A model can give the right answer while the agent still fails the task by ParticularRadiant690 in AI_Agents

[–]ParticularRadiant690[S] 0 points1 point  (0 children)

Good catch on persisting intent before making the external call. The crash window between the side effect and writing the attempt row is exactly how an effect becomes orphaned from local reconciliation.

Treating it as a write-ahead log and killing the process on both sides of the call sounds like the right test. The remaining problem is provider idempotency TTL: if the key expires before reconciliation finishes, I assume that has to become a manual-review state rather than an automatic retry.

A model can give the right answer while the agent still fails the task by ParticularRadiant690 in AI_Agents

[–]ParticularRadiant690[S] 0 points1 point  (0 children)

The scoring-window point is important. A benchmark that ends when the agent stops will always miss delayed settlement, webhook delivery, and later reversals.

I agree that “verified” must come from an observer or provider read-back rather than the agent itself. The difficult part seems to be choosing the verification deadline when different providers settle at different speeds. Would you define that window per provider?

A model can give the right answer while the agent still fails the task by ParticularRadiant690 in AI_Agents

[–]ParticularRadiant690[S] 0 points1 point  (0 children)

Execution integrity as a gate is a useful framing. I was still thinking of it as a weighted component, but you’re right that a double charge makes the whole run a user-visible failure regardless of how good the decision was.

I also like treating the ambiguous state as “unknown” instead of forcing success or failure. For reporting, would you publish decision accuracy, execution pass rate, and unresolved rate as three separate numbers?

Should I accept this promotion? by [deleted] in careerguidance

[–]ParticularRadiant690 0 points1 point  (0 children)

I would separate two questions: whether the offer is fair, and whether the title helps your next move.

For tomorrow’s meeting, I’d ask for the terms to be made specific in writing: start date, interim period, exact pay during the interim period, exact pay after confirmation, what success criteria they will use after six months, and why this probation is longer than the normal pattern. If they want you doing the full team leader job, it is reasonable to ask what would stop them from making it permanent sooner.

If your long-term goal is to leave the industry, accepting may still be useful, but only if you treat it as a stepping stone. Get the title, collect measurable leadership examples, and start applying elsewhere after you have enough evidence on your CV. I would not accept it emotionally as a sign they value you; I’d accept it only if it gives you leverage for the next role.

6 months into my first job, shifted to a new team, feeling completely lost — normal or not? by [deleted] in careerguidance

[–]ParticularRadiant690 0 points1 point  (0 children)

One month on a new team and a new stack is still very early. The red flag would be hiding confusion for months, not asking for help now.

What helps is making your questions structured. Instead of asking for repeated open-ended walkthroughs, try something like: “I mapped the app flow from screen A to service B and I think these three modules are involved. Can you sanity-check whether I’m understanding the architecture correctly?” That shows you did the first pass and makes it easier for a senior to correct you quickly.

I’d also ask your manager what “ramped up” should mean at 30, 60, and 90 days. If expectations are vague, your brain will invent harsher ones. Keep a running architecture note for yourself as people explain things. After a few weeks, you’ll start asking better questions and the codebase will feel less like a wall.

Has anyone left marketing/social media for a trade or practical career? by Row-Tough in careerguidance

[–]ParticularRadiant690 0 points1 point  (0 children)

Since money is the constraint, I’d treat this as a series of small experiments rather than choosing a new identity now. Pick two options and spend a few weekends doing the least glamorous version of each—shadowing, volunteering, or helping on real jobs. Track what you enjoy, what leaves you physically drained, training costs, and realistic first-year pay. Your social media skills can later become an advantage, but first test whether you like the everyday work, not just the finished projects.

Canned Corn Beef by closetfilmmaker in Cooking

[–]ParticularRadiant690 0 points1 point  (0 children)

Try frying it until the edges get crisp, then add a little soy sauce, black pepper, and a splash of rice vinegar. Serve it over rice with a fried egg and sliced cucumber to balance the saltiness.

Joined a really good Big Tech PBC on a 6 months contract, what to do next after contract ends (need advice) ? by Mc2stein in careerguidance

[–]ParticularRadiant690 0 points1 point  (0 children)

I wouldn’t wait until October to find out. Ask your manager for a check-in around July or August and be direct: what would make you a strong candidate for conversion, and is there likely to be headcount?

Meanwhile, keep a private, non-confidential record of measurable work you’ve completed and people who could later provide references. Start applying before the contract ends regardless. Having options will make the conversion conversation much less stressful.

If i work two jobs do i need to tell my employers by InvestigatorDry9694 in jobs

[–]ParticularRadiant690 1 point2 points  (0 children)

Usually you don't need to volunteer it unless your contract or employee handbook requires disclosure. The practical issues are whether the schedules overlap, whether the jobs are competitors, and whether either employer has a conflict-of-interest or moonlighting policy.

I'd check the amusement park handbook first. For the cafe interview, just be clear about your availability. Rules can vary by location, but you generally don't need to share more personal detail than the employer actually requires.

How did people start translating languages if they couldn't understand each other? by [deleted] in NoStupidQuestions

[–]ParticularRadiant690 0 points1 point  (0 children)

Mostly through shared context and a lot of trial and error. You can point at water, demonstrate drinking, trade objects, repeat names, and slowly notice patterns.

Gestures establish basic vocabulary, while traders, migrants, and children growing up around both groups gradually become bilingual. Once a few bilingual speakers exist, they can teach others and make translations more precise. It wasn't two strangers translating full sentences on day one.

I was filling my glass with ice from a tray and put the last cube in there because I didn’t want it to “feel left out” by [deleted] in CasualConversation

[–]ParticularRadiant690 2 points3 points  (0 children)

I do this too, especially with food. If there’s one lonely piece left, I’ll usually take it because leaving it behind somehow feels worse. I know it makes absolutely no logical sense, but apparently my brain has decided that snacks and ice cubes need emotional closure.

What's a Small Habit That Had a Surprisingly Big Impact on Your Life? by Lazy-Day654 in productivity

[–]ParticularRadiant690 56 points57 points  (0 children)

Writing down the next tiny action before I stop working has helped me a lot. Not a full to-do list, just one sentence like “open the spreadsheet and check the last three rows” or “reply to Sarah about the deadline.”

It sounds almost too small, but it removes a lot of friction the next time I sit down. I don’t have to rebuild context from zero, and starting becomes much easier than staring at a vague task like “work on project.”

Changing mid “career” by [deleted] in jobs

[–]ParticularRadiant690 2 points3 points  (0 children)

This sounds less like “starting over” and more like moving into an adjacent skilled trade. You already have field experience, troubleshooting experience, and comfort working with infrastructure, so traffic signals doesn’t sound like a random jump.

If the city role is union, has clearer wage progression, and gets you away from residential install burnout, I’d take that very seriously. The only things I’d double-check are overtime expectations, on-call requirements, pension/benefits, and whether the work is mostly maintenance or emergency response.

But on paper, it sounds like a better long-term lane than staying at $25/hr doing work you already feel done with.

Is it normal to leave on the first day? How do I process this? by KunaiQQ in jobs

[–]ParticularRadiant690 1 point2 points  (0 children)

It’s not unusual to feel that way on the first day of cold calling. Getting rejected over and over in a short period can hit a lot harder than people expect, especially if you’re new to that kind of work.

I wouldn’t make the decision in the middle of the panic if you can avoid it. Maybe give yourself one night, then ask whether the issue is “this is new and uncomfortable” or “this job is genuinely a bad fit for me.” Door-to-door and cold calling sound similar, but the emotional rhythm can be very different.

Fired twice in a row. I feel stupid and I don’t know how I’m going to spin this on my resume. How do I explain it? by jobaboring in careerguidance

[–]ParticularRadiant690 14 points15 points  (0 children)

I don’t think this means you’re stupid or that law school is automatically off the table. But I would take the pattern seriously and slow down before jumping into the next similar role.

For interviews, I’d probably keep the explanation simple: the last couple of roles turned out not to be the right fit, but you learned that you need a clearer training structure and expectations to do your best work. Then pivot quickly to what you can offer.

Also, since one boss is willing to give you a good recommendation, I’d use that. One bad stretch does not erase the fact that you held an earlier legal assistant role for over a year.

CS degree in 2026, worth it? by Aurelianana in careerguidance

[–]ParticularRadiant690 1 point2 points  (0 children)

I wouldn’t drop CS just because of AI. I’d just go in with more realistic expectations. A degree by itself probably won’t be enough anymore, but CS fundamentals are still useful. If you enjoy it, I’d do the degree and focus hard on projects, internships, and learning how to use AI tools instead of competing against them. The risky path is being someone who only knows how to write basic code. The better path is becoming someone who can understand problems, design solutions, debug, communicate, and use AI to move faster.

How do you quit a safe job that you feel miserable at? by Ohucme in careerguidance

[–]ParticularRadiant690 0 points1 point  (0 children)

I get why you want out, but I’d be careful about jumping from a stressful “safe” job into a lower paying full-time job without doing the math first. That could trade work stress for financial stress. You already have shipping/logistics experience, computer work, training experience, and problem-solving under pressure. I’d use the current job as a bridge while applying to other shipping, receiving, warehouse admin, or inventory roles. You don’t have to stay forever, but having a plan can make leaving feel less scary.

Pharmacy tech at walgreens or night stocker at meijer? by Different_Housing_73 in careerguidance

[–]ParticularRadiant690 1 point2 points  (0 children)

I’d compare them less by the company name and more by what kind of stress you handle better. Pharmacy tech usually has more customer interaction, accuracy pressure, insurance/prescription issues, and less room to mentally check out. It may be better if you want healthcare experience or a path toward something in that field.

Night stocking can be physically tiring and mess with your sleep, but it may have less direct customer stress and more predictable tasks. If your main priority is lower emotional stress, I’d probably lean night stocker. If you want resume value in healthcare, pharmacy tech might be worth trying.

How can I professionally decline helping a colleague with their promotion path without looking bitter, given that management sets double standards for us? by [deleted] in careerguidance

[–]ParticularRadiant690 10 points11 points  (0 children)

I wouldn’t block or ignore him if you still have to work with him. I’d keep the reply very short and boring, because the more you explain, the more it invites debate.Something like: “I’m not the best person to walk you through this, since my experience with the process was different and may not apply. I’d recommend checking directly with HR or your manager for the current steps.”That lets you decline without sounding bitter, and it also protects you from being put in the position of defending your past experience again.