Over time, we've added many memory-related mechanisms to smolagents.
Now I've just made a dedicated documentation page! This explains how to replay the agent's memory, use step_callbacks to dynamically change it, or run an agent step by step to have full control over memory.
TOOLS
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smolagents memory documentation: replay, callbacks, step control
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Deep Research vs NotebookLM: Multi-turn Agent Quality Comparison
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Deep Research is a multi turn agent NotebookLM just stuffs everything into the prompt, so it's much different in quality
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Building JavaScript AI Agents with MongoDB and LangGraph
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MongoDB x LangGraph.js Webinar Learn to build JavaScript AI agents using MongoDB's data platform with LangGraph.js. This technical session covers Node.js integration and state persistence for powerful context-aware AI apps. Join us 2/25 11AM ET! https://
mongodb.com/resources/solu
tions/use-cases/build-a-java-script-ai-agent-with-mongodb-and-lang-graph-js?utm_source=TWITTER&utm_medium=ORGANIC_SOCIAL_ADVOCACY
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Personal Knowledge Base for AI-Powered Research
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my weekend project: deep background—a public, static site full of all of my notes, quotes, sources, and references. I feed the URL to deep research when I ask it a question and it uses ONLY my sources to write answers. it's really fucking cool
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AGI Alpha Agent: Web2-Web3 Bridge with Balance Verification
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[ AGI ALPHA AGENT ] Threshold Check If the total balance is ≥ 1,000,000, we display “Access Granted.” Otherwise, “Access Denied.” The AGI Alpha Agent website is available at both http://
agialphaagent.com and http://
alpha.agent.agi.eth.limo, seamlessly bridging Web2 and Web3 -
AI Personal Assistant Tools: Rewind AI and Motion
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7. AI Personal Assistant – Rewind AI & Motion
— God of Prompt (@godofprompt) 17 février 2025
→ Manages your schedule & automates tasks
→ Organizes emails & meetings
→ Gives real-time reminders & insights
Rewind AI = Your personal AI memory (remembers everything for you).
Motion = AI that auto-schedules your entire… pic.twitter.com/bJ4FhiC6e87. AI Personal Assistant – Rewind AI & Motion → Manages your schedule & automates tasks
→ Organizes emails & meetings
→ Gives real-time reminders & insights Rewind AI = Your personal AI memory (remembers everything for you). Motion = AI that auto-schedules your entire -
AI Agents for Accounting and Financial Automation
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6. Finance & Accounting Agent – Vic. ai & Brex AI → Automates bookkeeping & expense tracking
→ Detects fraud before it happens
→ Generates financial reports Vic. ai = AI-powered accounting automation. Brex AI = Real-time expense tracking & fraud detection. -
Using Perplexity AI and ChatGPT as Research Agents
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4. Research Agent – Perplexity AI & ChatGPT
— God of Prompt (@godofprompt) 17 février 2025
→ Analyzes trends & competitor strategies
→ Summarizes research reports
→ Finds actionable business insights
Perplexity AI = AI-powered research assistant.
ChatGPT = Instant market insights without endless Googling. pic.twitter.com/boMziHW9al4. Research Agent – Perplexity AI & ChatGPT → Analyzes trends & competitor strategies
→ Summarizes research reports
→ Finds actionable business insights Perplexity AI = AI-powered research assistant. ChatGPT = Instant market insights without endless Googling. -
AI Customer Support Agents: Forethought and Zowie Capabilities
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3. Customer Support Agent – Forethought & Zowie → Instantly answers FAQs & troubleshooting requests
→ Automates support tickets
→ Escalates complex issues to human reps Forethought = AI that understands customer intent and solves issues. Zowie = Automates over 70% of -
AI Sales Agents for Lead Qualification and Email Automation
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2. Sales Agent – Regie AI & Humantic AI
— God of Prompt (@godofprompt) 17 février 2025
→ Writes personalized cold emails
→ Qualifies leads and follows up
→ Books meetings with high-intent buyers
Regie AI automates outbound sales.
Humantic AI analyzes buyer psychology to increase conversions. pic.twitter.com/qIisU1e4gA2. Sales Agent – Regie AI & Humantic AI → Writes personalized cold emails
→ Qualifies leads and follows up
→ Books meetings with high-intent buyers Regie AI automates outbound sales. Humantic AI analyzes buyer psychology to increase conversions.