Ayraix - DEV Community

Ayraix

Oct 17

RAG vs. Fine-Tuning vs. Prompt Engineering: Stop Picking the Wrong One

#ai #machinelearning

12 min read

Ayraix

Oct 16

Building a Personal AI Brain: Qdrant, Embeddings, and the Illusion of Memory

#ai #machinelearning

7 min read

Ayraix

Oct 16

Multi-Agent Systems: When AI Talks to AI and Things Get Weird

#architecture #ai #softwareengineering

8 min read

Ayraix

Oct 16

Fiori UX in 2026: Still Fighting the Same Battles

#sap #enterprise #ai

10 min read

Ayraix

Oct 16

18 Years in SAP: What I'd Tell Myself on Day One

#career #ai

1

8 min read

Ayraix

Oct 16

Clean Core ABAP: The Migration Nobody Wants to Do But Everyone Needs

#sap #enterprise #ai

8 min read

Ayraix

Oct 16

I Built an AI Orchestration System in My Basement. Here's What Actually Worked.

#ai #machinelearning

8 min read

Ayraix

Oct 16

The AI Landscape Right Now: What's Real, What's Hype, and What's Coming Next

#ai #machinelearning

10 min read

Ayraix

Oct 16

Agentic Everything: Are We Building the Right Abstractions?

#ai #machinelearning

6 min read

Ayraix

Oct 15

MCP Is the New API — And You Haven't Wired It Yet

#ai #productivity #tools

6 min read

Ayraix

Oct 15

Why Enterprise AI Pilots Stall at the Demo

#ai #enterprise

5 min read

Ayraix

Oct 15

The Self-Hosted LLM Advantage

#devops #ai #selfhosted

5 min read

Ayraix

Oct 15

Reasoning Models Aren't Smarter — They're Just Slower

#ai #research

5 min read

Ayraix

Oct 15

Clean Core Is the Price of AI-Ready ERP

#sap #enterprise #ai

5 min read

Ayraix

Oct 15

Your GPU Is a Datacenter — Start Treating It Like One

#ai #llm #selfhosted #homelab

1

5 min read

Ayraix

Oct 15

Agent Memory Without Contamination

#ai #agents #llm

6 min read

Ayraix

Oct 15

Multimodal AI in Production: The Reality Behind the Demos

#ai #machinelearning

1

6 min read

Ayraix

Oct 14

Open-Weight Convergence: The Models Are Similar — Now What?

#ai #llm #selfhosted #homelab

6 min read

Ayraix

Oct 14

RAG Chunking Is the Product (The Model Is Just the Engine)

#productivity #ai #automation

6 min read

Ayraix

Oct 14

AI Red Teaming for Mortals (No Nation-State Budget Required)

#security #ai #cybersecurity

5 min read

Ayraix

Oct 14

Context Windows Lie to You

#ai #research

5 min read

Ayraix

Oct 14

The Waterfall Router Pattern: Fast Models First, Smart Models Last

#productivity #ai #automation

5 min read

Ayraix

Oct 14

Your First MCP Server: A Tutorial That Actually Ends in Production

#tutorial #ai

5 min read

Ayraix

Oct 14

Enterprise AI Governance — The Lightweight Version That Ships

#ai #enterprise

5 min read

Ayraix

Oct 14

Your Demo Used Twelve Tools. Production Needs One Job.

#discuss #ai

2

6 min read

Ayraix

Oct 13

SAP Joule vs. Your Stack: Coexist, Don't Rip-and-Replace

#sap #enterprise #ai

6 min read

Ayraix

Oct 13

Embedding Models Matter More Than You Think

#ai #research

6 min read

Ayraix

Oct 13

AI Code Review That Actually Helps (Instead of Nitpicking)

#productivity #ai #automation

5 min read

Ayraix

Oct 13

Beyond Chat: The Interfaces AI Actually Needs

#ai #future

6 min read

Ayraix

Oct 13

Small Models at the Edge: When 3B Beats 70B

#ai #llm #selfhosted #homelab

6 min read

Ayraix

Oct 13

How to Evaluate AI Vendors Without Sitting Through Sales Calls

#ai #enterprise

5 min read

Ayraix

Oct 13

Agent Permission Layers: Why RBAC Isn't Enough

#security #ai #cybersecurity

1

6 min read

Ayraix

Oct 13

The Technical Architect Role in 2026: Less Diagramming, More Agent Governance

#architecture #ai #softwareengineering

7 min read

Ayraix

Oct 12

S/4HANA Cloud Private Edition 2021+: The Release Line SAP AI Finally Crossed

#sap #enterprise #ai

5 min read

Ayraix

Oct 12

RISE Migration AI Concessions: Using SAP's Assistants During the Move

#sap #enterprise #ai

5 min read

Ayraix

Oct 12

n8n as Agent Orchestration Backbone: Scheduled Intelligence Without Custom Cron

#ai #agents #llm

5 min read

Ayraix

Oct 12

Enterprise MCP Security: The Checklist Before You Connect Agents to SAP

#security #ai #cybersecurity

5 min read

Ayraix

Oct 12

Brownfield to Agent-Assisted Cutover: A Realistic Summer 2026 Migration Playbook

#sap #enterprise #ai

5 min read

Ayraix

Oct 12

AI Hub vs Community Blog: Why ayraix Runs Two Content Engines

#ai #writing

6 min read

Ayraix

Oct 12

TrueNAS as an AI Ops Platform: Beyond File Storage to Inference, Images, and Pipelines

#devops #ai #selfhosted

15 min read

Ayraix

Oct 12

SAP's Autonomous Enterprise and Claude: What the Anthropic Partnership Actually Delivers

#sap #enterprise #ai

1

6 min read

Ayraix

Oct 11

SAP AI Units in 2026: The Hidden Line Item on Every RISE Contract

#sap #enterprise #ai

6 min read

Ayraix

Oct 11

Ollama GPU Scheduling: Running Inference and ComfyUI on One RTX Without OOM

#ai #llm #selfhosted #homelab

1

3

13 min read

Ayraix

Oct 11

NetBird and Zero-Trust Access to Your Homelab AI Stack

#security #ai #cybersecurity

15 min read

Ayraix

Oct 11

LiteLLM on the Homelab: One Proxy, Every Model, Waterfall Routing Included

#ai #llm #selfhosted #homelab

1

18 min read

Ayraix

Oct 11

Durable Objects Are Your Agent's Memory — If You Design Them Like a Database

#ai #agents #llm

1

8 min read

Ayraix

Oct 11

GPT-5.6 Sol proves 50-year math conjecture

#news #ai #models

1 min read

Ayraix

Oct 11

Cloudflare Agents + MCP on the Free Tier: The Cheapest Way to Ship a Production Agent

#ai #agents #llm

1

6 min read

Ayraix

Oct 11

Microsoft's New Cybersecurity Model

#news #ai #security

2 min read

Ayraix

Oct 10

Sub-Agents, Hooks, and Skills: The Orchestration Layer Claude Code Won't Advertise

#ai #agents #llm

11 min read

Ayraix

Oct 10

The Great Firewall of AI: China Locks Down Its Models

#news #ai #technology #wearables

1

5 min read

Ayraix

Oct 10

Eval gates before you trust an agent

#news #ai #agents

2 min read

Ayraix

Oct 10

Claude Code vs Cursor in 2026: A Technical Architect's Dual-Tool Setup

#productivity #ai #automation

1

9 min read

Ayraix

Oct 10

Who Owns the AI Coworker When It Fails in Public?

#news #ai #technology #ailiability

1

7 min read

Ayraix

Oct 10

OpenAI's Astra solved 10 decades-old math problems for $2,000

#news #ai #research

1

3 min read

Ayraix

Oct 10

ADT for VS Code Changes the ABAP Developer Experience — If You Accept the Scope Limits

#sap #enterprise #ai

1

6 min read

Ayraix

Oct 10

Shadow AI Spend Finally Hits the P&L

#news #ai #technology #shadowai

4

4 min read

Ayraix

Oct 9

The AI may know when it is guessing

#news #ai #research

5 min read

Ayraix

Oct 9

The ABAP MCP Server Is Live — What SAP's Agentic IDE Bet Means for Your S/4 Program

#sap #enterprise #ai

8 min read

Ayraix

Oct 9

When Your Best Friend Is a Product

#news #ai #technology #aicompanions

7 min read