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How I Built an Autonomous Dataset Generator with CrewAI + Ollama (72-hour run, 1,065 entries)

Bernabé Puente Moure5d ago • 8 min read

How I Built an Autonomous Dataset Generator with CrewAI + Ollama (72-hour run, 1,065 entries)

Background I needed high-quality instruction datasets for fine-tuning local LLMs, but...

#ai#automation#llm#machinelearning

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Things You're Overengineering in Your AI Agent (The LLM Already Handles Them)

Serhii Panchyshyn5d ago • 6 min read

Things You're Overengineering in Your AI Agent (The LLM Already Handles Them)

Teams overengineer routing, memory, guardrails, and error handling. The LLM already handles most of ...

#ai#llm#javascript#production

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TraceMind v2 — I added hallucination detection and A/B testing to my open-source LLM eval platform

Aayush kumarsingh6d ago • 2 min read

TraceMind v2 — I added hallucination detection and A/B testing to my open-source LLM eval platform

What changed since v1 When I posted the first version of TraceMind, I got one clear piece...

#python#llmops#opensource#llm

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The Mental Framework for Unlocking Agentic Workflows

Basti Ortiz1d ago • 11 min read

The Mental Framework for Unlocking Agentic Workflows

Long-running agentic workflows will inevitably hit a context wall: the context window fills, compact...

#ai#agents#llm#claude

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Michael Trifonov1d ago • 9 min read

I thought I had a bug

The AI I've been building was showing action buttons with labels like "Fight Goatman" attached to an...

#ai#llm#agents#discuss

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I Was Paying Anthropic to Read CSS Class Names

Aral Roca3d ago • 8 min read

I Was Paying Anthropic to Read CSS Class Names

I burned through 176 million Anthropic tokens last Wednesday. You can see the spike in the screensho...

#markdown#webdev#llm#ai

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What Figma's MCP actually sends to your LLM

Rita5d ago • 4 min read

What Figma's MCP actually sends to your LLM

I got tasked with connecting Figma to our UI Kit via MCP. Starting with just documentation, it look...

#ai#llm#mcp#claudecode

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I built a local memory layer for LLM agents – here's why and how

Yevhenii3d ago • 2 min read

I built a local memory layer for LLM agents – here's why and how

Hi, LLM agents are brilliant in the moment and amnesiac by design. You explain your stack, your...

#ai#llm#opensource#mnemostroma

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Chatlectify: turn your chat history into a writing style your LLM can reuse

Aditya Tiwari10h ago • 1 min read

Chatlectify: turn your chat history into a writing style your LLM can reuse

Two years of daily Claude + ChatGPT. They've seen probably a million tokens of my writing. Every...

#ai#llm#showdev#writing

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How to Reduce LLM Token Usage Without Losing Context

Memorylake AI5d ago • 4 min read

How to Reduce LLM Token Usage Without Losing Context

There’s a quiet panic happening in every serious AI engineering team today. It usually starts with.....

#ai#architecture#llm#performance

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Why Agent Frameworks End Up As SDK Wrappers - And How To Overcome It

Miodrag Vilotijević4d ago • 4 min read

Why Agent Frameworks End Up As SDK Wrappers - And How To Overcome It

Today, most frameworks for building AI agents are missing something fundamental. If you look closely...

#llm#ai#agents#javascript

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I ran 5 social engineering attacks on AI. The failure modes are human.

Michael Trifonov5d ago • 2 min read

I ran 5 social engineering attacks on AI. The failure modes are human.

For the last year, everyone has been trying to patch LLM jailbreaks like they are buffer overflows.....

#ai#llm#alignment#security

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From Form Response to Figma Wireframe: MCP Orchestration in Practice

Lovanaut 6d ago • 6 min read

From Form Response to Figma Wireframe: MCP Orchestration in Practice

My previous Dev.to post described MCP cross-service orchestration in general terms -- how form...

#automation#design#llm#mcp

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From 66% to 96%: How I Fixed a Drive-Thru Voice Agent Before It Took a Single Real Call

Jay5d ago • 4 min read

From 66% to 96%: How I Fixed a Drive-Thru Voice Agent Before It Took a Single Real Call

I've been building voice agents for a while. The hardest part isn't the STT or TTS layer. It's this...

#ai#llm#agents#voiceai

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Running LLM Classification After the Response: Next.js after() + OpenRouter at $0.0002 per Call

Lovanaut 3d ago • 8 min read

Running LLM Classification After the Response: Next.js after() + OpenRouter at $0.0002 per Call

Platform: DEV.to (also cross-posted to Hashnode with canonical_url set to the DEV URL) Language:...

#ai#llm#nextjs#webdev

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RAG From First Principles: Why Every AI App Retrieves Before It Generates

klement Gunndu4d ago • 7 min read

RAG From First Principles: Why Every AI App Retrieves Before It Generates

RAG explained from the ground up — the problem it solves, how it evolved from keyword search to agen...

#ai#rag#llm#machinelearning

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🏗️ 📐 Harness Engineering: The Emerging Discipline of Making AI Agents Reliable 🤖

Truong Phung5d ago • 20 min read

🏗️ 📐 Harness Engineering: The Emerging Discipline of Making AI Agents Reliable 🤖

A comprehensive guide to the practice of shaping the environment around AI agents so they can work.....

#ai#agents#llm#programming

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Stop Vibe-Checking Your AI App: A Practical Guide to Evals

Jan tenPas IV2d ago • 11 min read

Stop Vibe-Checking Your AI App: A Practical Guide to Evals

Most AI demos look great on Friday afternoon. You try five prompts. The model answers smoothly. The...

#ai#llm#softwareengineering#testing

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Aprenda avaliar a qualidade do seu agente de AI, RAG e LLM

Airton Lira junior20h ago • 22 min read

Aprenda avaliar a qualidade do seu agente de AI, RAG e LLM

Introdução Exatamente hoje 19/04/2025 eu venho acompanhando ou pelo menos tentando...

#ai#llm#agentskills#qa

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The Skills Team1d ago • 5 min read

An Hour Down Claude Code's Memory Hole

TL;DR: Claude Code ships an auto-memory feature on by default. It eats roughly 47% of every system.....

#claude#ai#agents#llm

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Designing Agentic AI: From Simple Prompts to Autonomous Loops

Karan Kumar6d ago • 4 min read

Designing Agentic AI: From Simple Prompts to Autonomous Loops

Your LLM agent is stuck in an infinite loop. It’s calling the same API tool repeatedly, burning...

#agents#ai#llm#systemdesign

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The 5 Levels of RAG Maturity: How to Know When Your RAG Is Actually Production-Ready

Oluwafemi Adedayo5d ago • 8 min read

The 5 Levels of RAG Maturity: How to Know When Your RAG Is Actually Production-Ready

I've watched a lot of RAG projects ship in the last eighteen months. They all follow the same...

#rag#llm#ai#tutorial

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How we built a deterministic AI classifier on top of a non-deterministic LLM

Pavel Gajvoronski4d ago • 5 min read

How we built a deterministic AI classifier on top of a non-deterministic LLM

Hook We needed to classify AI systems under the EU AI Act — a legal framework where the...

#ai#llm#typescript#mcp

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I Built a Voice AI GMAT Tutor with Long-Term Memory in 6 Weeks — Here's the Full Stack

Pavel GajvoronskiApr 13, 2026 • 5 min read

I Built a Voice AI GMAT Tutor with Long-Term Memory in 6 Weeks — Here's the Full Stack

samiwise.app — live now GMAT prep tutors charge $150–200 per hour. For a 3-month prep period,...

#ai#nextjs#llm#webdev

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