๐๏ธ ๐ข ๐ AWS Agent Squad
4 days agoย โขย 1 min readCOMING 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...
READ POSTContext Engineering for Agents
12 days agoย โขย 3 min readAn 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 -...
READ POST๐๏ธ ๐ข ๐ Arcee AI's AFM-4.5B & Typedef's Fenic
18 days agoย โขย 1 min readCOMING 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 whatโs 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). Weโll also cover the tokenizer/prompting stack (o200k_harmony + harmony format), compare...
READ POST๐๏ธ ๐ข ๐ Guardrails AI
about 1 month agoย โขย 1 min readEVENT 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. ๐ง๐ซ Slides ๐ง๐ป Code ๐ฅ Recording COMING UP THIS WEEK AFM: Arcee Foundation Model Arcee AI just dropped AFM-4.5Bโanother Small Language Model (SLM)...
READ POST๐๏ธ ๐ข ๐ Context Engineering
about 1 month agoย โขย 3 min readTwo 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, weโve launched 13 cohorts, served over 450 students, of which 137 are now certified AI engineers. Keep building, shipping, and sharing with us, like legends ๐๐ข๐....
READ POST๐๏ธ ๐ข ๐ Large Reasoning Models: The Illusion of Thinking
about 2 months agoย โขย 2 min readEVENT RECAP ๐ง 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?? ๐ง๐ซ Slides ๐ฅ Recording COMING UP THIS WEEK Deep Research: The API OpenAI has officially released Deep Research through the...
READ POST๐๏ธ ๐ข ๐ LLamaIndex Agent Memory with Laura "The Legend"
2 months agoย โขย 2 min readEVENT RECAP ๐ฆ LlamaIndex Agent Memory: From Short-Term Storage to Intelligent Retention Last week, LlamaIndex DevRel Tuana รelik and our very own Laura "The Legend" Funderburk explored in depth what it means to enable memory for agents, memory types ๐ง๐ซ Slides ๐ฅ Recording COMING UP THIS WEEK ๐ง Large Reasoning Models: The Illusion of Thinking On Wednesday July 2, we'll dive into the great โreasoning vs. mirageโ debate as we put two headline-grabbing 2025 papersโShojaee et al.โs โThe Illusion of...
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