marcosomma articles - 56 total
🧠I Built a Support Triage Module to Prove OrKa’s Plugin Agents
A branch-only experiment that stress-tests custom agent registration, trust boundaries, and...
🧠Impostor Syndrome Workflow.
I Built a Multiagent Workflow to Understand My Impostor Syndrome A dark, dry, self-deprecating field...
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,...
Binary weighted evaluations...how to
Evaluating LLM agents is messy. You cannot rely on perfect determinism, you cannot just assert...
🧠LLMs As Sensors
Why OrKa 0.9.10 Wraps GenAI Inside Deterministic Systems I will start bluntly. I like generative...
🧠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....
🧠Veterinary AI Workflow with OrKa: Specialist Orchestration, Structured JSON Input, and Observable Reasoning
Introduction Modern veterinary medicine often deals with complex clinical cases that...
Reasoning In The Wild: How I Actually Think About Cognition
Cognition, for me, did not start in a lab or a code editor. It started in a field, in the mud,...
Don Quixote Of Orchestration: Building For Problems No One Sees Yet
I think I have a strange "talent" that is both a gift and a curse. I tend to see certain problems...
🧠Deterministic scoring for messy AI agent graphs: what I learned building OrKa v0.9.6
Over the past 8 months I have been quietly building my own cognition layer for AI systems. Not a...
🧠GraphScout plus Plan Validator: from route discovery to gated execution
TLDR: GraphScout explores candidate reasoning paths, Plan Validator grades those plans across...
Six Months Building Open Source: What I Learned, What I Wish I Knew, What I Know Now
OrKa is not a chatbot kit. It is a modular cognitive architecture that executes graphs of purpose...
🧠OrKa docs grew up: a YAML-first reference for Agents, Nodes, and Tools
I rewrote a big slice of OrKa’s documentation after some painfully honest feedback. The summary of...
🧠Introducing OrKa Cloud API
When One AI Agent Isn't Enough Imagine you're building a research assistant. You ask your...
🧠Why OrKa-Reasoning: what orcas can teach us about building smart agent teams 🐋
TL;DR Orcas live in tight family groups, speak with recognizable accents, learn skills from elders,...
OrKa 0.9.4: cleaner logs, full GraphScout paths, ISO timestamps
TLDR: final agent is always logged, GraphScout multi hop paths execute completely, timestamps are ISO...
🧠Building AI Beyond the Hype
Introduction Believing in a theory that runs against the dominant paradigm is never easy....
🧠GraphScout: Self-Discovering Paths in OrKA
Introduction When I first started building OrKA-reasoning, I quickly realized a recurring...
🧠Minsky’s six memory types as Orka preset memory.
I hate cargo-cult “memory.” Shovel everything into a vector DB and call it cognition. No. If you want...
🧠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:...
🧠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...
💻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...
🧠OrKA-Reasoning: How Workflow Execution Really Works
AI today is too often presented as a black box: data goes in, "magic" happens, and an answer comes...
💻MCP: Protocol as Product, Hype as Standard
“Reflection MCP is a f#@$%ng protocol. Why people get so crazy about it? How much is hype and how...
🧠Can AI Learn to Care?
How OrKa’s Maternal-Inspired Workflows Echo Geoffrey Hinton’s Call for "Maternal Instinct" in...
🧠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...
🧠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...
🧠 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...
💻The Flat World of AI Apps
Two years into the greatest hype wave in tech history, and what do we have to show for...
🧠 Local, Trustable and Explainable AI. Not a dream!
Look At real inspectable Memory with TTL orka-reasoning pypi Design your...