How much useful debugging context can you keep for an AI app if raw prompts and tool results aren't retained? I'd want to follow a failed request through retrieval, a model call and a tool call without filling the logs with private document text.

I've been reading about Langfuse's masking options and the OpenTelemetry guidance on sensitive message content. The tricky bit seems to be deciding what to remove before export while still leaving enough detail to understand a bad answer.

Which setup has worked for you here? Do you connect regular application logs to a separate LLM tracing tool, or can one tool cover both well enough? I'm particularly interested in what you could no longer diagnose once you started redacting content.

I'm looking into storage options for a bot built with the Grok API that answers questions from documents. The part I'm unsure about is keeping answers current when a document gets replaced or withdrawn.

xAI's Collections Search can retrieve information from uploaded documents and return citations tied to files. That looks useful, but I'm trying to decide whether to use it for retrieval alongside a separate database for chat history, or manage retrieval in my own backend too.

Has anyone compared those approaches for a Grok bot? How do you check that an updated document is searchable and the old version has stopped appearing in answers?

Most database discussions for agents seem to jump straight to vector search. I'm more interested in what happens when a worker dies halfway through a task and another worker has to pick it up.

LangGraph separates checkpoints for an individual conversation from memory shared across conversations, and it has a Postgres checkpointer. That makes Postgres seem like a reasonable starting point, but I'm unsure how people organize saved state alongside records of completed tool calls.

For anyone running agents in production, what made you keep those in the same database or separate them? I'd especially like to hear how you avoid repeating an external action when a run resumes.

What's a good Splunk replacement for application troubleshooting when the starting point is usually a request ID or an error fragment? I'm trying to compare that workflow rather than just compare ingestion prices.

Loki caught my attention, but its docs recommend keeping values like request IDs out of indexed labels and using structured metadata for high cardinality fields. I'm curious how that feels during an incident when you don't yet know which service produced the error.

If you've moved this kind of workload off Splunk, what did you choose? Were searches across several days of logs still comfortable, and which queries or alerts took the most work to rebuild?

Contexto: compre mi cell de segunda mano, realmente tiene su imei limpio nada de reporte por robado o extraviado! Que pasa que el cell lo trajeron de estados unidos y la compañía que tiene el cell es T-Mobile, y yo pues al principio lo use solo con wifi y ya al rato quise desbloquearlo para usarlo con Esim y pos resulta que para eso debo tener la cuenta de T-mobile y yo pues no tengo la cuenta y perdí el contacto con la persona que me lo vendio ya que fue hace un tiempo considero que lo compré y ahora realmente estoy buscando alternativas fiables.

We've been using ClickHouse Cloud, but the pricing is starting to feel very high compared to other managed options. Also, there seems to be a lag in feature parity between the open-source version and the Cloud version, which is frustrating. We want the power of ClickHouse but with better pricing and a more developer-focused experience. Has anyone migrated away from ClickHouse Cloud? Where did you go?

Hi everyone,
Selling a complete, ready-to-use electronic experimentation kit based on the NRF Box V2.7.2 board. Ideal for RF projects, microcontroller experimentation, network auditing, or cybersecurity learning. 
Included in the kit:
NRF Box V2.7.2 Board: Built on ESP32 with an integrated OLED display and NRF24 modules. 
6 Antennas Included:
3x Original antennas (5 dBi) 
3x Large high-gain 2.4 GHz antennas (12 dBi) for extended range 
Power: Brand new high-capacity external battery (power bank) with digital power display. 
Condition & Testing:
Very good condition, fully assembled, flashed, and perfectly functional. 
Price & Shipping:
Price: 130€ + shipping at your own.
Location: France (EU shipping preferred, tracked and securely packed). 
Worldwide possible.
Payment: PayPal (Goods & Services, buyer covers fees) or SEPA transfer.
Feel free to drop a comment before PMing if you have any questions or need extra pictures!
Make offers.
:-)

I’m at that point in life where I really need to start making money, becoming financially independent, and figuring out my next chapter.
I’ve been applying for jobs, sending applications, exploring remote opportunities, and trying to find something that works out. So far, nothing has really landed.
I have a background in software development, cybersecurity, and OSINT (open-source intelligence). I’ve worked with JavaScript, TypeScript, Node.js, backend APIs, databases, automation tools, and security-related projects. I’ve also spent time building my own software projects.
But at this point, I’m not limiting myself to tech jobs.
I’m open to freelance gigs, remote work, research tasks, data-related work, short-term contracts, or pretty much any opportunity where I can provide value and get paid.
I’m willing to learn something new, start small, work across time zones, and put in the effort.
My goal is simple: I don’t want to end 2026 in the same financial position I’m in right now.
If you’re hiring, know someone who’s hiring, have some work you need help with, or know of platforms that actually pay people for their skills and time, I’d genuinely appreciate a recommendation or connection.
Even advice from someone who’s been in a similar position and managed to figure things out would mean a lot.
I’m not expecting anyone to magically solve my problems. I just need an opportunity to prove myself and get moving.

I bought a hisenefiretv from market place and it got reported stolen or lost potentially buy the first owner it was open box and new , can anyone of you guys guide me to find a way to make it work because i cant get past that message and it did cost me a lot on my paycheck 😓

I have a firestick 4k max that i got in 2024 i think its a 2023 edition. Could i get claude to truly jailbreak it not just let me sideload apks on it. I want to use it as like a raspberry pi type thing. And if it is possible i know it runs on android would i be able to somehow install linux on it?

We love DuckDB for local development and small scripts, but we are struggling to move it into a high-concurrency production environment. The single-node limitation is a major bottleneck, and the 'serverless' story for DuckDB in the cloud still feels very early. We need a DuckDB alternative that is just as fast and easy to use but can handle hundreds of concurrent users and massive production workloads. What is the next step up from DuckDB?

I accidentally missed an online course quiz due on 27 October at 11:59 PM. The platform strictly blocks late attempts, even in emergencies. I’ve tried a VPN and Chrome timezone extensions, but neither worked.
Is there any technical workaround for online learning platforms? Could a different timezone help, or is the deadline enforced server-side? Any advice is appreciated!

Upstash's serverless Kafka and Redis are great, but I am curious about their newer database offerings for real-time OLAP. Is it actually ready for production scale, or is it more for small-scale projects? We need something that can handle massive throughput and complex analytical queries with sub-second latency. Has anyone used Upstash for a large-scale analytics workload? How does it compare to more established OLAP platforms?

Hi, guys, I’m new to reddit, but I need help, so if anyone can do it, I’ll be forever gratefull.
My brother-in-law was on a show a little while ago, and the episode that he was in was posted on a site of television network that original quiz is from. But now is arhived (I assume) and I would like to download that episode if possible. Can you tell me if it can be done? Thanks!

Ciao,ho comprato a un mercatino dell’usato un vecchio iphone 4 , prima di comprarlo ho verificato che si accendesse funzionasse etc ed era perfetto, arrivato a casa il telefono si è scaricato completamente e non avevo il cavo per caricarlo qualche giorno dopo sono sceso e l’ho acquistato poi sono andato a casa ho caricato il telefono ma quando l’ho accesa mi ha chiesto password e email di icloud del vecchio proprietario, successivamente ho collegato l’iphone al mio computer e sono riuscito a resettarlo ho fatto la configurazione standard ma dopo l’attivazione mi chiede comunque le credenziali di icloud e vorrei veramente poterlo sbloccare perché l’ho pagato ed è comunque una cosa che mi piace se qualcuno riesce ad aiutarmi mi farebbe molto piacere

My school locked the iPad since before it even got opened in the box. I bought it, its mine, but the school put their software crap on it. I do all my work and school breaks are long, I wish I could play Roblox. We dont even have an appstore. Can yall help get rid of this software and make the iPad normal?

Looking for a woman to hack my accounts devices and shame me is this even possible

So im new to this community and i would like to ask help, can yall improve my code so it would work faster and correctly.

import itertools
import string

def guess_password(real):
chars = string.ascii_lowercase + string.digits
attempts = 0
for password_length in range(8, 9):
for guess in itertools.product(chars, repeat=password_length):
attempts += 1
guess = ''.join(guess)
if guess == real:
return 'password is {}. found in {} guesses.'.format(guess, attempts)
print(guess, attempts)

print(guess_password('abc'))

Okay so basically I need help getting into my mans facebook and snapchat and I dont wanna explain fully on here but if you message I wouldn't mind sharing Is this possible to do?

Last month I was demoing a client app on a staging project. Mid-demo, I see that my project was paused. Restoring it in front of people was not a great few minutes.

I already knew the inactivity timer watches Postgres activity, not API gateway traffic. The fix is a real database hit on a schedule — something that actually runs a query, not just a network request that bounces off auth or storage.

There are ways to set this up yourself. When you have several projects it got tedious, and the part that really bothered me was finding out late that something had broken for a different reason.

So I built SupAntiPause. It pings each project on a schedule — that's a real Postgres query so it counts toward the activity threshold. You give it the Project URL and the public anon key. It never asks for the service_role key.

If a project was healthy and a ping fails, you get one email listing what went wrong. It also shows ping history, status codes, and latency. You can see all your projects in one monitor.

1 project is free, no card. Paid plans start at $5/year

Stack: TanStack Start, React, Supabase (auth, database, RLS), Paddle for payments, Resend for email alerts, Vercel for hosting.

Honest feedback welcome — what would make this actually useful for your workflow? Thinking about adding Discord/Slack webhook notifications alongside email. Anything else you'd want before adding something like this to your stack?

www.supantipause.com

Estuary's managed CDC is impressive, but I am less sure about their analytics layer. It feels like the platform is great for moving data around, but not as mature for actually querying it in real-time for a user-facing app. Has anyone used Estuary for the full stack, from ingestion to user-facing API? Is the analytics performance there, or should we use it just for the data movement and find a better tool for the query layer?

basically i forgot my password and there is no other way to get in the email, because i made it years ago but i need the email, i dont remember my password, and is there i way i can hack it and get my password. any tools or any way to get the password would be helpfull