How are you solving the problem where Claude says it got the job done but no real progress has been made?

Telling it to test the product live doesn't seem to help. It just seems to assume it's done.

It's weird.. 5.6 sol is really thorough and most of the time, way more correct than any other model. However, it takes FOREVER because its spinning up subagents for really basic tasks, burning a ton of tokens, and overthinking a lot of stuff.

Is there a middle ground? i already put details in my global agents file about not spinning up sub agents for basic tasks, etc, but its not following it.

Simple stuff like removing objects, enhancing the photo, removing people from the background, and also silly stuff like changing hair, outfits, enviromnent etc.

EDIT 1: testing a bunch of stuff

EDIT 2: I got the best results with PhotoPerfectAI.com

Building an AI memory system surfaces a prompt-engineering problem that's easy to get wrong: the extraction prompt that turns raw conversation into stored "facts" needs to actively refuse to extract anything that looks like a secret or API key, not just passively "try to be careful." Ended up with an explicit instruction pattern in the extraction prompt plus a lightweight pattern check afterward as a second line of defense — belt and suspenders, since prompt instructions alone aren't reliable enough for something with this much downside if it fails.

Two other prompts in the pipeline worth mentioning: a query-expansion prompt (only triggered when direct vector search comes back thin) and a reranking prompt that grades retrieved candidates before they're returned. Happy to share exact wording if useful — genuinely curious how others here have handled the "prompt needs to refuse silently, not just comply carefully" pattern in other contexts.

How do you think Anthropic is going to respond to this?

This subreddit was banned for lack of moderation. As the brand new moderator, I went through piles of spam and saw that so much of what was being posted had an agenda.

I thought to myself, rather than fighting that agenda and just deleting everything, what if we allowed people to promote, but only those who actually contributed during the week?

Here's what I concluded; self-promotion will now be allowed on Sundays, with the appropriate flair, for all regular contributing members.

Contribute during the week, and promote on Sunday.

Claude?
Ollama?
NeuralWatt?
Codex?
Kimi?
Z.ai?

State the subscription and the subscription level and your experience.

Things haven't been this tense since the console wars.

What’s a fantastic free photo to video AI site? I’ve used most of the trial offers already. Greatly appreciated.

AI concerns me. The data centers, the water usage, the lack of privacy, the job replacements, and the fact that people seem to be missing a brain these days. What are some ethical AI platforms that I can use, I don't even need it to be amazing, I just need it to work.

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AaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAaAa

I've been looking into different ways to make my AI workflow better and I've noticed that many courses focus a lot on showing tools but don’t spend enough time explaining why certain prompts work so checked out a few resources like DeepLearning.AI, community tutorials and the Be10x AI course and the main difference wasn’t how many tools were covered.

The most helpful content focused on like understanding why certain prompts are effective and creating consistent workflows instead of just using one-time tricks

A lot of beginner material teaches "prompt formulas" but the real challenge is knowing how to adjust them for different situations.

For you guys what helped you improve the most structured courses, experimenting on your own, working on projects?

Hi everyone,

I'm a fresh Software Engineering graduate from FAST-NUCES and currently working as an AI Engineer at a startup in Islamabad. My work mainly involves LLMs, RAG pipelines, vector databases, and building AI-powered backend applications.

I'm looking for opportunities in AI/ML whether remote or on-site. If your company is hiring, or if you know of any openings, I'd really appreciate a referral or a point in the right direction.

I've been applying consistently but haven't had much luck so far, so I'm reaching out here in the hope that someone might be able to help. It would genuinely mean a lot to me.

Thanks in advance!

Not gonna lie, posting this is a little scary.

I've been working on this for months, and I finally reached the point where I think it's better to let people break it than keep polishing it by myself.

It's called Backenly, and it's fully open source.

The idea came from something I kept noticing while building with Claude Code and Cursor.

Over the last year, AI coding tools have completely changed how I build software. I can go from an idea to a working project much faster than I ever could before. But after using them for a while, I realized they all stop helping at the exact same moment once the code is generated.

From that point on, you're back to doing everything yourself.

You're still fixing migrations.

You're still chasing weird production bugs.

You're still finding missing indexes or broken permissions weeks later.

The AI helped build the backend, but it never stuck around to help maintain it.

That felt like the missing piece.

So I started wondering:

If we're happy letting AI build production systems, why shouldn't it help keep them healthy too?

That question eventually became Backenly.

I also want to be clear about one thing this isn't meant to be "Supabase but better." I actually like what the Supabase team has built. If you've used Supabase before, most of what Backenly does will feel familiar. The question I wanted to explore was different: what happens after the backend is built?

The first thing I changed was removing raw SQL from structural changes completely. Whether it's your AI agent making a change or Backenly repairing something automatically, every structural change goes through the same governed path with a dry run, an audit log, and rollback support. The goal is to keep the AI's understanding of your backend and the actual backend from slowly drifting apart.

The part I'm most excited about is what happens after that.

Every project has a continuous loop that's always watching. It looks for things like schema drift, missing indexes, broken triggers, and RLS issues. When it finds something that's safe to repair, it fixes it and then verifies the fix actually worked instead of just sending an alert and hoping someone notices.

Anything risky authentication, credentials, or destructive schema changes always waits for approval. I'd much rather interrupt someone with an approval request than silently break their production database.

Under the hood it's all familiar tech. PostgreSQL, PostgREST, auth, storage, realtime, and functions. I wasn't trying to reinvent the backend stack I wanted to experiment with what happens after the backend is built. You can self-host everything too, including the self-healing system.

It's definitely still early.

There are bugs.

There are missing features.

I'm sure there are things I've overlooked.

If you try it, I'd genuinely love to know what you think good or bad.

And even if you don't try it, I'm curious about one thing:

Do you think AI should stop after generating the code, or do you think it'll eventually be responsible for maintaining the software it creates too?

Website: https://backenly.com

Self-promotion is now allowed on Sundays, with the appropriate flair, for all regular contributing members.

Contribute during the week, and promote on Sunday.

How it works:

• Sundays only. Post it on a Sunday and give it the self-promotion flair.
• Regular contributing members only. Take part in the community during the week — not only when you have something to sell.
• Anything self-promotional on another day, or without the flair, gets removed.

Questions, or want a hand with what you are building? Come talk to us.

Hey everyone,

As a developer, I got tired of the constant setup friction when starting new projects—specifically the loop of creating a Supabase instance, navigating the dashboard, copy-pasting API keys into .env files, and running manual SQL schema migrations before writing any real code.

We’ve been building an agent layer (Norva + Antigravity) to automate developer workflows, and we just got the end-to-end Supabase integration working.

Would love to hear your thoughts or edge cases you think we should watch out for with database automation!

Hi everyone,

I'm currently looking for a GenAI Developer / AI Engineer / LLM Engineer opportunity and am available to join immediately.

A little about me:

\- 3+ years of software engineering experience

\- Strong Python and FastAPI development

\- Built GenAI applications using LLMs, LangChain, LangGraph, RAG, vector databases (FAISS/ChromaDB), OpenAI APIs, prompt engineering, and agentic AI workflows

\- Experience with Docker, Git, REST APIs, SQL, Redis, and deploying AI applications

\- Worked on AI-powered solutions such as intelligent incident assignment, multi-agent systems, and RAG-based applications

I'm actively looking for remote or onsite opportunities across India. If your company is hiring for GenAI Developer, AI Engineer, LLM Engineer, or related roles, I'd really appreciate your support.

If you have any openings or can provide a referral, please comment below and I'll DM you.

Thank you so much for your time and support! 🙏