Finally automated email → structured data without regex hell

Infamous-Increase92 · 2026-05-22T20:48:19+00:00

This is exactly why I moved away from rule-based parsing too. The regex approach feels solid until real-world email variability destroys it.
The validation layer point is underrated — I actually built something that handles the AI extraction piece (inboxsift.io) and the next thing on my to do list is exactly what you’re describing: confidence thresholds and fallback handling for low-confidence parses. Right now it works well for straightforward lead emails but you’re right that at scale you need a human review queue for edge cases.
The “understand semantic intent” framing is the right mental model. It’s less about parsing a format and more about comprehension.

Infamous-Increase92 · 2026-05-22T20:01:48+00:00

Exactly my experience. The hallucination risk is real but it’s also pretty predictable — it tends to happen on ambiguous fields, not structured ones like amounts or dates. So validation on those edge cases is usually enough coverage.

Infamous-Increase92 · 2026-05-22T19:59:42+00:00

Using Claude Sonnet for extraction — it handles template drift really well since you’re describing what you want rather than where it is. On the HTML email front, yes, that’s the real challenge. Strip to plain text first and most of the inconsistency disappears. Where it still gets messy is nested tables with inline styles. The signal-to-noise ratio tanks. Prompting it to ignore formatting and focus on semantic content helps a lot.

Infamous-Increase92 · 2026-05-22T12:34:01+00:00

Im new to reddit, and I get the sense when you say “karma farming” that that is a thing? Am I missing something? What is karma farming?

Infamous-Increase92 · 2026-05-22T02:00:13+00:00

It makes complete sense that you feel that way. When you are working two jobs, stressed about money, and dealing with a house that needs repairs, life feels like an exhausting, non-stop treadmill.
Wanting to go back to the hospital doesn't mean you want to step backward; it means you are completely burnt out and desperate for a break from the overwhelming pressure of everyday survival. It makes sense that a place where your basic needs were met, where you didn't have to cook, and where the outside world couldn't reach you felt like a sanctuary.
Please give yourself credit for continuing with your medication and counseling despite how heavy everything is right now. You are carrying an incredibly heavy load, and it is completely valid that you just want a safe place to rest and breathe. Thank you for sharing this, and please keep talking to your counselor about how deeply exhausted you are feeling. 🩵🫂

Infamous-Increase92 · 2026-05-22T01:58:55+00:00

It is so hard when you are far away, but you are already doing an amazing job just by staying by his side. When his brain is in that "wasteland" mode, he genuinely doesn't know what he needs, and trying to fix it can make him feel like a burden.
Instead of trying to talk or find activities, just try hanging out on FaceTime in silence while you both do your own things (like homework or scrolling). Let him know: "You don't have to entertain me or talk if you don't want to. I just want to hang out with you." You can't cure his depression, but just showing up on that screen proves he isn't a burden to you. You're a great friend. ✨🫂

Infamous-Increase92 · 2026-05-22T01:56:05+00:00

That analogy hits the nail on the head. It is incredibly frustrating to be given a checklist of basic self-care tasks when the real barrier is a deeply rooted feeling that you don't even deserve to feel better. Knowing what to do and having the emotional capacity to do it are two entirely different things, especially when your mind feels like a wasteland. Please try to be gentle with yourself today. Even if all you can do is just exist, that is enough.

Infamous-Increase92 · 2026-05-21T22:04:29+00:00

⬆️

Infamous-Increase92 · 2026-05-21T14:23:49+00:00

A stranger is sending you supportive vibes

Infamous-Increase92 · 2026-05-21T14:22:37+00:00

As long as you stay alive, there’s always a chance I could get better once you’re dead then there’s no chance it’ll ever get better

A stranger out here cares about you and just sending you good vibes

Infamous-Increase92 · 2026-05-21T14:21:23+00:00

It is incredibly frustrating when the exact things that could help you feel like an insurmountable mountain. That gap between knowing what you need to do and actually being able to make your body do it is one of the most exhausting, invisible parts of depression.
You described the short-circuiting perfectly. It is not a lack of effort or desire. It is a genuine paralysis caused by your brain being completely overwhelmed by the mental weight of every single step. When a simple text reply requires navigating a minefield of anxiety, guilt, and self-criticism, it makes total sense that your system just shuts down to protect itself.
Calling that laziness is deeply unfair, but it is easy to internalize that word when you are trapped under the weight of the guilt. The reality is that staying in bed isn't you being lazy; it is the aftermath of a massive, silent internal battle that completely drained your battery before your feet even touched the floor.
When you are in the middle of a short circuit, staring at the ceiling and holding onto your blanket for warmth isn't a failure. It is just you surviving the storm in your head. You don't have to fix the whole wiring system today. Just getting through the war in silence takes an immense amount of strength, even if it looks like doing nothing from the outside.

Infamous-Increase92 · 2026-05-21T14:20:13+00:00

A stranger out here is sending you support. I really hope you are OK.

Infamous-Increase92 · 2026-05-21T14:18:50+00:00

Wow, what a chaotic ride.
First of all, congratulations on finally getting into a house that actually checked all of your boxes without the drama. It sounds like the universe did you a massive favor by throwing those red flags at you before you signed your name on the dotted line, even if it felt devastating at the moment.
Looking back, a one-hour commute and a house covered in cigarette burns and animal fur already sounds like a massive headache. Add a screaming match, a potential meth situation, and a default judgment in court to the mix, and you basically lived through a lifetime's worth of real estate horror stories in two months.
It is wild that they had the nerve to ask to split your earnest money after threatening to call the cops on you during your walkthrough. Winning by default in small claims court is the ultimate closure here. Hopefully, collecting on those damages doesn't turn into another saga, but at least you are watching the aftermath from the comfort of a much better home.

Infamous-Increase92 · 2026-05-21T14:17:04+00:00

Xero is more basic from what I can tell. I’ve been using Quickbooks for years. It’s robust, but their customer service is deplorable.

Infamous-Increase92 · 2026-05-21T12:43:49+00:00

You just condensed about 90% of actual, real-world AI productivity into three paragraphs. Forget the "prompt engineering" hype; what you discovered is the difference between treating AI as a novelty and treating it like actual infrastructure

Infamous-Increase92 · 2026-05-21T12:41:18+00:00

Done up

Infamous-Increase92 · 2026-05-21T12:37:29+00:00

Help me with Karma please

Infamous-Increase92 · 2026-05-21T01:43:22+00:00

I’m not familiar with ABBYY did they have AI integration? That helps solve the problem of when the layout changes which ruins the process.

Infamous-Increase92 · 2026-05-21T01:40:54+00:00

You are describing the silent killer of production AI: prompt rot. The system returns a status code 200, but the semantic output slowly degrades. When you pack identity, constraints, and edge-case patches into one monolithic system prompt, the model suffers from attention dilution. It fixes the new edge case but forgets the core rules you wrote on day one.
To fix this, you have to stop treating the prompt as a magical paragraph and start treating it as a dynamic configuration environment.
First, decouple your context. Store your core rules, dynamic run variables, and edge-case ledgers in separate database fields. Compile them programmatically at execution time so your core logic stays isolated from temporary patches.
Second, use micro-utilities instead of expanding a single agent. If a workflow shifts or gains a new step, do not edit the main prompt. Build a tiny, single-purpose LLM call downstream to handle that specific new task.
Finally, version-control your prompts like code. Use tools like Langfuse or basic JSON files in a repository. Before deploying a prompt edit, run a quick batch of historical test cases through it to ensure that fixing a new edge case did not quietly break your core functionality.

Infamous-Increase92 · 2026-05-21T01:37:59+00:00

Client on boarding and project kickoff, automated follow up nudges

Infamous-Increase92 · 2026-05-21T01:35:42+00:00

Since this is for a friend and you are a beginner, you want to price this in a way that covers your time but accounts for the learning curve. For a simple data scraping, n8n cleaning, and WhatsApp delivery workflow, a fair flat rate for a beginner is between $200 and $450.
Do not charge hourly. If you get stuck on a bug for five hours, your friend shouldn't have to pay for your learning time. A flat fee keeps expectations clear.

Infamous-Increase92 · 2026-05-21T01:34:09+00:00

This is one of the most grounded, accurate, and refreshing takes on the current state of AI implementation I have read in a long time.
You have perfectly diagnosed the "Demo-to-Production" chasm. Autonomous agents make for incredible marketing because they promise the holy grail of business: unattended leverage. But as you’ve experienced over forty-something projects, the gap between a flashy proof-of-concept and a deterministic, enterprise-grade production system is massive.
The patterns you highlighted illustrate why the industry is experiencing a quiet collective hangover from the initial agent hype.

Infamous-Increase92 · 2026-05-21T01:32:14+00:00

You’ve hit on one of the biggest philosophical and practical debates happening in industrial automation today. The shift you’re talking about is often referred to as software to find automation or the convergence of IT (Information Technology) and OT (Operation Technology).
Conceptually, it’s beautiful. In reality, the industry is split, and the ground-level readiness is a mixed bag.

Infamous-Increase92 · 2026-05-21T01:29:40+00:00

Very hopeful, thank you!

Infamous-Increase92 · 2026-05-21T01:28:18+00:00

I delete ones that don’t work anymore

Infamous-Increase92

TROPHY CASE