24 articles

📰 Dev.to · marcosomma

Articles from Dev.to · marcosomma · 24 articles · Updated every 3 hours · View all reads

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Intelligence, Farming, and Why AI Is Still Mostly in Its Tool Phase
Dev.to · marcosomma 3w ago
Intelligence, Farming, and Why AI Is Still Mostly in Its Tool Phase
People usually talk about intelligence as if it starts with language, tools, or raw brainpower. I do...
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The Old Seniority Definition Is Collapsing
Dev.to · marcosomma 1mo ago
The Old Seniority Definition Is Collapsing
For a long time, “senior developer” was a fairly consistent signal. You expected someone who could...
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How to Design Two Practical Orchestration Loops for LLM Agents
Dev.to · marcosomma 4mo ago
How to Design Two Practical Orchestration Loops for LLM Agents
Building a useful AI assistant is no longer about a single clever prompt. Once you have tools,...
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Binary weighted evaluations...how to
Dev.to · marcosomma 4mo ago
Binary weighted evaluations...how to
Evaluating LLM agents is messy. You cannot rely on perfect determinism, you cannot just assert...
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🧠LLMs As Sensors
Dev.to · marcosomma 4mo ago
🧠LLMs As Sensors
Why OrKa 0.9.10 Wraps GenAI Inside Deterministic Systems I will start bluntly. I like generative...
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🧠Maybe I Just Do Not Get It!
Dev.to · marcosomma 4mo ago
🧠Maybe I Just Do Not Get It!
I have been working with AI for a while now. Not as a tourist. Not as a weekend hacker. Deep in it....
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🧠Introducing OrKa Cloud API
Dev.to · marcosomma 5mo ago
🧠Introducing OrKa Cloud API
When One AI Agent Isn't Enough Imagine you're building a research assistant. You ask your...
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🧠Building AI Beyond the Hype
Dev.to · marcosomma 6mo ago
🧠Building AI Beyond the Hype
Introduction Believing in a theory that runs against the dominant paradigm is never easy....
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🧠Loop of Truth: From Loose Tricks to Structured Reasoning
Dev.to · marcosomma 7mo ago
🧠Loop of Truth: From Loose Tricks to Structured Reasoning
The myth of "new" ideas AI research has a short memory. Every few months, we get a new buzzword:...
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🧠From 77% to 92%: How Orka-Reasoning Turns GPT-oss:20B Into a Math Reasoning Powerhouse
Dev.to · marcosomma 7mo ago
🧠From 77% to 92%: How Orka-Reasoning Turns GPT-oss:20B Into a Math Reasoning Powerhouse
Local Model, Big Results Everyone assumes you need GPT‑4 or Claude 3 to hit...
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💻The HTML of AI: Why Prompting Isn't Enough!
Dev.to · marcosomma 7mo ago
💻The HTML of AI: Why Prompting Isn't Enough!
🚀 In the late 90s I felt like a wizard. I had discovered HTML. I could open Notepad, type a few...
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🧠Can AI Learn to Care?
Dev.to · marcosomma 7mo ago
🧠Can AI Learn to Care?
How OrKa’s Maternal-Inspired Workflows Echo Geoffrey Hinton’s Call for "Maternal Instinct" in...
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🧠OrKa onboarding: example suite, guided tour, and trace replay
Dev.to · marcosomma 8mo ago
🧠OrKa onboarding: example suite, guided tour, and trace replay
Engineers do not need more hype. We need runnable flows, visible state, and contracts that survive...
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🧠Building neuro-symbolic AI Alone... Help is welcome
Dev.to · marcosomma 8mo ago
🧠Building neuro-symbolic AI Alone... Help is welcome
Hi DEV, I'm Marco. Four months ago I started building OrKa, a modular, YAML-defined orchestration...
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🧠 I Didn't Know Where It Was Going. I Just Kept Going.
Dev.to · marcosomma 8mo ago
🧠 I Didn't Know Where It Was Going. I Just Kept Going.
I didn’t build orka-reasoning with a final goal in mind. There was no pitch deck. No spec. No clean...
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💻The Flat World of AI Apps
Dev.to · marcosomma 8mo ago
💻The Flat World of AI Apps
Two years into the greatest hype wave in tech history, and what do we have to show for...
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🧠 Local, Trustable and Explainable AI. Not a dream!
Dev.to · marcosomma 8mo ago
🧠 Local, Trustable and Explainable AI. Not a dream!
Look At real inspectable Memory with TTL orka-reasoning pypi Design your...
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🧠 When a System Notices Itself
Dev.to · marcosomma 8mo ago
🧠 When a System Notices Itself
I didn’t expect it to happen. I built OrKa, a modular framework for orchestrating reasoning...
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🔥 De‑constructing Cognition and Why LLMs Can’t Replicate It
Dev.to · marcosomma 8mo ago
🔥 De‑constructing Cognition and Why LLMs Can’t Replicate It
“Cognition is what the brain does; prediction is only one small part of it.” A Winding...
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🔥 Compression vs. Cognition: Why Simulated Thought Is Not Real Thinking
Dev.to · marcosomma 9mo ago
🔥 Compression vs. Cognition: Why Simulated Thought Is Not Real Thinking
The Mirage of AI Intelligence A few years ago, I found myself mesmerized by the sudden...
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🧠 How DeepSeek-R1 Transformed AI Reasoning Economics
Dev.to · marcosomma 9mo ago
🧠 How DeepSeek-R1 Transformed AI Reasoning Economics
A comprehensive analysis of Society of Mind principles in action through local model deployment ...
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🧠 How AI Agents Learned to Agree Through Structured Debate
Dev.to · marcosomma 9mo ago
🧠 How AI Agents Learned to Agree Through Structured Debate
A close look at how the Orka reasoning stack enabled multi agent convergence ...
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🧠 OrKa run locally
Dev.to · marcosomma 11mo ago
🧠 OrKa run locally
🧠 What if debugging AI reasoning was as simple as watching it think? That’s what OrKa 0.4.0...
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🧠 Orka: A Manifesto for transparent Intelligence
Dev.to · marcosomma 11mo ago
🧠 Orka: A Manifesto for transparent Intelligence
⚠️ The Problem: AI Workflows Are Broken Let’s be honest. Most AI projects right now are...
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