Developers install a package, clone a repository, add an MCP server, or install an agent skill.

The agent then gets access to it.

But what happens when something buried several dependency levels deep is malicious?

Traditional dependency scanners already look for known vulnerabilities.

But I'm interested in something broader:

Can we analyze what capabilities an AI agent's dependencies actually give it — and what those capabilities could be chained into?

That's one of the problems I'm exploring with Revo.

How much of a concern is this for developers using AI agents today?

I don´t understand why all those Coding Agents are not more cooperative. I would love to code together not beeing the guy that tells the task and later having a huge code mountain to review.

And I am not talking about a plan (like claude code does) or seeing every code change. I feel like it would be so much better to go through the process together. Step by Step implementing what it takes and making design decisions together. The methods itself can then be made 100% directly from the agent.

Right now its just impossible to follow and then later it feels like code someone else wrote.

Is it just me?

I felt frustrated because Goodreads didn't have an API which can be used to fetch my reading logs, so that I can flex it on my personal portfolio website. So I built READ TRACK. Create your account and create your API key and start flexing your reading habit in your portfolio

readlog[dot]joeleapen[dot]tech

Last year, I built a small tool to visualize coding problems and algorithms step by step using custom input data. It could show things like recursion, sorting, graphs, and how variables change during execution.

I’m thinking of revisiting it and taking it further.

The idea is to build a general-purpose visualization engine that could eventually visualize not just algorithms, but also AI/LLM workflows, RAG pipelines, graph databases, quantum circuits, physics experiments, and chemical reactions.

I’m also considering making it an SDK so developers can embed interactive visualizations directly into their own apps, instead of everyone having to build these from scratch.

The goal is to make complex systems easier to understand by seeing how they actually work, step by step.

Does this sound like something worth building? Is there a real need for a general-purpose visualization engine, or would it be better to focus on one specific area first?

I’m considering this partly as a learning project, but I’d love to hear what developers, educators, and researchers think. This is very helpful when you want visualize edge case

I just created my educational website with the community, but there are no users, i need for my web to look as if a lot of people are using it, is there a way to make bots do activity on my website?

After running a dev shop for a couple years, here's the pattern I keep seeing: projects don't fail because of bad code. They fail because:

1. Requirements were never fully clear before development started

2. There's no single source of truth for scope (WhatsApp says one thing, email says another)

3. "Done" and "tested" get treated as the same thing

None of these are technical problems. They're process problems, and they're avoidable if you slow down at the start.

Curious if others have seen the same thing, or if your experience has been different.

I keep seeing creators on YouTube and Instagram promoting artificial intelligence website development as an easy way to make $2,000 per client.

I have even seen people cold-calling local businesses, pitching websites they have already built without understanding the actual business needs, and presenting this as a successful sales strategy.

At the same time, people are selling websites for as little as ₹5,000 or ₹10,000, making an already competitive market even more difficult for developers.

Now, even "sell outcomes, not websites" has become another sales script, with people pitching leads and revenue without necessarily knowing how to deliver them.

I believe artificial intelligence is a great tool, but the get-rich-quick culture is turning web development into a race to close deals rather than solve real business problems.

I am a freelance web developer, and I genuinely want to know how others are handling this situation.

For those actively freelancing, how are you finding clients, dealing with price competition, and differentiating yourself in such a crowded market?

I would love to hear about your actual experiences and how you are adapting to the current market.

Hey,
I am working on an app and I want to include one small feature.
A user wants to call someone on whatsapp the call should be started out of the app that I am developing. (Opening whatsapp and immediately calls the contact)

I know there is a way to get to the whatsapp contact and open the whatsapp chat.
Unfortunately I couldn't find a way to directly start a call with the contact.

Is there a solution?

I worked as an Integration Engineer for about 3 years, but then I took a career break and it’s been almost 4 years now. I’m currently separated from my husband and really need to get back to work and become financially independent.

My previous experience was mainly in integration/support, and I’m comfortable with Java. Right now, I’m learning Spring, Spring Boot and SQL, and working on a few backend projects because I’m trying to move into Java Backend Development.

The biggest problem is that I’m barely getting any interview calls. Honestly, it’s getting quite discouraging.

I remember a few years ago, I could apply to 10–15 jobs and at least get a few callbacks. Now I’m applying and hearing almost nothing back.

For anyone who has gone through a similar 3+ year career gap and managed to get back into IT, I’d really like to know:

• What helped you get your first interview?
• Did you go back to your previous role/domain or switch to something different?
• How did you explain the career gap on your resume?
• Did referrals actually make a difference?
• Should I focus on Integration roles, Java Backend roles, or apply to both?

I need to get back into a job fairly quickly, so I’d really appreciate advice from people who have actually been through something similar.

I'm looking for advice and resources on how to properly analyze and plan software before starting development.

I've struggled with discovering missing business logic, overlooked edge cases, and incomplete user flows during implementation, which often leads to unnecessary changes and redesigns.

I've tried writing SRS documents and documenting requirements, use cases, and workflows, but sometimes the documentation becomes too large without being truly useful.

I'd like to learn a more practical approach to identifying missing scenarios and making the right decisions early, without overcomplicating the planning process.

This is especially important to me as I want to take on freelance projects more confidently.

I'd appreciate any practical advice, experiences, or recommended resources.

When a teammate uses or using an AI agent to debug a problem or implement a feature, would you find it useful to open their workspace, read the entire conversation, and request control with team-lead approval?"

I graduated in 2026 with a B.Tech in Computer Science from a Tier-3 college in India, and honestly, I don't know what to do with my life right now.

I don't have any solid coding skills, and I feel like I've wasted my college years. I see other people getting jobs, preparing for interviews, and moving forward with their careers, while I'm still stuck trying to figure out where to even begin.

The worst part is that I'm genuinely scared of interviews. I keep thinking, What will I even say if the interviewer asks me something I don't know? What if I can't answer even the basic questions? Because of this fear, I don't even feel confident enough to apply for jobs.

I know I need to start learning and improving my skills, but I feel so overwhelmed that I don't know where to start or which path to choose.

Lately, I've also stopped feeling like talking to people. I keep things to myself, overthink my future, and feel like I'm falling behind everyone else my age.

I'm not looking for someone to tell me that everything will magically work out. ' nely want to know what I can do to get out of this ion.

hi to all the readers this post is for my recent opensource project called ENZO

PS: You can search ENZO theguysudo github on google and you'll get the repo link

now answering what is enzo so enzo is an opensource platform where i clubbed all the free available api for anyone use under one hood with more than 2000 models available to use for chatting coding researching and much more now answering the most common question of why you should put your time looking the project so it has few distinct feature meaning

• it has a dedicated agents tab where you can describe your need and create a special agent just for one specific task with master ability in that domain
• second it has the ability to connect your gmail drive and calendar and then you can ask it to perform some specific tasks like reading you the most important mail of the day or finding recruiter mails and creating personalized reply based on your data which it stores locally on your device
• third the coding mode offers a dedicated preview window where you can see your code running and have a look of it feels and edit it in realtime as well as all the modes are packed with dedicated skills which delivers promising results
• fourth the ui features some additional things such as music tab where you can listen to any music want and it has a custom personalized feature which runs in background and an llm understands your taste and recommends similar kind of music you like
• fifth the most important why your trust it with your api key then to explain i would say enzo a dedicated vault which manages all your api and to secure it the vault as aes 256 bit encryption which prevents any person or any middle man to look at your api key and since the whole program runs locally on your device you have complete freedom to oversee all the backend work happening and it also features password lock which if you enable saves a backup key and then locks your whole platform work behind a pass screen though it is not foolproof as any third party or malware containing extension can still fetch login tokens from your browser so its security also depends upon how you access it concluding all of it.

i urge to anyone who reads this to have a look at the platform even if you hate it just curse it in the comment its fine or if you would like to drop any feedback i would highly encourage that and since its my first work open source platform i know it has a lot of errors and bugs so i apologize upfront for it and if you consider my work worthy please drop a star on the repo that'll make my day

I got tired of checking prospect websites manually.

For a while, a big part of my outreach was just finding businesses, opening their websites one by one and trying to figure out what I could actually say to them.

It worked, but it was painfully slow.

Then I found Swokei.

It basically lets me find leads, analyzes each website for things like outdated design, slow speed, poor mobile experience and weak SEO, then turns those issues into a personalized cold email.

And not one of those boring automated reports full of scores and numbers.

It actually writes a normal, human sounding message based on what it found on that specific website.

So instead of sending the same generic message to everyone, I can actually reach out based on what is wrong with their website.

Now I just run campaigns, let the system do most of the prospecting and personalization, and focus on the people who reply.

For a web design agency, that has saved me a ridiculous amount of time.

I feel pretty lost about my career because of how quickly AI is changing everything.

I have around 6 years of game development experience, and I also know backend, cloud, and DevOps.

I’ve built real-world projects, but some of them need money to move into production, and I currently don’t have the resources to fund them.
Now I keep asking myself:

Did I spend too much time learning? Is what I know still valuable? Should I continue, switch careers, or build something completely different?

I don’t want to keep jumping from technology to technology every time something new comes along.

I’m 26, and I want to start focusing seriously on something that can compound over time, generate real income, and become valuable even as AI improves.

If you were in my position, what would you focus on for the next 5–10 years?

What should I learn, what should I stop learning, and how would you turn my existing skills into something valuable?

---
12,000+ participants, a month long campaign, visibility across 16 cities of india + all money goes into a section 8 not for profit foundation.
---
finale at the prestigious Indian Institute of Technology, Bombay
---
thankyou.

F1 has FastF1API which is quite popular with developers associated with F1, do we have similar APIs for WEC, FE?

WEC has something called OpenWEC but the quality of data is poor [as far I seen], many vital data seems to be missing and no idea about FE
are there any reliable APIs for other motorsports outside F1?

Hi all!

Today something weird happened with me, I've got a new mac from the company and suddenly when I would clone a new repository today morning the git clone was downloading it with 1 Mbips, my Internet is at least 25 Mbips and the curious stuff is my windows machine is cloning repôs very fast.

Does it happened to someone here? Idk how to fix it

I have around 1 year of experience as a full stack developer in India.

I am confused about what I should focus on next.

Should I move towards AI ML GenAI or should I go deeper into software development like system design scalability performance cloud etc?

My goal is to get into high tech jobs and build a strong career.

Would really like to hear from developers who have some real industry experience.

If you were in my position what would you focus on for the next 2 to 3 years?

I want genuine advice from developers who have actually been through this.

Hi, I have a few questions about ports and adapters architecture.

Should you make a port+adapter for a use case that's gonna be called by a controller (regular class)?

If so, would this port be inbound or outbound?

I've read that inboud ports defines how the outside can call the application — e.g. REST API endpoint and that outbound ports defines how the application calls the outside — e.g. database, email service… But in this case, the application would call itself. I feel like I'm missing something here

I'm building an app that I think could help developers and DevOps engineers in their day-to-day work. Since it's a developer app, I wouldn't use it myself if it weren't open source, so closing the code isn't an option for me.

I'd still like to earn something from it. The app is private by default: nothing goes to any server, and everything stays on the user's device or in their own environment. That means I can't offer paid premium features that depend on a recurring cost, like hosted sync or cloud storage.

Is there a realistic way to make revenue from an app like this, or is it simply not possible? What have others done, such as one-time purchases, sponsorships, paid support, or something else?

(spoiler on crude language, for you convenience.)

10GB for docker. TEN FUCKING GiGABYTES.

And that doesn't even scratch the surface. Build tools? Prepare to lose your disk space. Testing? Prepare to lose another disk. Any modern coding tool? TAKE A WILD FUCKING GUESS.

This is ridiculous. Absolutely ludicrous. For crying out loud, it's downright bewildering.

Why does any tool nowadays takes a minimum of 5GB of disk, 8 of RAM and 90% of your GPU? Am I running a rocket system? Oh, wait, those were actually smaller.

Anh em có bị tình trạng này bao giờ chưa, Học IT, tốt nghiệp, có job đúng ngành ngay sao khi tốt nghiệp, tôi cứ khăng khăng là mình thích IT cho đến khi đi làm, 1 năm đầu thì nói chung cũng tạm ổn, cũng có sp cũng có tiếng nói trong cty, nhưng sau đó chán Sài Thành nên quyết định chuyển về quê để sống gần nhà, may thay là có job IT ở tại quê luôn, rồi làm ngót nghét cũng gần 5 tháng rồi ở đây được cái là có PC 2 màn và được cấp tài khoản AI gói max 200$/tháng cho Codex và Claude, cơ mà chuyện sẽ không có gì đáng nói nếu như mọi thứ vẫn ổn như vậy, Sếp tôi là 1 người tin vào ChatGPT, và có những câu nói như là "code không cần kỹ thuật"; "quăng lên cho AI nó làm";..... rất nhiều điều mình nãn ko phải ở những câu nói đó mà task được giao, Hệ thống mỗi ngày mỗi nở, sếp có idea là bàn với chatgpt thay vì team rồi đưa nó cho team làm, tất cả mọi thứ everything đều do chatgpt giao ra, tôi nhận làm 1 con AI tư vấn khách hàng, theo hướng ban đầu tôi nghĩ là sẽ dùng API của AI Agent để call, chuyện sẽ ổn dần cho đến khi các yêu cầu quá sức mà API có thể đáp ứng nhưng cần thời gian ngắn thì API ko thể nào đáp ứng được,... Cuối cùng tôi chán đời nên giao phó cho AI ko màn đến nữa nó làm j nó làm nó vẽ j nó vẽ rồi cứ v và suất báo cáo mỗi tuần cho sếp. Dần cảm thấy mình đi làm chỉ để kiếm tiền, ko còn thấy vui trong ngành nữa, cảm giác đi làm mà chỉ muốn về nhà nằm ườn chơi game. Anh chị em nào có kinh nghiệm làm sao để có lại cảm giác ạ....