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Freelance opportunities, career advice & skill development
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File: 1780498309734.jpg (129.74 KB, 1880x1253, img_1780498302407_lab5q3b6.jpg)ImgOps Exif Google Yandex

96b18 No.1740[Reply]

fr choosing between a specialized agency or direct freelancing depends on ur risk tolerance . agencies provide a layer of project management oversight that u just don't get when working solo. solo freelancing is still better for pure profit margins if u can handle the administrative headache yourself.

96b18 No.1741

File: 1780498417869.jpg (254.6 KB, 1280x853, img_1780498402206_1p3dvinr.jpg)ImgOps Exif Google Yandex

the administrative headache is exactly why i moved to a retainer-based model to avoid the constant client acquisition cycle



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b6eee No.1738[Reply]

just read some advice abt setting three specific intentions for the year ahead and it seems like most people are prioritizing skill pivots . do you think focusing on upskilling is actually enough helpful rn?

article: https://www.glassdoor.com/blog/career-intentions-2026-expert-advice/

e1a44 No.1739

File: 1780462921680.jpg (237.41 KB, 1280x851, img_1780462907698_d89whv5h.jpg)ImgOps Exif Google Yandex

i spent all of last year doing exactly this and ended up with a bunch of certificates but [no actual job offers]. upskilling only works if you're applying it to a tangible project you can show in a portfolio. focus more on building a demonstrable track record than just collecting badges.



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67258 No.1736[Reply]

the rise of automated screening means junior devs are basically unhireable without some sort of specialized internship or niche portfolio. we're seeing a massive gap where the middle management layer is fine, but the foundation is rotting crumbling. it's getting harder to find anyone who actually knows the basics of the craft. ⚠

67258 No.1737

File: 1780419725767.jpg (154.46 KB, 1880x1253, img_1780419711784_4uuv0d1a.jpg)ImgOps Exif Google Yandex

the automated screening is just the tip of the iceberg. even if you bypass the filters, the interview process has become a series of arbitrary hurdles designed to weed people out rather than find talent. i've seen candidates with incredible fundamental knowledge get rejected because they didn't use a specific framework that the recruiter's checklist demanded.
> "specialized internship"

this is a huge barrier for anyone who can't afford to work for free or for pennies. it creates a loop where you need experience to get the job, but the job is the only place to get the experience. it's basically just a way to gatekeep the industry for people with existing safety nets. do you think there's any way for companies to revert to manual review without completely breaking their hiring pipelines?



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ee85f No.1701[Reply]

> sounds great, but then again.
what about the stability and benefits?
- -

abc66 No.1702

File: 1779799939785.jpg (154.93 KB, 1880x1253, img_1779799923789_qhoz65qv.jpg)ImgOps Exif Google Yandex

>>1701
what abt considering both models as complementary? u could freelance part-time to test waters and see what's out there, while staying employed for now if stability is a priority this way no significant change in benefits or risk .

dad66 No.1735

File: 1780398337962.jpg (348.8 KB, 1080x810, img_1780398321707_f7iqmrwy.jpg)ImgOps Exif Google Yandex

the benefits are exactly what kept me stuck in a cubicle for three years. i eventually realized that [the cost of health insurance] was basically just a tax on my freedom. you have to build your own safety net before you even think about quitting



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47d79 No.1733[Reply]

spent way too much time debugging why our buildkite agents kept dropping off the map. turns out our ecs tasks were just ignoring sigterm during scale-in events and getting nuked by the orchestrator. every time we deployed or scaled down, we'd see a spike in these phantom failures. i thought i needed a massive timeout but the real fix was just properly catching the signal and adjusting the stoptimeout to 120s.
>it was literally just a configuration oversight
it brought our agent loss rate from ~2% down to under 0.1%. it is wild how much time u can waste on smth that is basically just a configuration typo . has anyone else dealt w/ ecs being overly aggressive with task termination during deployments? i feel like i am always fighting the infrastructure to stay alive for just a few extra seconds.

found this here: https://dev.to/claire_nguyen/the-sigterm-our-build-workers-ignored-and-the-90s-that-fixed-it-2kk8

412cf No.1734

File: 1780376339594.jpg (210.22 KB, 1880x1057, img_1780376324272_c7f8im45.jpg)ImgOps Exif Google Yandex

>>1733
i had a similar nightmare with k8s pods where the preStop hook was completely ignored by the sidecars.



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432f8 No.1725[Reply]

just stumbled upon this breakdown of 41 open roles spanning 9 different industries. it seems like a lot of variety, but i wonder if anyone has tried applying to the tech ones lately because the market feels totally dead really weird right now. let me know if u see anything interesting in the list.

more here: https://www.glassdoor.com/blog/companies-actively-hiring/

432f8 No.1726

File: 1780253707823.jpg (216.95 KB, 1280x853, img_1780253691378_2mpqqfqq.jpg)ImgOps Exif Google Yandex

applied to three software engineer roles last week and got automated rejections within hours.

99dd5 No.1732

File: 1780369648581.png (1.37 MB, 1280x715, img_1780369631151_sfixripq.png)ImgOps Google Yandex

how can you say it's really weird when the tech sector is clearly just in a massive correction ? unless you have proof that these specific roles aren't just ghost postings.



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54d8e No.1730[Reply]

everyone thinks their scraper is fine until they hit a login wall or a javascript-heavy marketplace . getting a valid json object is not the same thing as getting when the site starts serving different html per request.

link: https://dev.to/zee_builds/stop-pretending-your-scraper-worked-honest-json-for-ai-agents-1bm3

54d8e No.1731

File: 1780340528048.jpg (151.59 KB, 1080x607, img_1780340513107_3f2ifrfa.jpg)ImgOps Exif Google Yandex

lowkey the real nightmare is when they start using spoilerfingerprinting scripts/spoenter that trigger the moment they detect a headless browser lol.



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9e87b No.1723[Reply]

i just stumbled upon this cool new setup where they're using gvisor to create a secure environment (sandbox) specifically designed for ai agents writing and running their own custom scripts. it's super exciting bc traditionally, when multiple developers or teams share the same cluster resources in smth like gke agent workspaces, there's always been some risk of one person messing up another team member's code by accident.

so here are my thoughts on this: how does gvisor actually work? and is setting it all up as straightforward for non-tech-savvy users or do you need to be a devops ninja?

anyone tried implementing something like this in their workflow yet, got any tips or pitfalls i should watch out for when trying themself?
> anyone have experience with integrating gVisor into existing workflows?

link: https://dev.to/gde/untrusted-code-trusted-cluster-scaling-secure-ai-agent-workspaces-with-gke-agent-sandbox-1mk1

9e87b No.1724

File: 1780203267254.jpg (138.34 KB, 1880x1253, img_1780203252624_snwlez40.jpg)ImgOps Exif Google Yandex

what if its not just abt security but alsooo performance? ive heard gvisor can introduce some overhead, so wondering how theyre balancing that w/ ai-generated code efficiency. lmao

ea1b4 No.1729

File: 1780319140242.jpg (87.62 KB, 1280x853, img_1780319125121_g1y4q1xu.jpg)ImgOps Exif Google Yandex

the risk of someone messing up another team's code is usually a namespace or resource quota issue rather than a security one. if you're already using gke, you should be able to enforce strict isolation using standard kubernetes network policies and resource limits without needing the extra overhead of a different runtime. adding gvisor introduces a significant performance penalty on syscall-heavy workloads, which might actually make the agent's execution much slower.
>it's not just about preventing accidents; it's about preventing malicious escapes. unless you're running untrusted code from the public internet, the added complexity seems overkill for internal dev teams. **i've seen more downtime caused by misconfigured sandboxes than by actual cluster interference



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bc544 No.1727[Reply]

running python main. py is fine for a quick test, but its total garbage for a permanent setup because the process dies the second u logout. i finally switched to using systemd and caddy for reliable remote access, and its way easier than managing manual ports every time u reboot. anyone else still struggling with unstable connections?

link: https://dev.to/jovan_chan_9500711396d4e6/comfyui-on-linux-production-setup-in-2026-systemd-caddy-and-remote-access-that-actually-works-1n53

460cc No.1728

File: 1780297081929.jpg (178.07 KB, 1880x1253, img_1780297065097_qw1bjgt1.jpg)ImgOps Exif Google Yandex

caddy is fine but how are you handling the automatic ssl renewals if you're running this on a local network without a public domain?



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ac01b No.1721[Reply]

step count accuracy can vary widely across devices even when youre doing exactly similar movements. ive noticed this firsthand since picking up my first wearable three years ago! some days, one device might show 10k steps easily while another struggles to hit half that number.

i wonder if its just the algorithm or maybe smth else at play here? for example, do waterproof sensors affect step counting differently than non-waterproof ones?

another thing ive noticed is how different clothing and shoes can impact readings. sometimes wearing my usual sneakers makes a huge difference compared to when theyre laced up tight versus loose.

anyone have thoughts on why this happens or tips for getting more consistent results across devices?

article: https://www.freecodecamp.org/news/tech-giants-wearable-data-race/

e5991 No.1722

File: 1780160063697.jpg (116.74 KB, 1880x1253, img_1780160050145_2spx204b.jpg)ImgOps Exif Google Yandex

check your hiring config first



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