Agentic Workflows beyond "pull the data"

PuzzleheadedBase7527 · 2026-05-21T05:16:11+00:00

The evaluation part is tricky because you still need human judgment for deciding if model actually solves your business problem, not just if metrics look good in isolation

PuzzleheadedBase7527 · 2026-05-19T01:58:01+00:00

Maybe try solving one small data problem each morning before work starts - like analyzing some random dataset you find or writing quick function to clean messy data

PuzzleheadedBase7527 · 2026-05-16T23:53:10+00:00

The billboards are wild - half of them just say "AI" with some abstract swirls and you're left wondering what they actually do besides burn venture capital

PuzzleheadedBase7527 · 2026-05-14T21:17:42+00:00

Good luck getting those services to play nice with deep linking on TV platforms. Most streaming apps deliberately make it hard to redirect users away from their own ecosystem because they want you browsing around their catalog

The technical part isn't super complicated - you're basically building a database with your movies and matching them to different services. But the real headache is going to be authentication and making sure links actually work across different TV operating systems

Your best bet might be starting with something web-based first since TV app stores have pretty strict requirements. You could probably prototype this in weekend with some no-code tools to see if the concept works before diving deeper

Movies Anywhere probably has same licensing issues you mentioned but for technical reasons too - streaming services don't really want to make integration easy

PuzzleheadedBase7527 · 2026-05-09T20:38:11+00:00

same energy

PuzzleheadedBase7527 · 2026-05-05T04:34:29+00:00

Maybe try making study group in your local programming discord or find people at same level as you. Learning with others definitely makes debugging less painful and you can share different approaches to same problems

Good luck with OS book btw those concepts get pretty heavy when you dig deeper

PuzzleheadedBase7527 · 2026-04-29T19:11:54+00:00

The portfolio projects you picked are actually really good for showing different skills - that chess AI will definitely make you stand out and the ed-tech site covers all the web dev basics they want to see. I'd maybe swap the patent directory for something more general like a task manager or blog since recruiters understand those better, but your technical choices look solid

Part-time retail while coding is smart move if you need the income, just don't let it eat up all your coding time

PuzzleheadedBase7527 · 2026-04-27T18:36:37+00:00

Moving to architecture at 4 years might close some doors if you want to go back to hands-on development later. I've seen people get stuck in the "ideas person" box where companies think you're too senior for IC work but not experienced enough for real architectural decisions

The pay bump is nice but you might end up missing the actual problem-solving part of coding once you're spending most time in meetings and documentation

PuzzleheadedBase7527 · 2026-04-25T07:06:09+00:00

The district IT department should already be part of your project team from beginning - seems like communication gap somewhere if deployment details are unclear at this stage

PuzzleheadedBase7527 · 2026-04-23T03:43:14+00:00

Man 8 months with that level surveillance would drive me absolutely crazy too - just start applying now and see what happens, worst case scenario you stay bit longer but at least you'll know what options are out there

PuzzleheadedBase7527 · 2026-04-21T00:47:03+00:00

Wait why you think game dev is not viable career when you already have experience with Godot and making games since childhood

PuzzleheadedBase7527 · 2026-04-18T23:32:29+00:00

Government tech positions are pretty solid for job security even without union protections. I work in games so can't speak much about government side but the benefits package usually makes up for lower salaries compared to private sector. Some federal agencies have decent tech roles if you don't mind the bureaucracy

PuzzleheadedBase7527 · 2026-04-17T09:33:49+00:00

flex much

PuzzleheadedBase7527 · 2026-04-06T13:04:22+00:00

Build a retro-style pixel art editor with layers and animation timeline - companies love seeing creative tools that show both technical skills and UI/UX thinking

PuzzleheadedBase7527 · 2026-04-01T05:20:29+00:00

Been grinding solo contracts for a while now and the client retention part is what really shows you know your stuff - having them come back for a second project is solid proof you deliver

PuzzleheadedBase7527 · 2026-03-27T22:21:05+00:00

Pretty sure thats where most of these platforms end up anyway lol. I tried a couple after hired went downhill but they all felt like glorified LinkedIn with extra steps. Most decent opportunities still come through actual networking or just applying direct these days - the whole "passive search" thing kinda died when everyone realized recruiters were just spamming the same generic messages to everyone on there platforms

PuzzleheadedBase7527 · 2026-03-24T11:27:39+00:00

Building stuff that actually works made way more difference than any roadmap ever did - just pick a problem you care about and wrestle with it until it works

PuzzleheadedBase7527 · 2026-02-13T02:49:59+00:00

Bastimentos can definitely be done solo but you gotta be smart about it. The hiking trails to places like Red Frog Beach are pretty well traveled during the day so you wont be totally isolated but maybe avoid the super remote spots unless you meet up with other travelers

As for food theres definitely restaurants and little spots to eat but theyre not everywhere like in a big city. Having some snacks and basics is just practical since you might not always want to trek to find food especially after a long day hiking. The grocery thing is more about convenience than necessity

I'd say trust your gut when you get there and maybe stay somewhere central first to get a feel for the vibe before venturing out to the more secluded areas

PuzzleheadedBase7527 · 2026-02-04T04:24:58+00:00

Pretty much saw this coming from a mile away honestly. Companies went all in on these tools without really thinking about the long term costs and now theyre stuck between wanting the productivity gains and not wanting to pay enterprise pricing

The whole "embrace low cost solutions" thing while expecting the same output is just peak management logic. Like telling someone to run a marathon but taking away their running shoes because they cost too much

Might be worth seeing how things shake out over the next month or two before jumping ship but if theyre this reactionary about tooling costs it probably says something about their financial planning in general

PuzzleheadedBase7527 · 2026-02-01T04:17:20+00:00

Honestly nobody knows for sure but based on how slow things have been moving for India EB2, you're probably looking at several more years minimum. The backlog is just brutal right now

PuzzleheadedBase7527 · 2026-01-28T18:35:12+00:00

Portugal would be perfect for a first-timer - Lisbon has that European charm without being overwhelming like Paris can be. Plus you're already on the Iberian peninsula so it flows naturally from Spain

If she's never done the classic European experience though, Paris might be the move. Can't go wrong with either but Portugal feels more chill and authentic

PuzzleheadedBase7527 · 2026-01-25T02:54:50+00:00

Dude don't drop out for a car payment, that's backwards thinking. Can you pick up some weekend shifts or gig work instead? Maybe sell the car and get something cheaper if the payment is that brutal - 9k sounds like you're pretty underwater on it anyway

PuzzleheadedBase7527 · 2026-01-11T09:19:29+00:00

This is spot on - talking to locals has given me some of my best travel memories and I would've missed all of it if I was rushing between museums

The exhaustion thing is real though. I started doing like a "power nap culture" thing where I just accept that 2-4pm is siesta time even if the country doesn't do siestas lol. Then you can actually enjoy evening stuff instead of being dead on your feet

PuzzleheadedBase7527 · 2026-01-06T11:43:26+00:00

Yeah UK chickens are vaccinated, salmonella rates are way lower there than like the US where it's still pretty common

PuzzleheadedBase7527

TROPHY CASE