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Embeddings Aren’t Magic: The Predictable Failure Modes of RAG Retrieval

. Scene 1: A RAG system over a few hundred pages of policy documents goes live for a small team. The first thing that impresses

Editor Editor 66 Min Read

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Hermes Agent Ships Tool Search for MCP: Anthropic Evals Show 49% to 74% Accuracy Gain on Opus 4

Nous Research’s open-source Hermes Agent now ships a Tool Search feature. It

How to Use AgentTrove: Streaming 1.7M Agentic Traces and Building a Clean ShareGPT SFT Dataset in Python

def is_success(row): res = (row.get("result") or "").lower() if res in ("resolved", "success",

NVIDIA Introduces X-Token: Projection-Guided Cross-Tokenizer KD That Outperforms GOLD by +3.82 Average Points on Llama-3.2-1B

Knowledge distillation (KD) transfers “dark knowledge” from a large teacher model to

StepFun Releases Step 3.7 Flash: A 198B MoE Vision-Language Model for Coding Agents and Search Workflows

StepFun today released Step 3.7 Flash, a multimodal Mixture-of-Experts model targeting agentic

Baseline Enterprise RAG, From PDF to Highlighted Answer

fastest way to understand what RAG is is to build the smallest

RAG Is Burning Money — I Built a Cost Control Layer to Fix It

TL;DR a full working implementation in pure Python, along with benchmark results

Why Gradient Descent Became Stochastic

, we are going to discuss not only how but also why

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