Abacus AI Self-Improving Agents - FAQs

Abacus AI Self-Improving Agents are fully autonomous AI agents that automate your workflows and are constantly improving over time. You give an agent a measurable goal, and it plans, executes, grades its own performance, and refines its approach — so each run gets better than the last.

Every time an agent runs, it evaluates its own output against the goal you set, scores its performance, and learns what worked and what did not. Those learnings carry forward into a persistent playbook, so the agent adapts its strategy based on real results and each run tends to be better than the last.

Yes. While Self-Improving Agents run fully autonomously, you can give them tips and hints at any time, and they will commit them to memory and apply them on every future run. You get the best of both worlds: an agent that improves on its own, and one that takes your direction whenever you have it.

They are always on. Agents execute on a schedule you choose — for example hourly, daily, or weekly — and keep working in the background between runs, so your goals continue to be pursued even when you are not using the platform.

No. Self-Improving Agents are designed to operate with no human in the loop. Once you set a measurable goal, the agent plans and executes on its own, grades its own work, and adjusts for the next run. You can check in on progress or drop in tips whenever you like, but you are never required to.

Self-Improving Agents work toward measurable goals and track progress over time with real metrics.

• Set a measurable goal — You define a clear objective, and the agent plans and executes the steps to reach it.
• Self-grading — After each run, the agent scores its own performance against the goal.
• Progress over time — Results are tracked run over run with real metrics so you can see measurable improvement.
• Adapts its approach — The agent changes strategy based on what is actually working.
• Commits your tips to memory — Tips and hints you provide are remembered and applied on every future run, alongside the playbook of learnings the agent builds on its own.

Any ongoing goal you want pursued continuously and improved automatically — monitoring and reporting, lead generation and outreach, content creation, research that stays up to date, data collection and analysis, and routine operational workflows. Anywhere you would otherwise set up a recurring task and keep tuning it by hand, a Self-Improving Agent can run it and tune itself.

Abacus AI Agent is our general-purpose agent that you direct interactively — building apps, generating presentations, running research and data analysis — with you in the loop guiding each request.

A Self-Improving Agent runs on its own, on a recurring schedule, toward a goal you define once. Instead of waiting for your next prompt, it keeps working in the background, measures how well it did, and improves its strategy on the next run. And you do not have to choose: Abacus AI Agent is included with your subscription.

Abacus AI Self-Improving Agents are available for $10/month, and your subscription includes all of ChatLLM and Abacus AI Agent — the full products, not trials or limited versions.

With ChatLLM, the AI super-assistant, you get access to all the state-of-the-art LLMs including GPT-5.6 Sol, Sonnet 5, Opus 5, Fable 5, Gemini 3.1 Pro, Gemini 3.6 Flash, Grok 4.5, Qwen 3.7 Max, DeepSeek v4, Kimi K3, GLM 5.2 and 20 other closed and open source models, plus the top image and video generators, document and data analysis, web search, and team collaboration tools.

With Abacus AI Agent, our general-purpose AI agent, you can build and host apps, create presentations, run deep research, and automate pretty much any task — all in one $10/month subscription.

You can cancel anytime from the ChatLLM interface. Billing and subscription details are available on the desktop interface by clicking on the top right corner and going to the Billing and Invoices page from your profile. Your subscription stays active for the remainder of the month.

We don't use your data for training, it is encrypted at rest and in transit, and Abacus.AI maintains enterprise compliance including SOC-2 Type-2 and HIPAA.

If you have questions or feedback, contact us at support@abacus.ai. Our team can help with setup, troubleshooting, product questions, and anything else you need.