deepagents you can run with a "virtual filesystem" lets do lots of great context engineering tricks, without requiring an actual sandbox environment!
AGENTS
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Packt Publishing Offers Discounted Agentic AI Books
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Incredible limited-time offer from @PacktPublishing on their Agentic AI (and beyond) new and best-selling books — DISCOUNTED now. See this catalog of choices: https://
amzn.to/4cShb0P via @PacktDataML -

AI Agent Blueprint: A Practical Playbook for Building Agentic AI
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The AI Agent Blueprint — A Practical Playbook for Building Agentic Artificial Intelligence — Launch Your First Agent in 30 Days: http://
amzn.to/4qHbpVP -

Building Human-Centered Generative AI Systems with Agents and LLMs for Enterprise
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"Building Business-Ready Generative #AI Systems — Build Human-Centered Generative AI Systems with Context-Aware Agents, Memory, and LLMs for the Enterprise" at http://
amzn.to/3Jdcio5 v/ @PacktDataML Learn:
Implement an AI controller with a conversation AI agent and -

Building Production-Ready AI Agent Systems with LangChain
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30 Agents Every AI Engineer Must Build — Build production-ready agent systems using proven architectures and patterns: http://
amzn.to/41ckg6z v/ @PacktDataML —
What you will learn:
Deploy production-ready agent systems that scale securely and reliably
Use LangChain and -
User Builds Codex Pet With Usage Limit Ring Display
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Got my dog as a Codex pet, but more interestingly got Codex to add the rings to show my Codex limits. Outer ring is 5 hours, inner the weekly one https://t.co/TpkCvj7BdH pic.twitter.com/ypBcdfJZPz
— Peter Gostev (@petergostev) 3 mai 2026Got my dog as a Codex pet, but more interestingly got Codex to add the rings to show my Codex limits. Outer ring is 5 hours, inner the weekly one
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AI Game Agents Use ElevenLabs Voice for Team Radio Comms
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📻 Also added team radio with real radio voices generated by ElevenLabs (not affiliated)
— @levelsio (@levelsio) 3 mai 2026
The AI players also use the team radio when they need you etc and give you their location on the map if they need backup for example https://t.co/WKGf2shIdW pic.twitter.com/7LdowRCxXnAlso added team radio with real radio voices generated by ElevenLabs (not affiliated) The AI players also use the team radio when they need you etc and give you their location on the map if they need backup for example
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GPT-5.5 Pushes Back on Goofy Cover Letter Demo Requests
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Sometimes when I demo AI, I show it turning cover letters into goofy formats (poetry, etc) as an introduction to the idea of AI as translator between forms. For the first time, GPT-5.5 has been trying to get me to tone these requests down so I don’t ruin my chances at the job.
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Building AI Agents With Persistent Memory and Continuous Learning
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This Lex Fridman podcast montage is pure fire
— Terence Leung (@TerenceLeungSF) 3 mai 2026
Sam Altman: “Your whole life should fit in one context window.”
Memory isn’t a feature of an agent.⁰
It is the agent. No more stateless resets. Building agents that actually remember, learn, and evolve.@mvollmer1 @Nicochan33 pic.twitter.com/joTjjwrLmWThis Lex Fridman podcast montage is pure fire Sam Altman: “Your whole life should fit in one context window.”
Memory isn’t a feature of an agent.
It is the agent. No more stateless resets. Building agents that actually remember, learn, and evolve. @mvollmer1 @Nicochan33 -
Sakana Fugu: Multi-Agent Orchestration System as Foundation Model
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Sakana Fugu: A Multi-Agent Orchestration System as a Foundation Model