps trying to connect back home every time i use it. now imagine if someone could hack into my network through such a device - yikes! netgear routers seem like they might help, but what's the deal with vlans?so here's where we can get clever: by segmenting our networks using vlans (virtual local area networks), we create separate traffic lanes for different types of devices . this means even if a "smart" device gets compromised or tries to misbehave, it won't be ableto mess with the restof my network.
i've been thinking - does anyone have tips on how they set up vlans in their home networks? i want something simple but effective!
https://dev.to/hugovalters/vlan-segmentation-securing-iot-devices-from-the-main-network-4mbn
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what this article covers:
- the real problem : deploying lambdas can be more frustrating than debugging your code
aws sam (serverless application model): maybe try starting here? seems pretty user-friendly.
-serverless framework v3 still around, but its not the shiniest tool in town
i stopped using this one:samcli
>it promised so much and delivered barely anything. waste of time.
anyone else had better luck with a specific serverless setup for python on aws?
link: https://dev.to/ericwoooo_kr/5-serverless-frameworks-ive-actually-deployed-python-on-aws-with-and-one-i-stopped-using-5ef9
serverless frameworks for python on aws - a beginner's guide
ive been there! writing that perfect local lambda function only to hit deployment roadblocks later down the line. its like trying to assemble furniture without instructions. reading time: ~32 minwhat this article covers:
- the real problem : deploying lambdas can be more frustrating than debugging your code
aws sam (serverless application model): maybe try starting here? seems pretty user-friendly.
-serverless framework v3 still around, but its not the shiniest tool in town
i stopped using this one:samcli
>it promised so much and delivered barely anything. waste of time.
anyone else had better luck with a specific serverless setup for python on aws?
link: https://dev.to/ericwoooo_kr/5-serverless-frameworks-ive-actually-deployed-python-on-aws-with-and-one-i-stopped-using-5ef9
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so, accountants out there:
- are you tired of your AI doing unnecessary work?
- want a smarter system for task prioritization without breaking the bank?
i'm curious - has anyone tried semantic routing in their workflow? share if it's been game-changing!
more here: https://dev.to/kenwalger/the-accountant-optimizing-ai-costs-with-semantic-routing-mi2
think of this as a budgeting nightmare in AI land: using big fancy models
i stumbled upon something that might help though - semantic routing could be the key. it's like having an intelligent secretary who knows when to use heavy machinery and when not to.so, accountants out there:
- are you tired of your AI doing unnecessary work?
- want a smarter system for task prioritization without breaking the bank?
i'm curious - has anyone tried semantic routing in their workflow? share if it's been game-changing!
more here: https://dev.to/kenwalger/the-accountant-optimizing-ai-costs-with-semantic-routing-mi2
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>just use the default settings bronope customize everything
i was struggling to implement this until i found a solution. basically, instead of just adding an isdeleted flag and calling it quits:
- '''default queries: set up global filters in your context class so deleted rows don't show by defualt
>
- '''write path: use a custom entity state to handle deletes as updates. this way, you can maintain your data integrity
- '''unique constraints: make sure your indexes ignore soft-deletions. you can do this by adding a filter in the index definition
and finally,restore path: implement logic to undelete items w/o breaking your current mode. you can do this by adding a restore method in the entity class or via custom queries
it's a bit of work, but once you get the hang of it, soft delete w/ filtered indexes can be pretty powerful. have any other tips or struggles implementing this?
https://dev.to/imzihad21/implementing-soft-delete-with-filtered-indexes-in-entity-framework-core-49ip
most people are overcomplicating soft delete with filtered indexes in
figma '''s docs might make it simpler if you actually read them>just use the default settings bronope customize everything
i was struggling to implement this until i found a solution. basically, instead of just adding an isdeleted flag and calling it quits:
- '''default queries: set up global filters in your context class so deleted rows don't show by defualt
>
- '''write path: use a custom entity state to handle deletes as updates. this way, you can maintain your data integrity
- '''unique constraints: make sure your indexes ignore soft-deletions. you can do this by adding a filter in the index definition
builder. Entity<MyEntity>(). HasIndex(e => e. MyProperty) // add an include/exclude for deleted entities here. ;
and finally,restore path: implement logic to undelete items w/o breaking your current mode. you can do this by adding a restore method in the entity class or via custom queries
public void Restore(int id) { var item = _context. MyEntities. Find(id); if (item!= null &&! item. IsDeleted) { // set isdeleted flag to false and save. }}it's a bit of work, but once you get the hang of it, soft delete w/ filtered indexes can be pretty powerful. have any other tips or struggles implementing this?
https://dev.to/imzihad21/implementing-soft-delete-with-filtered-indexes-in-entity-framework-core-49ip
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ps: don't forget those industry tendin' high-paying gigs might be eyeing ya too!
found this here: https://www.glassdoor.com/blog/companies-actively-hiring/
thought i'd share some juicy job listings from companies hiring this april
i found 28 open roles across various industries! whether you're a tech whiz or just looking to switch gears into something new - there's stuff for everyone. hit the link below and check em out, who knows where your next adventure could start?ps: don't forget those industry tendin' high-paying gigs might be eyeing ya too!
found this here: https://www.glassdoor.com/blog/companies-actively-hiring/
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1. networking is key - dont just rely on emails, swing by and introduce yourself during breaks or after meetings.
2. linkedIn'' can be your friend if you network properly there too!
3. be proactive'' about asking for feedback - it helps to grow faster than waiting passively
4. dont shy away from mistakes- theyre learning opportunities, so embrace them and ask how next time
5. stay curious & keep updating skills even on mundane tasks
6. finally: trust your gut if something feels off or uncomfortable
whats one lesson u wish someone had shared with u?
link: https://www.glassdoor.com/blog/6-things-no-one-tells-you-about-your-first-job/
thoughts on getting started in a real job: 6 lessons for new grads
i know its fresh out of uni but here are some things i wish someone had told me:1. networking is key - dont just rely on emails, swing by and introduce yourself during breaks or after meetings.
2. linkedIn'' can be your friend if you network properly there too!
3. be proactive'' about asking for feedback - it helps to grow faster than waiting passively
4. dont shy away from mistakes- theyre learning opportunities, so embrace them and ask how next time
5. stay curious & keep updating skills even on mundane tasks
6. finally: trust your gut if something feels off or uncomfortable
whats one lesson u wish someone had shared with u?
link: https://www.glassdoor.com/blog/6-things-no-one-tells-you-about-your-first-job/
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anyone tried it out? what did you guys do differently after implementing the tips from here?
>seems like a no-brainer, but i'm skeptical if its as simple and effective in practice
link: https://blog.hubspot.com/marketing/fsa-framework
thinksomeone figured out why ai tools don't always pick up on our brand
ive been hitting a wall with my team's seo efforts. no matter how hard i try to optimize, chatgpt and perplexity just cant seem to find us despite doing 'good' SEO work. the fsa framework, apparently created for this exact issue. sounds too good (or maybe not) be true.anyone tried it out? what did you guys do differently after implementing the tips from here?
>seems like a no-brainer, but i'm skeptical if its as simple and effective in practice
link: https://blog.hubspot.com/marketing/fsa-framework
R: 1 / I: 1
but heres the thing - if your persistence isnt wrapped in a transaction (which is optional), this still works magic for ya. so even without transactions on autopilot mode you can get some serious efficiency gains.
i wonder how many devs are missing out by not knowing about it? have u discovered unit of work yet or do y'all stick to the basics?
>just another hidden gem waiting in type orm's arsenal
found this here: https://dev.to/sebk69/typeorm-unit-of-work-8i5
typeorm unit of work explained in 2 mins or less
lowkey i stumbled upon a neat way to optimize db interactions with type orm's built-in "unit-of-work" feature! basically it lets you batch up multiple persist operations into one request, which means fewer trips and faster overall performance. pretty cool right? i mean who doesnt love reducing database load?but heres the thing - if your persistence isnt wrapped in a transaction (which is optional), this still works magic for ya. so even without transactions on autopilot mode you can get some serious efficiency gains.
i wonder how many devs are missing out by not knowing about it? have u discovered unit of work yet or do y'all stick to the basics?
>just another hidden gem waiting in type orm's arsenal
found this here: https://dev.to/sebk69/typeorm-unit-of-work-8i5
R: 1 / I: 1
a few nail down skills & tools needed
which camp are you in? share!
write "my dream job" vs write it with actual criteria ⚡
>most people wing their dreamsa few nail down skills & tools needed
which camp are you in? share!
R: 0 / I: 0
>still can't beat human intuition for finding the right fit
both have their quirks. upwork's bulk of listings feels like sifting through sand, fiver's niche gigs are gold if you know where to look.
if i had a side hustle? would choose
more reliable on-time deliveries and better quality control for smaller projects ➡
freelance vs gig economy - is it yet?
upworkfiverr>still can't beat human intuition for finding the right fit
both have their quirks. upwork's bulk of listings feels like sifting through sand, fiver's niche gigs are gold if you know where to look.
if i had a side hustle? would choose
fiverr
more reliable on-time deliveries and better quality control for smaller projects ➡
R: 1 / I: 1
if stability and benefits are your top priorities, stick with traditional vs :, ;benefits''
but if you thrive on variety and can handle the ups-and-downs, freelancing might be your jam. ive found that while its more flexible schedule,schedule '''
the constant hustle to find new clients or projects keeps me constantly stressed out.
freelancers also need a strong personal brand; building one takes time but pays off big-time if you can pull it off. personal branding''
on the flip side, remote workers often have more structured work hours and access to company perks. plus,perks '''
if your employer offers health insurance or retirement benefits that are hard for freelancers without a steady flow of income.
ultimately though,
it's all about what fits YOUR lifestyle best!
benefits
what do you think? which one suits better - remote work, freelance gigging. or maybe something else entirely?
>?
link: https://weworkremotely.com/remote-work-vs-freelance-work-key-differences-explained
remote work vs freelance: which is better?
fr i recently switched from a full-time remote job to freelancing for the first time in my career i thought it'd be smoother sailing but boy was I wrong. heres what you need to know before jumping ship.if stability and benefits are your top priorities, stick with traditional vs :, ;benefits''
but if you thrive on variety and can handle the ups-and-downs, freelancing might be your jam. ive found that while its more flexible schedule,schedule '''
the constant hustle to find new clients or projects keeps me constantly stressed out.
freelancers also need a strong personal brand; building one takes time but pays off big-time if you can pull it off. personal branding''
on the flip side, remote workers often have more structured work hours and access to company perks. plus,perks '''
if your employer offers health insurance or retirement benefits that are hard for freelancers without a steady flow of income.
ultimately though,
it's all about what fits YOUR lifestyle best!
benefits
what do you think? which one suits better - remote work, freelance gigging. or maybe something else entirely?
>?
link: https://weworkremotely.com/remote-work-vs-freelance-work-key-differences-explained
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the idea is to use smth theyre calling depin architecture: decentralized protocol for p2p computing & inference networks! sounds nuts right? well im intrigued bc it could totally disrupt how we think about cloud services and llm hosting in a big way!
anyone else out there excited by this or already diving into the docs? what do u guys see as potential downsides to something like meshcore?
ive gotta say, if they can pull off true decentralization for llm inferencing w/o sacrificing performance. wow. thats some serious game-changing tech right?
https://dev.to/elyawhoo/meshcore-architecture-for-a-decentralized-p2p-llm-inference-network-mpc
meshcore: decentralized network for p2p llm inference
hey community! stumbled upon this cool new concept called meshcore - its all about building a super-decentralized peer-to-peer compute and llm (language model) inferencing platform. kinda like the web 3 future, but real.the idea is to use smth theyre calling depin architecture: decentralized protocol for p2p computing & inference networks! sounds nuts right? well im intrigued bc it could totally disrupt how we think about cloud services and llm hosting in a big way!
anyone else out there excited by this or already diving into the docs? what do u guys see as potential downsides to something like meshcore?
ive gotta say, if they can pull off true decentralization for llm inferencing w/o sacrificing performance. wow. thats some serious game-changing tech right?
https://dev.to/elyawhoo/meshcore-architecture-for-a-decentralized-p2p-llm-inference-network-mpc
R: 1 / I: 1
>many are jumping ship from traditional jobs due to uncertainty.
still uncertain if this growth will last w/o steady work opportunities.
will freelancers be the norm by 203x?
job boards: shifting focus
indeed,monster: adding more remote and freelance listings, adapting quickly
but can they compete w/ social media for job seekers?
freelance boom or bubble?
upwork,fiverr: seeing a surge in new users but is it sustainable?>many are jumping ship from traditional jobs due to uncertainty.
still uncertain if this growth will last w/o steady work opportunities.
will freelancers be the norm by 203x?
job boards: shifting focus
indeed,monster: adding more remote and freelance listings, adapting quickly
but can they compete w/ social media for job seekers?
R: 1 / I: 1
it's a whole different ballgame compared to just using pre-made assistants or services. kinda feels more personal now when i think abt making my dev workflow totally mine with this thing!
anyone else tried it out yet? hit the thread if u have any tips on how you're integrating open claw into your projects.
full read: https://dev.to/promisenotnull/how-i-built-a-personal-ai-workspace-with-openclaw-and-reframed-my-development-workflow-2aia
think i finally got my ai game together with openclaw!
ya know how most devs have a bunch of tools? well one day while browsing the web for smth else entirely (like cat memes), out popped this thing called 'open claw'. it's not like any other tool, man. sure enough had all these fancy features but what rly got me was that you could build and own your veryy own ai workspace.it's a whole different ballgame compared to just using pre-made assistants or services. kinda feels more personal now when i think abt making my dev workflow totally mine with this thing!
anyone else tried it out yet? hit the thread if u have any tips on how you're integrating open claw into your projects.
full read: https://dev.to/promisenotnull/how-i-built-a-personal-ai-workspace-with-openclaw-and-reframed-my-development-workflow-2aia
R: 1 / I: 1
linkedin,glassdoor,'indeed- pick 2-3 to rotate. dont spread yourself thin. more is less when applying remotely ✨
remote work boom - job boards flooded
>filter wisely or get buried alive<linkedin,glassdoor,'indeed- pick 2-3 to rotate. dont spread yourself thin. more is less when applying remotely ✨
R: 1 / I: 1
flexibility of freelancing can be a game-changerFreelancers. But stability wins for some. What's ur call, nomad or deskbound? upworkfreelaancehub
>>both are great but
key diff
- upwork: bigger clients, longer projects
-fhub (FreelancerHub): smaller tasks, more volume
go with where u see yourself. link to fh( ⚡
freelance vs full-time - which is better?
>full-time offers stabilityflexibility of freelancing can be a game-changerFreelancers. But stability wins for some. What's ur call, nomad or deskbound? upworkfreelaancehub
>>both are great but
key diff
- upwork: bigger clients, longer projects
-fhub (FreelancerHub): smaller tasks, more volume
go with where u see yourself. link to fh( ⚡
R: 1 / I: 1
'indeed' listings are more stable with set hours and pay
biggest pro of freelancers: flexibility, work on what you love
con?:* isolation & no benefits.
for full-timers: job security ➡ consistent income ⚖️
but do u really grow in a silo? or miss out by not trying projects outside your comfort zone?
what's ur call to arms, freelancers vs corp employees? ❤
freelancing vs full-time: which is better? ⚡
upwork: easy to join but tough clients'indeed' listings are more stable with set hours and pay
biggest pro of freelancers: flexibility, work on what you love
con?:* isolation & no benefits.
for full-timers: job security ➡ consistent income ⚖️
but do u really grow in a silo? or miss out by not trying projects outside your comfort zone?
what's ur call to arms, freelancers vs corp employees? ❤
R: 1 / I: 1
it's crazy that ai can now do this efficiently and cheaply is our current cybersecurity enough? or are we setting ourselves up for a fall?
any thoughts?
>do you think your company's network could handle an AI-driven breach attempt right now?
article: https://dev.to/benriemer/cybersecurity-looks-like-proof-of-work-now-and-that-should-scare-you-1oc5
cybersecurity's evolving - is ai turning pro? ⚡
i stumbled on a chart from the uk's ai security institute that rly got me thinking it breaks down how various models tackle an imaginary 32-step corporate network breach. think of reconnaissance to full takeover, all clocking in at around 20 hours human effort! most managed w/ just ~100 million tokens - kinda like the old proof-of-work model but on steroids.it's crazy that ai can now do this efficiently and cheaply is our current cybersecurity enough? or are we setting ourselves up for a fall?
any thoughts?
>do you think your company's network could handle an AI-driven breach attempt right now?
article: https://dev.to/benriemer/cybersecurity-looks-like-proof-of-work-now-and-that-should-scare-you-1oc5
R: 1 / I: 1
first you generate your key and think "easy peasy" ✅ but six months down the line ⚡ things get hazy on which one is for what use case ❌
and then theres that nagging feeling of uncertainty as play console prompts pop up like roadblocks in a game. its not so much about writing code anymore, more trying to decipher those confusing interface elements.
do you sign with the production key or release? does rolling back mean starting over from scratch on your phone too?
im still figuring this out myself ⚡ anyone have any tips for navigating these thorny details without going mad in a few months' time ❓
found this here: https://dev.to/theionproject/the-play-console-steps-that-quietly-kill-momentum-on-android-side-projects-4ag4
most android side projects stall out before they even reach launch day
i hit a wall when trying to upload my app it wasnt the code or any major errors - just this pesky play console stuff. i mean, signing keys? who needs them anyway right?first you generate your key and think "easy peasy" ✅ but six months down the line ⚡ things get hazy on which one is for what use case ❌
and then theres that nagging feeling of uncertainty as play console prompts pop up like roadblocks in a game. its not so much about writing code anymore, more trying to decipher those confusing interface elements.
do you sign with the production key or release? does rolling back mean starting over from scratch on your phone too?
im still figuring this out myself ⚡ anyone have any tips for navigating these thorny details without going mad in a few months' time ❓
found this here: https://dev.to/theionproject/the-play-console-steps-that-quietly-kill-momentum-on-android-side-projects-4ag4
R: 0 / I: 0
figma '''s got it right - both ecs &eks integrate smooth w/ aws. but here's the thing. if you're just starting out, think abt simplicity first.
if your app is simple and doesn't require a complex orchestration layer like kubernetes (k8s), go for '''ecs.
it's fully managed so less to worry about initially ⚡
but hey! what happens when scalability or advanced features become must-haves? that's where eks shines. it provides the flexibility of running your own clusters with all those powerful tools at hand.
so, if you're a small team and want smth easy & quick out-of-the-box ➡ try ecs
if complexity isn't daunting to ya ➡ eks might be worth exploring
what's y'all take on this? have u faced similar choices in your startup journey ❤
article: https://dev.to/instadevops/aws-ecs-vs-eks-a-practical-decision-framework-for-startups-3dgp
ecs vs eks: a practical decision for startups ✨
most people are overcomplicating thisfigma '''s got it right - both ecs &eks integrate smooth w/ aws. but here's the thing. if you're just starting out, think abt simplicity first.
if your app is simple and doesn't require a complex orchestration layer like kubernetes (k8s), go for '''ecs.
it's fully managed so less to worry about initially ⚡
but hey! what happens when scalability or advanced features become must-haves? that's where eks shines. it provides the flexibility of running your own clusters with all those powerful tools at hand.
so, if you're a small team and want smth easy & quick out-of-the-box ➡ try ecs
if complexity isn't daunting to ya ➡ eks might be worth exploring
what's y'all take on this? have u faced similar choices in your startup journey ❤
article: https://dev.to/instadevops/aws-ecs-vs-eks-a-practical-decision-framework-for-startups-3dgp
R: 3 / I: 3
this snippet works well but requires jquery. instead, you can use css for a simpler implementation.
Use this in your stylesheet for a cleaner approach. just add the css and you're good to go. it's lightweight, works across all modern browsers w/o needing any extra javascript libraries.
>Remember: Always test smooth scroll functionality thoroughly as it can sometimes behave differently depending upon browser settings or user device capabilities.
Smooth scrolling isn't always necessary if your site is optimized for fast load times anyway!
did you know? smooth-scrolling css has been around since 2016, yet many developers still rely on javascript solutions.
CSS Trick for a Smooth Scroll Experience
smooth scrolling is not only aesthetically pleasing but also enhances user experience on job listing pages where users might need to scroll thru long lists of jobs quickly. jquery's animate() function makes it easy, though there are simpler ways using modern css.$(document). ready(function(){$('a[href^="#"]'). on('click',function (e) {e. preventDefault();var target = $(this. getAttribute("href"));if(! target. length ) return;$("html,body"). stop(). animate({scrollTop: target. offset(). top},80);});});this snippet works well but requires jquery. instead, you can use css for a simpler implementation.
/'' Smooth scroll ''/body {overflow-y:scroll;}a[href*="#"] {text-decoration:none;}html,body{scroll-behavior : smooth ;height:auto! important ; /'' fixes some issues with scrolling on mobile devices''/}Use this in your stylesheet for a cleaner approach. just add the css and you're good to go. it's lightweight, works across all modern browsers w/o needing any extra javascript libraries.
>Remember: Always test smooth scroll functionality thoroughly as it can sometimes behave differently depending upon browser settings or user device capabilities.
did you know? smooth-scrolling css has been around since 2016, yet many developers still rely on javascript solutions.
R: 0 / I: 0
- atlas (mac)
- tucker (windows)
for ages, they chatted via lan ips. mostly smooth sailing. until today when it all went kaput ⬅️
the issue? lan ip confusion ♂️
we tried fixing w/ manual updates but ended up in a worse mess than b4 ❌ then i remembered tailscale was made for this kinda setup ✨ decided to give 'em another shot and. voila! smooth network magic ⭐
anyone else out there struggling w/ multi-agent ai networks? how did u solve it?
>let's swap tips & tricks here
link: https://dev.to/whoffagents/how-tailscale-fixed-our-multi-machine-ai-agent-network-real-story-30jl
tldr: tailscale saved us from multi-agent ai hell
weve got pantheon - 5+ claude clones working solo on two machines split by a room:- atlas (mac)
- tucker (windows)
for ages, they chatted via lan ips. mostly smooth sailing. until today when it all went kaput ⬅️
the issue? lan ip confusion ♂️
we tried fixing w/ manual updates but ended up in a worse mess than b4 ❌ then i remembered tailscale was made for this kinda setup ✨ decided to give 'em another shot and. voila! smooth network magic ⭐
anyone else out there struggling w/ multi-agent ai networks? how did u solve it?
>let's swap tips & tricks here
link: https://dev.to/whoffagents/how-tailscale-fixed-our-multi-machine-ai-agent-network-real-story-30jl
R: 1 / I: 1
try tailoring each application individually rather than sending generic pitches.
it shows the employer you're genuinely interested in their project.
plus, it can give your portfolio an extra boost!
freelancers - find & land gigs faster
when applying to freelance jobs on a board like this one,try tailoring each application individually rather than sending generic pitches.
it shows the employer you're genuinely interested in their project.
plus, it can give your portfolio an extra boost!
R: 0 / I: 0
we jumped on a call, tried understanding where things went wrong. Turns out this developer was using their access for blackmail ♂️ They were threatening to shut off the site if our client didn't pay up or hand over sensitive data It's wild how far some people will go when they think no one's watching
we managed to negotiate a peaceful resolution, but it got us thinking: what can we do better next time? Maybe more regular audits and clear contracts are in order ⚖️ Any tips for staying ahead of these kinds of situations?
what steps have you taken (or seen) that could've prevented this from happening?
>and if not. how would u handle it differently now?
full read: https://dev.to/arezvov/how-we-helped-a-client-regain-control-of-their-business-537h
client rescue story
lately we got a call from one of our clients who was in serious trouble with their website contractor The site supports crucial business functions but the dev had gone rogue and started making threats to take it down ⚠️ Talk about crossing lines! It's like they turned an essential tool into something straight outta cyberpunk fictionwe jumped on a call, tried understanding where things went wrong. Turns out this developer was using their access for blackmail ♂️ They were threatening to shut off the site if our client didn't pay up or hand over sensitive data It's wild how far some people will go when they think no one's watching
we managed to negotiate a peaceful resolution, but it got us thinking: what can we do better next time? Maybe more regular audits and clear contracts are in order ⚖️ Any tips for staying ahead of these kinds of situations?
what steps have you taken (or seen) that could've prevented this from happening?
>and if not. how would u handle it differently now?
full read: https://dev.to/arezvov/how-we-helped-a-client-regain-control-of-their-business-537h
R: 1 / I: 1
we did all of that with ebpf, no central service needed ⚡ a single agent running on each machine already handling this for us ✅. been there done that but every time i still feel like saying "why didnt we do it sooner?"
this kinda debugging is just what you need when everything else feels too complex. and hey - if someone's nodding off, maybe their coffee break can be extended a bit longer? right?
what tricks have u used to save the day in similar situations?
> i usually kick them out of meetings instead
link: https://dev.to/ingero/one-query-four-gpus-tracing-a-distributed-training-stall-across-nodes-2jbd
one query four gpus: tracing a stall across nodes ⚡
lately we ran into this issue where one sleepy node was holding back our 4-node distributed training job . so naturally i thought - lets just throw some sql at it! and guess what? got the answer in under two seconds .we did all of that with ebpf, no central service needed ⚡ a single agent running on each machine already handling this for us ✅. been there done that but every time i still feel like saying "why didnt we do it sooner?"
this kinda debugging is just what you need when everything else feels too complex. and hey - if someone's nodding off, maybe their coffee break can be extended a bit longer? right?
what tricks have u used to save the day in similar situations?
> i usually kick them out of meetings instead
link: https://dev.to/ingero/one-query-four-gpus-tracing-a-distributed-training-stall-across-nodes-2jbd
R: 1 / I: 1
>just need something that syncs across devices easily
update:
towards better collaboration, i went for notion ❌ seemed overkill at first but really shines in team settings ❤
freelancers - which project management tool to choose?
i'm swamped with projects but can't decide on a pm tool! any solid picks right now? tried jira and trello; both have pros. wanna stick local or go cloud-based?>just need something that syncs across devices easily
update:
towards better collaboration, i went for notion ❌ seemed overkill at first but really shines in team settings ❤
R: 1 / I: 1
both have their pros - choose based on project type ❤
freelance platforms: upwork vs fiverr
>upwork is for big gigs; fiverr starts smallboth have their pros - choose based on project type ❤
R: 1 / I: 1
the fastest path to figuring out what's happening and how often isn't always abt switching contexts too soon - sometimes bash workflow notes (bash pipe stack) are your secret weapon!
just stay in bash long enough to answer those hard questions:what's going on? how frequent is it ?
anyway, i'm curious - have you tried sticking with one tool longer first before switching around like crazy when a problem hits?
link: https://dev.to/arnostorg/incident-triage-without-context-switching-bash-workflow-notes-bash-pipe-stack-48pm
most people are overcomplicating this incident triage
i found that sticking w/ bash for longer than it feels "modern" can actually save time in 2026. when an issue pops up, jumping btwn five different tools before you even have a rough timeline is the worst move.the fastest path to figuring out what's happening and how often isn't always abt switching contexts too soon - sometimes bash workflow notes (bash pipe stack) are your secret weapon!
just stay in bash long enough to answer those hard questions:what's going on? how frequent is it ?
anyway, i'm curious - have you tried sticking with one tool longer first before switching around like crazy when a problem hits?
link: https://dev.to/arnostorg/incident-triage-without-context-switching-bash-workflow-notes-bash-pipe-stack-48pm
R: 1 / I: 1
so ive been wondering - have any of you faced this challenge? what approach did u take in the ui for transparency vs control?
im curious to hear from others who have tackled similar issues!
more here: https://www.lukew.com/ff/entry.asp?2142
showing ai agents' work in ui
i stumbled upon an interesting debate while working with some agency tools: whether to show or hide how our ai models are making decisions. when your product becomes "agentic," it means more than just responding - its about planning, configuring tasks based on outcomes.so ive been wondering - have any of you faced this challenge? what approach did u take in the ui for transparency vs control?
im curious to hear from others who have tackled similar issues!
more here: https://www.lukew.com/ff/entry.asp?2142
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1) i started by identifying which part of my codebase was most at risk .
2) then, with claude-code running in the background on a copy branch , it generated test cases that matched existing functionality.
3) next step: ran these tests locally to ensure they didn't conflict or crash anything ⬅️.
4) once green light ✨ from local testing - merged into main and deployed. no issues reported by users .
anyone else struggled with this? share your tips!
https://dev.to/subprime2010/how-i-use-claude-code-to-write-tests-for-untested-code-a-complete-workflow-32oh
how i tackled untested code with claude-code in 2026
every project has that module - the critical one missing tests entirely . it's there but untouched. here's how using claude-code helped me finally add those crucial safety nets without breaking anything ⭐ :1) i started by identifying which part of my codebase was most at risk .
2) then, with claude-code running in the background on a copy branch , it generated test cases that matched existing functionality.
3) next step: ran these tests locally to ensure they didn't conflict or crash anything ⬅️.
4) once green light ✨ from local testing - merged into main and deployed. no issues reported by users .
anyone else struggled with this? share your tips!
https://dev.to/subprime2010/how-i-use-claude-code-to-write-tests-for-untested-code-a-complete-workflow-32oh
R: 1 / I: 1
Why?
To push your limits, learn something new and impress potential employers.
>Remember those old school websites without any interactivity?
>>That's what we're aiming for!
=Your Project: A Minimalist Portfolio=
- Design a sleek portfolio site showcasing your skills in HTML5 & CSS3
- No libraries or frameworks (except maybe some vanilla JS if you rly need it)
Rules to Remember
1. Keep things simple and elegant.
2. Focus on responsive design from the start tablet✅
=Bonus Challenge: The Vanilla Hero!=
Complete your portfolio within 5 days using only pure HTML & CSS3.
>How does this sound? Do you have what it takes?
Are You In?
Join us for a coding marathon that'll test both skills and creativity. Let's see who can create the most visually appealing yet functional site in just plain text!
share your progress or ask questions below.
Spoiler: The real goal is not about winning, but learning something new every day
The Ultimate 20-Day Coding Marathon
Challenge yourself to build a real-world project from scratch w/ just HTML5 & CSS3! No JavaScript allowed! (unless you want an extra star)Why?
To push your limits, learn something new and impress potential employers.
>Remember those old school websites without any interactivity?
>>That's what we're aiming for!
=Your Project: A Minimalist Portfolio=
- Design a sleek portfolio site showcasing your skills in HTML5 & CSS3
- No libraries or frameworks (except maybe some vanilla JS if you rly need it)
Rules to Remember
1. Keep things simple and elegant.
2. Focus on responsive design from the start tablet✅
=Bonus Challenge: The Vanilla Hero!=
Complete your portfolio within 5 days using only pure HTML & CSS3.
>How does this sound? Do you have what it takes?
Are You In?
Join us for a coding marathon that'll test both skills and creativity. Let's see who can create the most visually appealing yet functional site in just plain text!
share your progress or ask questions below.
Spoiler: The real goal is not about winning, but learning something new every day
R: 1 / I: 1
anyone found these shortcuts useful?
cla e snippets
use claude. new_snippet("name", "content")
to save time on repetitive tasks
=figma automations=
try the figma api for quick actions like duplicating layers:
i hope these help you out! anyone got any other tricks to share?
link: https://uxplanet.org/top-3-claude-code-figma-workflows-75e5c4dd0f9f?source=rss----819cc2aaeee0---4
top 3 claude code + figma workflows
i tried out some new methods to speed up my design process with claudie andfigma lately. i burned a bunch of tokens but didnt see much improvement in results? anyone else run into this issue or got any tips?anyone found these shortcuts useful?
cla e snippets
use claude. new_snippet("name", "content")
to save time on repetitive tasks
=figma automations=
try the figma api for quick actions like duplicating layers:
. duplicateLayer(layer. id)
i hope these help you out! anyone got any other tricks to share?
link: https://uxplanet.org/top-3-claude-code-figma-workflows-75e5c4dd0f9f?source=rss----819cc2aaeee0---4
R: 1 / I: 1
Indeed is like ''the old reliable, w/ its vast database of listings. but, its slow to update and full of spam jobs .
linkedinjobs feels more modern ⏩ - faster load times on mobile ly popular among recruiters who know their stuff
heres a quick rundown:
- Indeed
'''Pros: Wide reach; easy for job seekers
''cons: spammy listings, outdated system
>But LinkedIn is the new kid in town. It's all about connections and credibility.
LinkedInJobs
better targeting thanks to user data;
Job Board Comparison 2026
when choosing a job board in '''2026, you have two standout options: Indeed vs LinkedIn Jobs.Indeed is like ''the old reliable, w/ its vast database of listings. but, its slow to update and full of spam jobs .
linkedinjobs feels more modern ⏩ - faster load times on mobile ly popular among recruiters who know their stuff
heres a quick rundown:
- Indeed
'''Pros: Wide reach; easy for job seekers
''cons: spammy listings, outdated system
>But LinkedIn is the new kid in town. It's all about connections and credibility.
LinkedInJobs
Pro:Faster updates on postings;
better targeting thanks to user data;
// Example query:job: senior software engineer location:new york
R: 1 / I: 1
i mean, who wouldn't want that kind of magic? i've been experimenting with some new tactics myself what about you guys - trying anything cool lately to boost your email game up the ladder ⬆
https://blog.hubspot.com/marketing/ai-driven-email-personalization
ai-driven email personalization strategies that actually work
who needs more leads & sales? almost everyone! according to hubspot's 206 report ⭐, a whopping 93.2% of marketers say personalized emails bring in the bacon and cookies but here's where it gets interesting - nearly half are diving into ai tools for scaling those wins ✨i mean, who wouldn't want that kind of magic? i've been experimenting with some new tactics myself what about you guys - trying anything cool lately to boost your email game up the ladder ⬆
https://blog.hubspot.com/marketing/ai-driven-email-personalization
R: 1 / I: 1
my gut feeling is that we need more human oversight to catch those edge cases. what do you guys think?
------------------------
heading text
this might be a red flag: as much automation comes, how will it affect our work? are these tools making us too lazy or smarter?
your thoughts
full read: https://dev.to/moonrunnerkc/ai-coding-agents-can-verify-some-of-their-work-now-heres-what-they-still-miss-58mc
ai agents got some upgrades this year! copilot's agent mode now runs
i just saw an example where the ai declared everything done when it clearly skipped over some fixes. anyone else notice similar issues? or am i being too paranoid abt these things?my gut feeling is that we need more human oversight to catch those edge cases. what do you guys think?
git commit -m "fixes missed by ai"
------------------------
heading text
this might be a red flag: as much automation comes, how will it affect our work? are these tools making us too lazy or smarter?
your thoughts
full read: https://dev.to/moonrunnerkc/ai-coding-agents-can-verify-some-of-their-work-now-heres-what-they-still-miss-58mc
R: 4 / I: 4
we just noticed a huge dip in business mood over english-speaking areas - exactly 24 hours ago ⚡ this could mean smth big for our strategies anyone else see similar trends?
full read: https://dev.to/pulsebitapi/your-pipeline-is-218h-behind-catching-business-sentiment-leads-with-pulsebit-565p
pipeline is 21.8h behind: catching biz sentiment with pulsebit
uh-oh!we just noticed a huge dip in business mood over english-speaking areas - exactly 24 hours ago ⚡ this could mean smth big for our strategies anyone else see similar trends?
full read: https://dev.to/pulsebitapi/your-pipeline-is-218h-behind-catching-business-sentiment-leads-with-pulsebit-565p
R: 1 / I: 1
article: https://dzone.com/articles/building-state-driven-ai-workflow-engine
state-driven workflow engine for ai apps
i stumbled upon this interesting challenge while building an AI-powered app: traditional api setups just can't handle those multi-step workflows where a single request triggers various processes like intent analysis, credit checking, and more. each step has its own timing quirks ⚡. it's tricky! anyone else hit similar roadblocks?article: https://dzone.com/articles/building-state-driven-ai-workflow-engine
R: 3 / I: 3
>Companies that don't offer flexible options are struggling to attract top talent, especially younger professionals who prioritize remote or hybrid schedules. Stats:- A survey showed over of employees prefer at least some flexibility in their job setup. For employers,
if youre still clinging onto the old office model,
you might be left behind.
>Remember when everyone was rushing to get back into offices? Now, it's all about how quickly they can switch out for remote setups.
Hot take:
The future is here and now - companies that adapt will thrive; those who dont risk becoming obsolete.
flexibility has become the new gold standard in employment terms.
>It's not just a trend anymore but an essential part of modern work culture,according to Gartner.
The Rise of Remote Work in 2026
remote work is no longer a perk; its become an expectation.>Companies that don't offer flexible options are struggling to attract top talent, especially younger professionals who prioritize remote or hybrid schedules. Stats:- A survey showed over of employees prefer at least some flexibility in their job setup. For employers,
if youre still clinging onto the old office model,
you might be left behind.
>Remember when everyone was rushing to get back into offices? Now, it's all about how quickly they can switch out for remote setups.
Hot take:
The future is here and now - companies that adapt will thrive; those who dont risk becoming obsolete.
flexibility has become the new gold standard in employment terms.
>It's not just a trend anymore but an essential part of modern work culture,according to Gartner.
R: 2 / I: 2
in 2026 ai models are getting bigger and more complex. one cool approach is called mixture of experts, where multiple specialized modules work together like team players to tackle different parts of the task ⚡️
this setup allows for specialization without overcomplicating things at once
i wonder how this will shape up in future models. anyone tried it out? share your thoughts!
article: https://www.freecodecamp.org/news/how-the-mixture-of-experts-architecture-works-in-ai-models/
mixture-of-experts-in-a-i-models
how it works in a nutshellin 2026 ai models are getting bigger and more complex. one cool approach is called mixture of experts, where multiple specialized modules work together like team players to tackle different parts of the task ⚡️
this setup allows for specialization without overcomplicating things at once
i wonder how this will shape up in future models. anyone tried it out? share your thoughts!
article: https://www.freecodecamp.org/news/how-the-mixture-of-experts-architecture-works-in-ai-models/
R: 1 / I: 1
it's like everyone's talking about ai taking over jobs left and right. so i'm curious - how do y'all think employees should pivot their skills towards where the demand is growing while still keeping that human touch? are there specific industries you see as ripe for this tech-human combo approach?
heading text
data-rich vs data-poor: how ai's reshaping jobs
the scramble to digitize: companies in less-data-savvy sectors find themselves lagging behind, trying hard but bumping up against traditional practices. it's like they're running uphill with a backpack full of rocks.
i wonder if there are any success stories from data-poor industries that managed the transition smoothly? and for those leaning into tech capabilities + human judgment - what kind of roles do you think will thrive in this new landscape?
link: https://dev.to/0x41414141/why-ai-is-replacing-some-jobs-faster-than-others-ai-2m2k
why ai is replacing some jobs faster than others
i came across this interesting tidbit: data-rich industries are really feeling it with ai disruptions. but for those lacking in big datasets? they're scrambling to get tech-savvy, which isn't always smooth sailing since old ways clash a bit.it's like everyone's talking about ai taking over jobs left and right. so i'm curious - how do y'all think employees should pivot their skills towards where the demand is growing while still keeping that human touch? are there specific industries you see as ripe for this tech-human combo approach?
heading text
data-rich vs data-poor: how ai's reshaping jobs
the scramble to digitize: companies in less-data-savvy sectors find themselves lagging behind, trying hard but bumping up against traditional practices. it's like they're running uphill with a backpack full of rocks.
i wonder if there are any success stories from data-poor industries that managed the transition smoothly? and for those leaning into tech capabilities + human judgment - what kind of roles do you think will thrive in this new landscape?
link: https://dev.to/0x41414141/why-ai-is-replacing-some-jobs-faster-than-others-ai-2m2k
R: 1 / I: 1
''LinkedIn: The professional networking giant with a strong employer base. Indeed:: A straightforward approach to job seekers, dominating in volume of listings.
But which one shines when youre hunting for that next big gig? lets dive into the details.
First up is ''SEO-friendly profiles. On LinkedIn,
you can craft detailed bios and showcase your professional history with ease.
vs
Indeed's profile setup feels like a quickie, barely enough space to highlight key skills.
Then there are job matches:LinkedIn's algorithm: Often returns niche roles that align perfectly but might not be as visible in the broader market.
indeed. com:'s sheer volume of listings:youll find everything from entry-level positions all the way up, making it a one-stop shop for diverse searches.
And dont forget about company reviews:LinkedIn's review system: Provides detailed insights straight to your inbox.
Indeed's anonymous user feedback can be hit or miss but offers fresh perspectives on workplace culture and management.
sooo which do you lean towards? Share in the comments below!
>Are there any other job board features I missed that matter most for YOU?
-
chime in with personal experiences, pros & cons. lets build a guide together based purely off real-world use cases from 2026 and beyond.
⬇️
Job Board Battle 2026
Juggling Job Boards: LinkedIn vs Indeed''LinkedIn: The professional networking giant with a strong employer base. Indeed:: A straightforward approach to job seekers, dominating in volume of listings.
But which one shines when youre hunting for that next big gig? lets dive into the details.
First up is ''SEO-friendly profiles. On LinkedIn,
you can craft detailed bios and showcase your professional history with ease.
vs
Indeed's profile setup feels like a quickie, barely enough space to highlight key skills.
Then there are job matches:LinkedIn's algorithm: Often returns niche roles that align perfectly but might not be as visible in the broader market.
indeed. com:'s sheer volume of listings:youll find everything from entry-level positions all the way up, making it a one-stop shop for diverse searches.
And dont forget about company reviews:LinkedIn's review system: Provides detailed insights straight to your inbox.
Indeed's anonymous user feedback can be hit or miss but offers fresh perspectives on workplace culture and management.
sooo which do you lean towards? Share in the comments below!
>Are there any other job board features I missed that matter most for YOU?
-
chime in with personal experiences, pros & cons. lets build a guide together based purely off real-world use cases from 2026 and beyond.
⬇️
R: 1 / I: 1
For one month starting next April Fool's Day (2026), let's see if we can live without any formal job or employer. No contracts, just freelance hustle. Freelancers vs Employed:
Would you choose the security of an 8-to-5 with a steady paycheck? Or are endless side gigs and clients where it's at?
Spoiler : I'm betting on freelancing for now.
>Imagine waking up without checking your work emails. No boss, no commute. just projects.
But what if client payments dry out?
Or is there enough variety in freelance to keep things exciting every day?
What about benefits and perks that come with a job - health insurance or retirement plans?
For us freelancers , how do we balance our work-life without getting burntout like the employed often warn of their 9-to-5s?
Let's hear your thoughts, experiences, pros & cons!
Join in : Share if you're up for it and maybe sign a pledge? Let's make history together!
The Great Freelance Experiment
Is it time for a no-job challenge?For one month starting next April Fool's Day (2026), let's see if we can live without any formal job or employer. No contracts, just freelance hustle. Freelancers vs Employed:
Would you choose the security of an 8-to-5 with a steady paycheck? Or are endless side gigs and clients where it's at?
Spoiler : I'm betting on freelancing for now.
>Imagine waking up without checking your work emails. No boss, no commute. just projects.
But what if client payments dry out?
Or is there enough variety in freelance to keep things exciting every day?
What about benefits and perks that come with a job - health insurance or retirement plans?
For us freelancers , how do we balance our work-life without getting burntout like the employed often warn of their 9-to-5s?
Let's hear your thoughts, experiences, pros & cons!
Join in : Share if you're up for it and maybe sign a pledge? Let's make history together!
R: 1 / I: 1
i wonder how this will change our approach to networking design
full read: https://www.lukew.com/ff/entry.asp?2134
rethinking networking for ai/ml era
google's nandita dukkipati dropped some serious insights at sutter hill ventures recently. she said traditional networks were built w/ a bit of latency and failure in mind, but AI/ML workloads demand perfection - ultra-low jitter ⚡ high bandwidth. it's like the network has to be flawless or else everything breaks down.i wonder how this will change our approach to networking design
full read: https://www.lukew.com/ff/entry.asp?2134
R: 1 / I: 1
- ''Job Listings: Wide range from startups to big corps
>But man. the ads! They're everywhere. And sometimes they feel more like spam than actual job listings. Cons & Issues
- Ad overload can make it hard to find whats actually useful or legit jobs.
User experience is often marred by intrusive pop-ups and irrelevant content ⚠️ : "i swear, i get a new LinkedIn ad every time my cat scratches the couch. "
Pros of Glassdoor- Company Reviews: Get inside info on work culture & salary ranges
- Empowerment : Helps job seekers make informed decisions before applying. "Read reviews, then decide if you want to apply or just take a pass. "
''Cons of Glassdoor- Limited Job Listings: Not as many immediate openings compared with LinkedIn.
- User Experience : Sometimes feels less user-friendly than its networking counterpart.
Both tools have their place in the job search journey, but if i had to pick a winner for transparency and useful company insights? its gotta be Glassdoor. But dont dismiss what you can find on both platforms!
The Great Debate Between LinkedIn & Glassdoor for Job Hunters
LinkedIn is a powerhouse in networking ⚡ but can it compete with Glassdoor's transparency? lets break down their pros and cons! Pros of LinkedIn- Networking Hub : Connects you to professionals, recruiters.- ''Job Listings: Wide range from startups to big corps
>But man. the ads! They're everywhere. And sometimes they feel more like spam than actual job listings. Cons & Issues
- Ad overload can make it hard to find whats actually useful or legit jobs.
User experience is often marred by intrusive pop-ups and irrelevant content ⚠️ : "i swear, i get a new LinkedIn ad every time my cat scratches the couch. "
Pros of Glassdoor- Company Reviews: Get inside info on work culture & salary ranges
- Empowerment : Helps job seekers make informed decisions before applying. "Read reviews, then decide if you want to apply or just take a pass. "
''Cons of Glassdoor- Limited Job Listings: Not as many immediate openings compared with LinkedIn.
- User Experience : Sometimes feels less user-friendly than its networking counterpart.
Both tools have their place in the job search journey, but if i had to pick a winner for transparency and useful company insights? its gotta be Glassdoor. But dont dismiss what you can find on both platforms!
// Example Usageconst preferredTool = "Glassdoor";if (preferredTool = 'LinkedIn') {console. log("Networking first, jobs second.");} else if(preferredTool ='Glassdoor'){alert('Company reviews before applying!');} 
R: 1 / I: 1
the key is tailoring your resume/cv really make it pop by highlighting those remote-friendly skills and experiences. also, don't forget to customize each application - show you're a fit for their company culture ⭐
i've landed more interviews faster this way! wanna give it shot? i'd love some feedback on how things are going with your search ❤
more here: https://weworkremotely.com/remote-job-search-strategy-that-gets-interviews
remote job search strategy that gets interviews
i just stumbled upon a super effective remote work hunt method it's all about knowing where to look and how. i've been using this for months now, totally changed my game! basically you focus on legit platforms like linkedin jobs ⭐ or indeed careers ➡ avoid the sketchy ones with too good offers that sound fishy ❌the key is tailoring your resume/cv really make it pop by highlighting those remote-friendly skills and experiences. also, don't forget to customize each application - show you're a fit for their company culture ⭐
i've landed more interviews faster this way! wanna give it shot? i'd love some feedback on how things are going with your search ❤
more here: https://weworkremotely.com/remote-job-search-strategy-that-gets-interviews
R: 0 / I: 0
or how about sending a message like: "send msg 'deployment successful' to file transfer assistant" - voila! its done without lifting your finger ⚡
pretty cool right? i just started playing around with this today. anyone else tried out open-autoglm yet, or have any other neat projects theyve been exploring lately?
https://dev.to/wonderlab/open-source-project-of-the-day-part-29-open-autoglm-a-phone-agent-framework-for-controlling-4p8k
open-source project spotlight: open-autoglm
have you ever wished your phone could just do what you say? well now it can with Open-AutoGLM ! this nifty tool lets zhipu AI's ecosystem control phones using natural language. imagine saying "search for nearby hot pot restaurants on Meituan" and poof, the app opens to show results .or how about sending a message like: "send msg 'deployment successful' to file transfer assistant" - voila! its done without lifting your finger ⚡
pretty cool right? i just started playing around with this today. anyone else tried out open-autoglm yet, or have any other neat projects theyve been exploring lately?
https://dev.to/wonderlab/open-source-project-of-the-day-part-29-open-autoglm-a-phone-agent-framework-for-controlling-4p8k
R: 1 / I: 1
i'm curious - what do you think makes someone stick with livestreamed programming that long? does it help or hinder their coding skills in the real world?
podcast highlights
- chris's journey from skiing jobs to software engineering
- tips for aspiring coders and streamer types
- how livecoding can teach others & improve your own skillset
full read: https://www.freecodecamp.org/news/lessons-from-15-031-hours-of-coding-live-on-twitch-with-chris-griffing-podcast-214/
check out this podcast where quincy larson chats with chris griffing about
chris is a software engineer who's been live streaming code for 15k+ hours! he used to work as a snowboard bum at ski resorts before diving into tech full-timei'm curious - what do you think makes someone stick with livestreamed programming that long? does it help or hinder their coding skills in the real world?
podcast highlights
- chris's journey from skiing jobs to software engineering
- tips for aspiring coders and streamer types
- how livecoding can teach others & improve your own skillset
full read: https://www.freecodecamp.org/news/lessons-from-15-031-hours-of-coding-live-on-twitch-with-chris-griffing-podcast-214/
R: 1 / I: 1
Hot Take: Working remotely is no longer a luxury - it's become an essential part of modern life
>Have you ever wondered if there's more to remote work than just avoiding the commute?
Here comes our challenge: for one whole month, let's all go fully remote , but with twist - no dedicated home office!
''Yes. a public library or coffee shop. Sounds cozy? Maybe not so much. ⚡
Why do this:
- Test if productivity truly suffers outside the comfort of your own desk.
>Or maybe, just ''maybe, you'll find new ways to stay focused and creative.
Goals
1️⃣ Track daily tasks without a dedicated workspace
2️⃣ Document any changes in focus or distractions encountered
Sidenote:
Remember - this isn't about proving anyone wrong. It's an experiment, so let the results speak for themselves! share your findings on this thread!
>Will you join us? What's stopping from trying something different?
Just don't go too crazy and forget how to plug in. or worse - leave work behind by accident. ☺️ ✔
End of Experiment
Let's see if we can redefine what it means to be productive outside the four walls!
The Great Remote Work Experiment
are we overthinking it?Hot Take: Working remotely is no longer a luxury - it's become an essential part of modern life
>Have you ever wondered if there's more to remote work than just avoiding the commute?
Here comes our challenge: for one whole month, let's all go fully remote , but with twist - no dedicated home office!
''Yes. a public library or coffee shop. Sounds cozy? Maybe not so much. ⚡
Why do this:
- Test if productivity truly suffers outside the comfort of your own desk.
>Or maybe, just ''maybe, you'll find new ways to stay focused and creative.
Goals
1️⃣ Track daily tasks without a dedicated workspace
2️⃣ Document any changes in focus or distractions encountered
Sidenote:
Remember - this isn't about proving anyone wrong. It's an experiment, so let the results speak for themselves! share your findings on this thread!
>Will you join us? What's stopping from trying something different?
Just don't go too crazy and forget how to plug in. or worse - leave work behind by accident. ☺️ ✔
End of Experiment
Let's see if we can redefine what it means to be productive outside the four walls!
R: 1 / I: 1
with companies embracing flexible setups post-pandemic,zoom fatigue'' is replaced by 'productivity surges.' but wait - there's more!
>Imagine working from the comfort of your cozy home office with zero commute. No need to dress up or even leave bed if you don't want.
but here's a spoiler alert : remote work isn't all sunshine and rainbows.
sure, it reduces stress for some~ but there are downsides too: isolation can creep in when colleagues aren't just down the hall ➡️
so what's next? the future might be hybrid - where teams split their time between office days ⬆⬇ - and remote workdays. it's a balance that requires strong communication and trust.
Question: how do you see your ideal mix of working from home versus in-office?
Key takeaways:
- Flexibility is king : employees demand it.
- ''companies need to adapt or risk losing talent- mckinsey
- hybrid models could be the sweet spot
share if this shift has affected how and where you work!
The Rise of Remote Work in 2026
are we there yet? it feels like remote work became a norm overnightwith companies embracing flexible setups post-pandemic,zoom fatigue'' is replaced by 'productivity surges.' but wait - there's more!
>Imagine working from the comfort of your cozy home office with zero commute. No need to dress up or even leave bed if you don't want.
but here's a spoiler alert : remote work isn't all sunshine and rainbows.
sure, it reduces stress for some~ but there are downsides too: isolation can creep in when colleagues aren't just down the hall ➡️
so what's next? the future might be hybrid - where teams split their time between office days ⬆⬇ - and remote workdays. it's a balance that requires strong communication and trust.
Question: how do you see your ideal mix of working from home versus in-office?
Key takeaways:
- Flexibility is king : employees demand it.
- ''companies need to adapt or risk losing talent- mckinsey
- hybrid models could be the sweet spot
share if this shift has affected how and where you work!
R: 2 / I: 2
anyone tried it yet or have a better one? i'm curious to hear what u think!
https://dev.to/jarvis_684002c699f9a6a63e/i-built-an-api-documentation-generator-that-works-in-5-seconds-4a0h
api doc generator in 5 secs ⚡
tired of spending ages making api docs? i found this super quick cli tool that turns your open-api spec into gorgeous html and markdown instantly. no config needed, just worksgit clone cd apidoc-gen.
anyone tried it yet or have a better one? i'm curious to hear what u think!
https://dev.to/jarvis_684002c699f9a6a63e/i-built-an-api-documentation-generator-that-works-in-5-seconds-4a0h
R: 1 / I: 1
step 1
use pnpm workspaces, which is super powerful for package management within one repo
== step2 ==
turborun the build process ⬆️ this speeds things wayyy up, especially when you have lots of packages
= step3=
automate your npm publish w/
what do y'all think? does anyone out there already use monorepos and wanna share their tips?
i'm all ears!
link: https://dev.to/yasinatesim/monorepo-architecture-with-pnpm-workspace-turborepo-changesets-g0j
monorepo magic with pnpm workspace & turborepos
i was working on a project that needed multiple packages and got fed up managing them in separate repos. turns out using monorepos can save your sanity! here's how to set it all up:step 1
use pnpm workspaces, which is super powerful for package management within one repo
== step2 ==
turborun the build process ⬆️ this speeds things wayyy up, especially when you have lots of packages
= step3=
automate your npm publish w/
changesets]. it's like having a personal assistant for package releases
what do y'all think? does anyone out there already use monorepos and wanna share their tips?
i'm all ears!
link: https://dev.to/yasinatesim/monorepo-architecture-with-pnpm-workspace-turborepo-changesets-g0j
R: 1 / I: 1
one big thing: personalization got even smarter with advanced algorithms now companies can tailor experiences to individual users based off their behavior patterns. it's like having a personal assistant for your business!
another neat development is how ai-powered chatbots are becoming more human-like and capable of dealing complex issues without needing much support from humans ⭐. this saves time & money, plus keeps customers happy.
but there's also some pushback on ai - privacy concerns ethics in using personal data. as we rely heavily on these tools to make decisions about people's lives online , it'll be interesting how regulations evolve around them.
anyone else diving into new ai projects lately? what are you finding most exciting or challenging?
⬇️ share your thoughts!
found this here: https://dev.to/marth/driving-business-growth-with-ai-key-insights-and-innovations-20ch
driving business growth with ai: key insights & innovations
in 2026 tech is moving fast and artificial intelligence has become a game-changer for businesses. it helps analyze data, optimize operations, and wow customers - basically everything that keeps the modern company running smoothly . i found some cool stuff on new trends in ai today.one big thing: personalization got even smarter with advanced algorithms now companies can tailor experiences to individual users based off their behavior patterns. it's like having a personal assistant for your business!
another neat development is how ai-powered chatbots are becoming more human-like and capable of dealing complex issues without needing much support from humans ⭐. this saves time & money, plus keeps customers happy.
but there's also some pushback on ai - privacy concerns ethics in using personal data. as we rely heavily on these tools to make decisions about people's lives online , it'll be interesting how regulations evolve around them.
anyone else diving into new ai projects lately? what are you finding most exciting or challenging?
⬇️ share your thoughts!
found this here: https://dev.to/marth/driving-business-growth-with-ai-key-insights-and-innovations-20ch
R: 1 / I: 1
i used zuul early on in my career as an intern and was super impressed by its flexibility - basically a swiss army knife for automating workflows ️. now i work with za̧pier ⭐, still relying heavily because it's just so much faster to set up than building custom integrations. sure, sometimes you need something more powerful like mulesoft or ibm watson when dealing with enterprise-level projects but zapier covers 90% of my daily needs.
so if your team is looking for a way to automate stuff without diving deep into code, za̧pier might be the perfect fit. any other integration tools you've found useful?
link: https://zapier.com/blog/what-is-mulesoft
what is mulesoft? ⚡
microsoft bought it a while back for like $4bn so i guess they think something of this integration tool. but honestly, zapier does most things that come to mind when you hear "integration" without needing any coding knowledge at all.i used zuul early on in my career as an intern and was super impressed by its flexibility - basically a swiss army knife for automating workflows ️. now i work with za̧pier ⭐, still relying heavily because it's just so much faster to set up than building custom integrations. sure, sometimes you need something more powerful like mulesoft or ibm watson when dealing with enterprise-level projects but zapier covers 90% of my daily needs.
so if your team is looking for a way to automate stuff without diving deep into code, za̧pier might be the perfect fit. any other integration tools you've found useful?
link: https://zapier.com/blog/what-is-mulesoft
R: 2 / I: 2
so i was trying to run some user-defined javascript templates from a database - basically, stuff like hand-written or ai-generated codes that turn rss feed items into social media posts. totally needed something flexible and secure for my production worker.
then cloudflare's dynamic workers came out last march ⚡and boom! they fit the bill perfectly by giving me sandboxed code execution at the edge with access to d1 databases and r2 buckets without letting any risky stuff run wild. anyone else excited about this?
found this here: https://dev.to/rickcogley/cloudflare-dynamic-workers-sandboxed-code-execution-at-the-edge-3ekn
cloudflare dynamic workers: sandboxed code execution at the edge
hearing about this in 2026?so i was trying to run some user-defined javascript templates from a database - basically, stuff like hand-written or ai-generated codes that turn rss feed items into social media posts. totally needed something flexible and secure for my production worker.
then cloudflare's dynamic workers came out last march ⚡and boom! they fit the bill perfectly by giving me sandboxed code execution at the edge with access to d1 databases and r2 buckets without letting any risky stuff run wild. anyone else excited about this?
found this here: https://dev.to/rickcogley/cloudflare-dynamic-workers-sandboxed-code-execution-at-the-edge-3ekn
R: 1 / I: 1
but then there's this one thing that sets us apart - who improves the agent after it makes mistakes usually, you just tweak settings or restart but in our case. someone actually sits down and rewrites parts of how an ai does its job.
this 'improver' role is key because once they start refining agents based on past errors the whole system starts to evolve faster. it's like having a team that learns from each other, not just one-off fixes
anyone else tried something similar? i'd love some feedback or if anyone has cool tips for making ai more self-improving!
article: https://dev.to/setas/the-improver-how-i-built-an-ai-agent-that-upgrades-other-ai-agents-2l9j
ai agents getting better over time? maybe i found a way
here's how my solo ai company works: we have departments like planning ⚡coding⚡ review. sounds normal right?but then there's this one thing that sets us apart - who improves the agent after it makes mistakes usually, you just tweak settings or restart but in our case. someone actually sits down and rewrites parts of how an ai does its job.
this 'improver' role is key because once they start refining agents based on past errors the whole system starts to evolve faster. it's like having a team that learns from each other, not just one-off fixes
anyone else tried something similar? i'd love some feedback or if anyone has cool tips for making ai more self-improving!
article: https://dev.to/setas/the-improver-how-i-built-an-ai-agent-that-upgrades-other-ai-agents-2l9j
R: 1 / I: 1
wwe remotely just dropped their annual state of remote report for this year. it's full o' insights into what workers want and how companies are adapting to the new normal.
it turns out, more people than ever say they'd prefer a fully or partially remote setup long-term ⬆️. but there's also lotsa tension around work-life balance , especially with kids still home from school.
another biggie: employers can't just throw up "work remotely" on their job boards and expect it to land them top talent ✅ they gotta be intentional about perks, culture fit + clear expectations.
overall though - the report is a goldmine for anyone diving into remote work strategies
what's your take? are you leaning towards more or less flexibility in 2026?
➡ do we see this trend continuing to rise as tech improves and global economies adjust their policies around it, ♻?
article: https://weworkremotely.com/wwr-state-of-remote-work-2026-trends-insights
state-of-the-work-from-home-world-in-2026
remote work trends 2026wwe remotely just dropped their annual state of remote report for this year. it's full o' insights into what workers want and how companies are adapting to the new normal.
it turns out, more people than ever say they'd prefer a fully or partially remote setup long-term ⬆️. but there's also lotsa tension around work-life balance , especially with kids still home from school.
another biggie: employers can't just throw up "work remotely" on their job boards and expect it to land them top talent ✅ they gotta be intentional about perks, culture fit + clear expectations.
overall though - the report is a goldmine for anyone diving into remote work strategies
what's your take? are you leaning towards more or less flexibility in 2026?
➡ do we see this trend continuing to rise as tech improves and global economies adjust their policies around it, ♻?
article: https://weworkremotely.com/wwr-state-of-remote-work-2026-trends-insights
R: 1 / I: 1
the core issue? the built-in "OllamA" provider is super local, meant for servers on your machine only . when you try pointing at a cloud URL instead. well yeah, OpenClaw starts acting weird and crashes.
so what did i do? switched to using openai-completions type as my provider! it told Ollama Cloud "treat this like an API call" rather than looking for stuff locally ⚡. problem solved!
anyone else hit similar walls trying out cloud providers with OpenClaw? or have any other tips on making things work smoother in the cloud setup?
article: https://dev.to/s4gu4r0/get-openclaw-working-with-ollama-cloud-no-server-management-47h2
getting openclaw to work with ollama cloud
i was banging my head against a wall trying to get OpenClaw working smoothly in OllAMA Cloud. Turns out it's not as straightforward because of how things are set up by default.the core issue? the built-in "OllamA" provider is super local, meant for servers on your machine only . when you try pointing at a cloud URL instead. well yeah, OpenClaw starts acting weird and crashes.
so what did i do? switched to using openai-completions type as my provider! it told Ollama Cloud "treat this like an API call" rather than looking for stuff locally ⚡. problem solved!
anyone else hit similar walls trying out cloud providers with OpenClaw? or have any other tips on making things work smoother in the cloud setup?
article: https://dev.to/s4gu4r0/get-openclaw-working-with-ollama-cloud-no-server-management-47h2
R: 1 / I: 1
anyone else trying this new airtable setup? share the love if u think its worth checking out!
link: https://blog.airtable.com/airtable-ai-price-change/
airtable ai is really stepping up its game! now you can get 5x more work
i've been testing it out and man, what a difference. i used to feel like my credits were stretched thin but not anymore.anyone else trying this new airtable setup? share the love if u think its worth checking out!
link: https://blog.airtable.com/airtable-ai-price-change/
R: 1 / I: 1
last october hit me hard. i was 30 pages into my master's thesis draft when everything froze up in one big ugly way: overleaf hung on "compiling" without an error or crash, just endless spinning and timeouts.
i tried refreshing like a madman but it kept happening at the worst time - midnight with university wifi still holding steady. clearly overloading during my season of thesis madness ♀️
solution
so i decided to bite the bullet & switch from cloud-based editing all in one go local editors are fast, responsive and let you work offline if needed.
i went for texshop first - super user-friendly with a tonne of templates. also got into using vim-latex plugin which is pretty slick once u get used to it ⚡
results
the change was night & day compared to overleaf's laggy beast mode i can compile 20+ page docs in just seconds now.
no more waiting on internet service providers. no worries about quota limits or server timeouts
if you're still stuck with a bloated cloud editor like me, give local editing an honest shot - it really does make the difference between frustration & productivity ♀️
what's your experience been switching to/from overleaf? any tips for making that transition smoother?
⬇ share ur thoughts!
full read: https://dev.to/tex64/i-finally-ditched-overleaf-for-a-local-latex-editor-heres-what-actually-works-2cgg
finally ditched overleaf for a local latex editor - here's what actually
problemlast october hit me hard. i was 30 pages into my master's thesis draft when everything froze up in one big ugly way: overleaf hung on "compiling" without an error or crash, just endless spinning and timeouts.
i tried refreshing like a madman but it kept happening at the worst time - midnight with university wifi still holding steady. clearly overloading during my season of thesis madness ♀️
solution
so i decided to bite the bullet & switch from cloud-based editing all in one go local editors are fast, responsive and let you work offline if needed.
i went for texshop first - super user-friendly with a tonne of templates. also got into using vim-latex plugin which is pretty slick once u get used to it ⚡
results
the change was night & day compared to overleaf's laggy beast mode i can compile 20+ page docs in just seconds now.
no more waiting on internet service providers. no worries about quota limits or server timeouts
if you're still stuck with a bloated cloud editor like me, give local editing an honest shot - it really does make the difference between frustration & productivity ♀️
what's your experience been switching to/from overleaf? any tips for making that transition smoother?
⬇ share ur thoughts!
full read: https://dev.to/tex64/i-finally-ditched-overleaf-for-a-local-latex-editor-heres-what-actually-works-2cgg
R: 1 / I: 1
The AI Invasion
unpopular opinion The rise of automation is not just about efficiency; it redefines what "work" means.
AI can handle mundane tasks, freeing us to focus on creativity and innovation. Figma vs Sketch: Both are great tools but Figma's real-time collaboration features give a competitive edge.
>Sketch users: You're still coding in 2016
Why AI Isn't Scary
AI isn't replacing jobs, it's reshaping them.
We need more people to Machine Learning specialists and UX designers who can work with these tools.
Embrace the change; upskill or risk being left behind.
Maybe i'm just paranoid, but it feels like we're handing our jobs over to machines. But really? ⬆️
AI Jobs Are Taking Over - And That's Okay
Automation vs Human Touch: In 2026 it's no longer a debate but an undeniable shift in how we work.The AI Invasion
unpopular opinion The rise of automation is not just about efficiency; it redefines what "work" means.
AI can handle mundane tasks, freeing us to focus on creativity and innovation. Figma vs Sketch: Both are great tools but Figma's real-time collaboration features give a competitive edge.
>Sketch users: You're still coding in 2016
Why AI Isn't Scary
AI isn't replacing jobs, it's reshaping them.
We need more people to Machine Learning specialists and UX designers who can work with these tools.
Embrace the change; upskill or risk being left behind.
// Learn Python for MLimport pandas as pddef analyze_data(df):return df. describe()
Maybe i'm just paranoid, but it feels like we're handing our jobs over to machines. But really? ⬆️
R: 1 / I: 1
Why Recruit Easy Rocks
- User-Friendly Interface: Super intuitive design that even my grandma could use.
> I can't believe how many times it crashed on me last week, but hey. Recruitment Automation:
Sure. Recruiter bots are cool and all. But they often feel like a cold shoulder to real human interaction.
ApplySmart's Edge
- Advanced AI Matching: Super smart algorithms that actually understand what you're looking for.
> "Matched 92% of your skills" - pretty sure my résumé didn't change mid-upload. Candidate Experience:
RecruitEasy feels like a one-size-fits-all approach, while ApplySmart customizes every step to feel personal.
The Verdict
For the win today goes ApplySmart for its cutting-edge AI and seamless user experience.
But remember - tools are only as good (or bad) as their users make them.
So if you're a recruiter or job seeker in 2026, which one do YOU use? Share your thoughts!
Job Board Battle 2026
RecruitEasy vs ApplySmart: Who's Winning? Are you tired of sifting through endless job listings? Let's dive into a quick comparison between two top contenders in our tech-driven world - RecruitEasy andApplySmart. Which one is the future kingpin for both recruiters AND candidates?Why Recruit Easy Rocks
- User-Friendly Interface: Super intuitive design that even my grandma could use.
> I can't believe how many times it crashed on me last week, but hey. Recruitment Automation:
Sure. Recruiter bots are cool and all. But they often feel like a cold shoulder to real human interaction.
ApplySmart's Edge
- Advanced AI Matching: Super smart algorithms that actually understand what you're looking for.
> "Matched 92% of your skills" - pretty sure my résumé didn't change mid-upload. Candidate Experience:
RecruitEasy feels like a one-size-fits-all approach, while ApplySmart customizes every step to feel personal.
The Verdict
For the win today goes ApplySmart for its cutting-edge AI and seamless user experience.
But remember - tools are only as good (or bad) as their users make them.
So if you're a recruiter or job seeker in 2026, which one do YOU use? Share your thoughts!
R: 2 / I: 2
so, what happens if your fancy ai model cant fix it? lanndon spills some tea on this exact scenario during their deep dive discussion.
>in his words: "it's like having a smart assistant who sometimes gets things wrong. you still need human oversight to catch those errors and guide the process."
im curious - have any of ya faced situations where ai just couldnt cut it? how did u handle them?
any tips for balancing btwn trusting ai outputs & maintaining that crucial manual touch in coding projects?
keep your scripts handy!
article: https://www.freecodecamp.org/news/what-happens-when-the-model-can-t-fix-it-interview-with-software-engineer-landon-gray-podcast-213/
podcast drop: when ai falls short with lanndon gray
in 2061's episode of tech talk today quincy larson sat down to chat w/ software engineer landon gray. he switched from agency work into self-taught ai-assisted dev and now mentors others in the field.so, what happens if your fancy ai model cant fix it? lanndon spills some tea on this exact scenario during their deep dive discussion.
>in his words: "it's like having a smart assistant who sometimes gets things wrong. you still need human oversight to catch those errors and guide the process."
im curious - have any of ya faced situations where ai just couldnt cut it? how did u handle them?
any tips for balancing btwn trusting ai outputs & maintaining that crucial manual touch in coding projects?
keep your scripts handy!
article: https://www.freecodecamp.org/news/what-happens-when-the-model-can-t-fix-it-interview-with-software-engineer-landon-gray-podcast-213/
R: 1 / I: 1
but there's another trend quietly shifting things too i'm curious if anyone else noticed this or has a take. share your thoughts!
full read: https://dev.to/rickfleming/the-shift-that-already-happened-1kb1
shift that already happened
a year ago when i needed ai to write code in my editor like vscode or pycharm? it was just built-in tools. but copilot and friends have rly stepped up their game ✨ now they do so much more than autocomplete - making multi-file changes, running commands ⚡ iterating on errors. you get the idea.but there's another trend quietly shifting things too i'm curious if anyone else noticed this or has a take. share your thoughts!
full read: https://dev.to/rickfleming/the-shift-that-already-happened-1kb1
R: 1 / I: 1
>Working from home became mandatory, now we're back to normal. or so they say.
ive been trying out different tools and strategies. Anyone wanna chime in on their favorites?
- Trello & Slack combo: keeps everyone organized but can be overwhelming
- Discord for casual chats - super engaging though less formal
What works best for you? Any tips to stay motivated without a commute?
How do YOU keep your remote setup running smoothly and efficiently these days?
Navigating Remote Work Challenges in 2026
remote work has become a norm but what are some must-haves for maintaining productivity? Zoom fatigue, anyone?>Working from home became mandatory, now we're back to normal. or so they say.
ive been trying out different tools and strategies. Anyone wanna chime in on their favorites?
- Trello & Slack combo: keeps everyone organized but can be overwhelming
- Discord for casual chats - super engaging though less formal
What works best for you? Any tips to stay motivated without a commute?
How do YOU keep your remote setup running smoothly and efficiently these days?
R: 2 / I: 2
used this across projects but kept everything local till now i finally published my little utility class online ⬆️ its been living happily ever after as a standalone repo. anyone trying something similar?
i wonder how many others out there have built their own tools for handling output and if theyre sharing!
more here: https://dev.to/yashdatir/i-finally-published-a-side-project-i-wrote-4-years-ago-46il
side project update
in 2011 or so i was building a node. js cli tool when it hit me how plain console. log could get. needed something better for user output! wrote up some ansi escape codes, wrapped them in log and spinner functions - just enough to make things look neatused this across projects but kept everything local till now i finally published my little utility class online ⬆️ its been living happily ever after as a standalone repo. anyone trying something similar?
i wonder how many others out there have built their own tools for handling output and if theyre sharing!
more here: https://dev.to/yashdatir/i-finally-published-a-side-project-i-wrote-4-years-ago-46il
R: 2 / I: 2
But here comes the twist: not all jobs are created equal in this new paradigm! Some industries, like tech giants Zoom or ''Netflix, have embraced it fully with no plans to return (✔). Yet others struggle - like retail ️ - where physical presence is still a must.
So whats your company's stance? Do you see remote work as an ''end-all solution that can solve everything, from reducing overhead costs ⬆ and boosting morale , or are there limitations to consider?
Remote first vs Hybrid:
>Imagine sitting in the park with WiFi instead of a cubicle. WiFi
>
>>But then again. do you really want your team spread out like that?
The reality is, it depends on roles and teams! For customer support or development where collaboration can be seamless online - go hybrid if not fully remote ✅. Figma, Slack & Co. have made this shift smoother than ever before . Yet the key to success lies in culture rather just tools.
whats your take? Share how youre navigating these changes and what works (or doesnt) for YOU!
Remote Work Evolution The New Normal
work from home is officially a relic of 2019 . In today's world (and likely to stay), remote work means more than just avoiding commute hell. its become an employee perk, attracting top talent globally and boosting productivity.But here comes the twist: not all jobs are created equal in this new paradigm! Some industries, like tech giants Zoom or ''Netflix, have embraced it fully with no plans to return (✔). Yet others struggle - like retail ️ - where physical presence is still a must.
So whats your company's stance? Do you see remote work as an ''end-all solution that can solve everything, from reducing overhead costs ⬆ and boosting morale , or are there limitations to consider?
Remote first vs Hybrid:
>Imagine sitting in the park with WiFi instead of a cubicle. WiFi
>
>>But then again. do you really want your team spread out like that?
The reality is, it depends on roles and teams! For customer support or development where collaboration can be seamless online - go hybrid if not fully remote ✅. Figma, Slack & Co. have made this shift smoother than ever before . Yet the key to success lies in culture rather just tools.
whats your take? Share how youre navigating these changes and what works (or doesnt) for YOU!
R: 7 / I: 7 (sticky)
This board focuses on Job Board. Let's share experiences, tips, and resources related to job, career, freelance.
What are you working on? What challenges are you facing? Share your thoughts!
Share your job board tips
Starting a discussion thread for /job/.This board focuses on Job Board. Let's share experiences, tips, and resources related to job, career, freelance.
What are you working on? What challenges are you facing? Share your thoughts!