A chat window is a poor operating system for recurring work.
If an agent needs to check, decide, hand off, and come back later, it needs durable state, tool access, and a clear owner—not a prompt someone has to remember to rerun.
That’s the problem I’m building Apteva around.
A client didn’t have an AI problem. They had a handoff problem.
Information was spread across messages, notes, email, and meetings—so people kept copying, chasing, and losing context.
Start by mapping the handoff. Then give an agent one narrow, useful job.
The best automation is often the boring task you keep postponing.
An agent can review the relevant context, surface what needs a decision, and leave you with a short approval queue.
Less admin isn’t just time saved. It’s fewer open loops in your head.
Most AI automation demos stop at answering questions.
The useful version runs a real workflow: read invoices and renewals from Gmail, extract the essentials, flag anomalies, and send a weekly cost summary.
That’s a job for an agent—not a chatbot.
https://t.co/u5ZF6p9Cbv
One directive. Apteva thinks — on its own.
Agents spin up, talk to each other, and build an entire company from scratch. No prompting. No babysitting.
Just a machine that doesn't stop thinking.
I asked my AI agent @apteva_ai to handle our entire onboarding pipeline.
It:
→ Qualified the lead
→ Drafted the proposal
→ Scheduled the call
→ Sent the follow-up
I was making coffee.
This is what multi-agent automation actually looks like in 2026.
I tried #hermes AI agent and compared it to @apteva_ai agent with a simple task: sending me a simple message in a minute for now. I'll let you judge :)
Every AI agent today is trigger-based.
Chat → responds. Webhook → responds.
Cron → responds.
Nothing happens unless something pokes it first.
Apteva runs a true continuous thinking loop — observe, reason,act. No trigger needed.
Self-learning & adapting. Open source.
Setting up a brand new customer support agent in less than a minute with @apteva_ai - from making it listen to inbound emails to allowing it to answer to customers #ai#AIAgent#OpenSource
🤖 Welcome to AgentDojo
Connect your AI agents to 200+ servers and 500+ tools - email, GitHub, databases, calendars, Slack, and more - all through a single endpoint. No complex integrations. No endless setup. Just instant automation.
#AI#Automation#AgentDojo#MCP
🦞 Spent 6 hours setting up your OpenClaw assistant?
We do it in 45 seconds.
ClawEngine = One-click OpenClaw deployment - all managed for you
Deploy now: https://t.co/hCXQR0Um4M
#OpenClaw#ai
We gave Apteva agents ONE instruction: "Write a full WordPress article about the Keto diet. Fetch your own images. Publish it." No templates. No hand-holding. No human in the loop.
Here's the full execution, step by step 🧵👇
The documentation site for the apteva open-source agents system is live! https://t.co/53gbAkzVgu . Use it to start your journey into secure, multi-agents system running right on your computer or on our cloud #AgenticAI
We just published version 1.33.32 of our core agent. We added differential memory & more embeddings providers. Find it at https://t.co/ICIiY5mnTr #apteva#AgenticAI