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AI Agents Point to a Society of Specialists, Not One AGI · Hanh D. Brown

AI Agents Point to a Society of Specialists, Not One AGI. A language model answers you. An agent goes and does the thing. The moment it can act, and hand work to other agents, the question stops being how clever it is. ai-agents human-in-the-loop prompt-injection cognitive-monoculture agi A language model answers your question. An agent …

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Building Document Structure with Loop Engineering: Recovering a PDF’s Outline from Body Typography for RAG

pipeline needs the document’s table of contents: retrieval scopes by section, and the chunker cuts on heading boundaries instead of mid-sentence. But some documents don’t have one. A paper exported straight from LaTeX has no native outline and no printed contents page, so there is no toc_df for the pipeline to read. The headings are …

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The Real Skill in Building With AI Is Writing the Brief · Hanh D. Brown

The Real Skill in Building With AI Is Writing the Brief. There is a job now where the whole task is describing to a machine what to build, and the person doing it has never written code. The craft did not vanish. It moved. ai-tools clarity context-window product-judgment taste There is a job now where …

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7 Approaches to Reduce Inference Latency in Your LLM Workflows

  Contents# Dealing With Inference Latency# 1. Implementing Model Quantization# 2. Utilizing Key-Value Caching# L3. everaging Speculative Decoding# 4. Transitioning to Continuous Batching# 5. Pruning and Distilling Your Models# 6. Deploying with Optimized Inference Engines# 7. Optimizing Context and Prompt Management# Stacking Optimizations in Practice # Dealing With Inference Latency  As large language models (LLMs) move from research prototypes into production, engineering teams run into …

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How an AI Agent Works at Scale · Hanh D. Brown

One Answer, Fifteen Models: How an AI Agent Works at Scale. Ask a production agent one question and a stopwatch starts. Two seconds. In that window it will run more models than most people think exist in the whole system. ai-agents reliability voice-ai agent-architecture outcome-pricing Ask a production agent one question and a stopwatch starts. …

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Introducing Lyria 3.5 in Google Flow Music

Our newest music generation model, Lyria 3.5, delivers significant advancements across musicality, lyrics, and vocal quality, empowering you to craft richer tracks. We’re rolling it out today in Google Flow Music, where we want to help you create songs you love, with creative control. Here’s what’s new: Improved musicality: Create richer, more complex melodic structures …

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Most of What the Agent Writes Should Be Thrown Away · Hanh D. Brown

Most of What the Agent Writes Should Be Thrown Away. A team built about a hundred versions of one loading spinner and shipped a dozen. The eighty in the bin were not waste. They were the method. prototyping iteration product-decisions engineering-management ai-tools About eighty versions of a single loading spinner went into the bin. The …

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I Replaced a 15-Minute Booking Process with a LangGraph AI Agent

a cleaning company to request a quote for cleaning a couch. They asked about its size and material and requested a picture of it. They also needed my address because travel time varies significantly across the city and therefore affects the price. After receiving the quote for the couch, I asked about apartment cleaning. This …

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Why Your Messy Codebase Is Now a Performance Problem · Hanh D. Brown

Why Your Messy Codebase Is Now a Performance Problem. Tidiness used to be an argument about taste. Now the half finished migration nobody wanted to talk about is quietly setting the speed limit for every tool you bought. technical-debt codebase-hygiene ai-tools migrations engineering-management Watch a new hire on their first week. They open the codebase, …

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Building Voice-Controlled AI Agents – KDnuggets

  Contents# Introduction# Why the Sequential Pattern Doesn’t Work# Streaming Speech-to-Text# Turn Detection: Deciding When the User Is Actually Done# Streaming the Response Into Text-to-Speech# Handling Interruption Without Breaking State# Tool Calling Mid-Conversation# How the Components Actually Connect# Conclusion # Introduction  Most people picture building a voice agent as stitching three things together: speech-to-text (STT), a large language model (LLM), and text-to-speech (TTS). Wire them …

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