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Build ๐Ÿ—๏ธ, Ship ๐Ÿšข, and Share ๐Ÿš€

For AI engineers and leaders who are serious about understanding the concepts and the code.

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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ AWS Agent Squad

COMING UP THIS WEEK Reinforcement Learning with Verifiable Rewards Join us for Reinforcement Learning with Verifiable Rewards. This new standard of RL is worth understanding today as an AI Engineer or LLM Engineering Practitioner. This session will get you up to speed on what makes RLVR different than previous methods we've studied before on our channel including RLHF, RLAIF, DPO, and others. We'll compare and contrast RLVR and GRPO (popularized by DeepSeek-R1) and build, ship, and share some...
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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ gpt-oss

COMING UP THIS WEEK AWS Agent Squad Join us as we dig into AWSโ€™s open-source Agent Squadโ€”a multi-agent orchestration framework that routes requests via a global โ€œClassifierโ€ while preserving conversation context. Weโ€™ll demo how it plugs into AWS-native tools compare it with other popular frameworks. Featuring AWSโ€™s Milan McGraw and Aravind Subramanian, this session is ideal for engineers and AI leaders choosing their next agent stack REGISTER EVENT RECAPS gpt-oss Last week, we checked out...
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Context Engineering for Agents

An Introduction to Context Engineering According to @dexhorthy, "everything that makes agents good is context engineering." Check out his talk from the AI Engineer World's Fair from June 3, 2025. Image Credit: Dex Horthy We agree. You shall know a word by the company it keeps. ~ John Firth, A Synopsis of Linguistic Theory (1957) Today, we might say: You shall know an LLM application (or agent) by the context it keeps ~ AI Makerspace We were pumped to see Dex - the man who coined the phrase -...
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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ Arcee AI's AFM-4.5B & Typedef's Fenic

COMING UP THIS WEEK gpt-oss: The Frontier of Open-Weight Reasoning Models OpenAI just dropped gpt-oss, their first open-weight LLM since GPT-2. In this session, we'll unpack whatโ€™s inside the 120B and 20B variants: agent-friendly tool use and CoT strengths, long-context (128k), MoE FFNs, GQA, the SFT+RL training pipeline, and the safety work behind the release (including the new risk-assessment paper). Weโ€™ll also cover the tokenizer/prompting stack (o200k_harmony + harmony format), compare...
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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ Guardrails AI

EVENT RECAP Guardrails Last week, we were joined by the co-founders of Guardrails AI to unpack guardrails for LLM applications: what they are, why they are important, and how to thread them through the AI lifecycle. Guided by the AI Guardrails Index, we explored techniques to handle jailbreak protection, PII stripping, and hallucination suppression. ๐Ÿง‘๐Ÿซ Slides ๐Ÿง‘๐Ÿ’ป Code ๐ŸŽฅ Recording COMING UP THIS WEEK AFM: Arcee Foundation Model Arcee AI just dropped AFM-4.5Bโ€”another Small Language Model (SLM)...
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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ Context Engineering

Two years ago, AI Makerspace opened its digital doors with a bold vision: to build the world's leading community for people who want to build, ship, and share production-grade LLM applications. Today, that spark has erupted into a global learning community that is shipping and sharing prototypes on a daily basis. In just 24 months, weโ€™ve launched 13 cohorts, served over 450 students, of which 137 are now certified AI engineers. Keep building, shipping, and sharing with us, like legends ๐Ÿ—๐Ÿšข๐Ÿš€....
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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ Deep Research: The API

EVENT RECAP Deep Research: The API Last week, we dove into Deep Research through the API and built Circle of Mages ๐Ÿง™โ™‚๏ธ: A multi-agent AI research system that leverages both PhD-level and Masters-level AI agents to conduct comprehensive industry surveys and synthesize findings into academic survey papers. ๐Ÿง‘๐Ÿซ Slides ๐Ÿง‘๐Ÿ’ป Code ๐ŸŽฅ Recording COMING UP THIS WEEK Context Engineering Prompt engineering was only the warm-upโ€”Context Engineering is now the main event. In this session, weโ€™ll show why...
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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ Large Reasoning Models: The Illusion of Thinking

EVENT RECAP ๐Ÿง  The Illusion of Thinking Last week, we examined The Illusion of Thinking, which argues that scaling up test-time compute does not work on problems of extremely high complexity. The response paper by Claude Opus, et al. "The Illusion of The Illusion of Thinking" argues the paper was contrived and poorly designed. Who is right, and wait, do LLMs think or not?? ๐Ÿง‘๐Ÿซ Slides ๐ŸŽฅ Recording COMING UP THIS WEEK Deep Research: The API OpenAI has officially released Deep Research through the...
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๐Ÿ—๏ธ ๐Ÿšข ๐Ÿš€ LLamaIndex Agent Memory with Laura "The Legend"

EVENT RECAP ๐Ÿฆ™ LlamaIndex Agent Memory: From Short-Term Storage to Intelligent Retention Last week, LlamaIndex DevRel Tuana ร‡elik and our very own Laura "The Legend" Funderburk explored in depth what it means to enable memory for agents, memory types ๐Ÿง‘๐Ÿซ Slides ๐ŸŽฅ Recording COMING UP THIS WEEK ๐Ÿง  Large Reasoning Models: The Illusion of Thinking On Wednesday July 2, we'll dive into the great โ€œreasoning vs. mirageโ€ debate as we put two headline-grabbing 2025 papersโ€”Shojaee et al.โ€™s โ€œThe Illusion of...
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