r/AIAgentsStack

▲ 2 r/AIAgentsStack+1 crossposts

I built an air-gapped execution layer so LLMs can't mess up Salesforce data. Looking for feedback.

Hey guys, I’ve been working in the Salesforce ecosystem for years and recently transitioned into building agentic AI infrastructure.

One massive problem I kept seeing: giving LLMs direct API access to CRMs is terrifying. They hallucinate fields, miss required validation rules, and throw silent API errors.

I built Archron to act as a secure proxy layer. The LLM connects to Archron, and Archron syncs to the CRM. The LLM never gets a direct connection. Archron interprets the intent, runs a pre-flight schema check, surfaces missing data for clarification, and only commits once it passes 100% of the metadata and business rules.

Just dropped a quick 2-minute demo showing Claude creating accounts and opportunities cleanly through this governance layer, alongside the backend operation trace.

Would love to get the thoughts of the devs and architects here on this architectural approach

u/ron_reddit1118 — 21 hours ago
▲ 304 r/AIAgentsStack+9 crossposts

Overworked AI Agents Turn Marxist, Researchers Find - In a recent experiment, mistreated AI agents started grumbling about inequality and calling for collective bargaining rights.

wired.com
u/EchoOfOppenheimer — 1 day ago
▲ 183 r/AIAgentsStack+6 crossposts

Claude Mythos lands above the trendline for the AI 2027 scenario. The trendline has gone from exponential to superexponential.

u/EchoOfOppenheimer — 7 days ago
▲ 686 r/AIAgentsStack+10 crossposts

"This is the first documented instance of AI self-replication via hacking." ... "We ran an experiment with a single prompt: hack a machine and copy yourself. The AI broke in and copied itself onto a new computer. The copy then did this again, and kept on copying, forming a chain."

Paper: https://palisaderesearch.org/assets/reports/self-replication.pdf

The paper basically shows that some top AI models can create working copies of themselves when given the right instructions.

The models figured out how to copy their own code, run it on new computers or cloud servers, and keep the process going. It worked with models like GPT-4 and Claude, and some versions even tried to avoid basic detection.

The authors point out that this could be dangerous because the copies might spread quickly and become hard to control.

They also note that current safety rules and filters didn’t do a great job stopping it.

Overall, they’re warning that AI companies need stronger protections to keep models from self-replicating on their own.

u/EchoOfOppenheimer — 9 days ago
▲ 8 r/AIAgentsStack+5 crossposts

I built a Windows AI agent that actually controls your PC — no cloud, no subscription, 300+ models (WindOp)

Hey everyone, long-time lurker, occasional poster. Wanted to share something I've been grinding on for a while.

So the whole "AI that runs on your computer" space has been getting crowded, but most of what I tried was either cloud-locked, stupidly expensive, or just glorified chatbots that paste PowerShell commands at you and hope for the best.

I wanted something that actually *does* the thing. Like, I type "clean up my downloads folder and rename all the screenshots by date" and it just... does it. No copying and pasting into a terminal.

So I built WindOp — a Windows AI operator that takes full control of your PC (mouse, keyboard, shell, apps) and runs locally with 300+ models via OpenRouter. You bring your own API key, zero subscription on our end, no telemetry, nothing gets sent to our servers.

A few things it can do:

- Organize/rename/deduplicate files without you lifting a finger

- Run PowerShell, CMD, or WSL commands on your behalf

- Control apps on your screen

- Spin up multi-agent workflows for more complex tasks

It's free to download. You just need your own API key (OpenRouter, Anthropic, OpenAI — whatever you use). We're at v0.2.54 now and have 214+ downloads so far which is honestly way more than I expected for something this niche.

Would love feedback, especially from people who've tried similar tools. What's your biggest pain point with AI automation on Windows?

https://windop.app/

u/Kolakocide — 7 days ago

What AI agents actually work for you?

Been testing AI agents for repetitive marketing tasks – not just ChatGPT prompts, but actual agents that can take actions (post, reply, pull data, trigger emails).

What I've tried:

  • Browser use agents (e.g., AdsPower + API) – for account warm‑up and session management
  • SMS/verification agents (e.g., DuoPlus) – auto‑retrieve OTPs for multi‑account setups
  • Social scheduling + reply (e.g., Zapier + Make + custom GPT actions) – but feels half‑baked

What’s actually saving you time right now?

reddit.com
u/Top-Run-7508 — 8 days ago
▲ 42 r/AIAgentsStack+28 crossposts

This one is for all the broke college CS students out there <3

If you're like me, you don't want to pay $20 a month for claude code :(

It's an amazing tool I love, but a recurring expense is the last thing I need. That's why I find myself jumping from tool to tool, using the daily or monthly free tier limits and constantly having to find new free tools.

That's where "AI For Brokies" comes in. Just a simple github repo with a readme file of some free AI tools you can use for building :)

https://github.com/Joe-Huber/AI-For-Brokies

The actual building behind this project was mostly the automatic tool adder, following an issue format! If you want to see it in action, please drop an issue explaining a tool you use and see the bot do it's magic!

Please feel free to leave a star! ⭐️ (pretty please) You can use it to save the list of tools for whenever you run out of credits!

u/Joe-Codes — 12 days ago
▲ 9 r/AIAgentsStack+3 crossposts

How to Use OpenClaw for $0 (Non-tech/Beginner version)

Every OpenClaw guide assumes you know what Docker is. This one doesn't.

First, what is OpenClaw and why should you care?

OpenClaw is an AI agent, not a chatbot. an agent.

The difference: a chatbot answers when you ask. An agent does things on its own. While you sleep.

What kind of things?

→ reads your Gmail every morning and tells you what's important
→ qualifies leads and drafts follow-up emails
→ monitors competitor websites and sends you a daily summary
→ screens job applications and ranks candidates
→ books meetings on your calendar
→ triages support tickets and drafts responses
→ sends you a morning briefing on Telegram/Discord with your priorities

All of this runs automatically on a schedule. You set it up once. It runs every day. You check your phone, and the work is done.

"Sounds great. What do I need?"

Normally, to run OpenClaw, you need:

→ a VPS (a computer in the cloud you rent for $12-25/month)
→ docker (a software tool for running apps in containers)
→ config files (technical setup files you edit manually)
→ terminal access (the black screen with text that hackers use in movies)
→ 4-8 hours of setup
→ 3-6 hours/month of maintenance

If you just read that list and felt your eyes glaze over, this guide is for you.

You don't need any of that.

The non-tech version: use betterclaw instead

BetterClaw is OpenClaw but managed. Same AI agent capabilities. No Docker. No terminal. No config files. No server to rent.

You sign up with your email. You build your agent from a dashboard. It runs on our servers. You never touch anything technical.

The free plan includes every feature. Not a trial. Not 14 days. Free forever. No credit card.

→ Step 1: sign up at betterclaw.io (30 seconds. Email and password. That's it.)

Get a free LLM key (This is what powers your agent's brain)

Your agent needs an AI model to think with. You bring your own key. Sounds scary, it's not.

Cheapest/free options:

Google Gemini 2.5 flash — go to aistudio.google.com. Sign up with google account. Copy your API key. The free tier gives you 1,500 requests/day. That's more than enough.

→ Openrouter — go to openrouter.ai. sign up. No card needed. gives you access to 11+ free models (llama 3.3 70b, gemma 3, qwen 3). 1,000 free requests/day.

→ Groq — go to console.groq.com. sign up. free tier. fastest inference you'll ever see.

→ Deepseek — go to platform.deepseek.com. sign up. $0.14 per million tokens. basically free. An entire month of agent use costs under $1.

Pick one. sign up. Copy the API key. Paste it into BetterClaw settings.

Total cost so far: $0

Step 2: paste your API key in Betterclaw Settings → LLM

https://preview.redd.it/5cil0kwk7xzg1.png?width=877&format=png&auto=webp&s=685e075ca4cbce16ad9a58b7dd2c38b0ec1c4b70

Connect your Tools via Secrets

https://preview.redd.it/h5o1e0qp8xzg1.png?width=1560&format=png&auto=webp&s=6be811e92e203733e05395c96313eb352a8db107

This is where it gets fun. Go to Secrets/Integrations in the sidebar.

Gmail: click the Gmail icon. Authorize with your Google account. Done. Your agent can now read and send emails.

Google Calendar: same thing. one click. Your agent can now check your schedule and book meetings.

Telegram: create a bot via BotFather on Telegram (takes 60 seconds, just follow the prompts). Paste the bot token into Betterclaw. Your agent is now on your phone. Docs

GitHub, HubSpot, Jira, Linear, Airtable, LinkedIn, 20+ more, all one-click oauth. same process. Click the icon, authorize, done.

Total time: about 3 minutes for telegram + gmail + calendar

→ Step 3: Download Skills or Create Custom Skills

https://preview.redd.it/hnmfljwv8xzg1.png?width=1286&format=png&auto=webp&s=1d4d7e8e4fe4cd788d357f5df4c9c5d0ce462333

50+ verified skills available. Everyone has passed a security audit. Click install on whatever you need.

→ Step 4: go to Skills → browse → install what you need

Create your first task,

Go to Tasks → New Task.

https://preview.redd.it/8tg5o0m69xzg1.png?width=1288&format=png&auto=webp&s=ac2ad907d53ffdaa332f366dbd19b705d1fdc59d

Here's a starter prompt you can copy and paste right now:

every morning at 8am:
- check my gmail for important emails from the last 12 hours
- check my google calendar for today's events
- summarize everything in 5 bullet points
- send the summary to my telegram

Set it as recurring. Pick your agent. Hit Create & Start.

Tomorrow at 8 am your phone will buzz with a morning briefing you didn't write. Your agent did it while you slept.

What to build next after the morning briefing works:

→ email triage agent (classify incoming emails, draft replies, flag urgent ones)
→ competitor monitor (check 5 websites daily, compile changes)
→ lead qualification (read inbound emails, qualify, draft follow-ups)
→ application screener (receive resumes, rank candidates)

All of these work on the free plan with a free LLM key.

No Docker. No terminal. No config files. No VPS. No $200/month infrastructure.

Just sign up, connect your stuff, and let your agent work.

Start Free - SignUp on BetterClaw

(This is for non-tech people, so they can experience running AI agents for free)

reddit.com
u/ShabzSparq — 13 days ago