rotecodefraktion
Ornith 1.0: When the Model Writes Its Own Scaffold
DeepReinforce trains a coding model that learns its own agent harness. I tested the 9B and 35B locally on an M3 Max. The idea is strong, the benchmarks are self-reported, and the biggest stumbling block sits in the packaging.
Read more ›What an Agent Remembers: LLM Memory between Context Window and Knowledge Graph
Agent memory is an architecture problem, not a toggle. An ordered overview: the cognitive memory functions, why the context window is not memory, RAG through GraphRAG with their real costs, and where n8n hits its native limits.
Where the cloud usually sits
For the finale we place the local agent where Claude or ChatGPT usually sit inside Xcode. Apple showed the local provider slot at WWDC26, and we installed macOS 27 and Xcode 27 on purpose to put it to the test. How far does the borrowed small model get there? Article 13 of the series "A Local Coding Agent with apfel".
n8n Authenticates Against SAP BTP — OAuth Against a CAP Service
The series finale: n8n binds to its own service on SAP BTP with a real OAuth flow. Client Credentials against the xsuaa token endpoint, a CAP service as a SAP-native stand-in, the n8n OAuth2 credential, and a workflow that enriches a ticket with a case ID from BTP.
Local Python on the Mac: Gemma 4, Its Coding Finetune, and a Current Specialist
Multi-Token Prediction for MLX: MTPLX Tested on the M3 Max
Majorana 2: Microsoft's Quantum Bet on an Unproven Particle
Series
All series ›
n8n — Advanced Topics
Deep dives accompanying the "Getting Started with n8n" series: individual topics that go beyond the basics, from LLM memory to advanced workflow patterns.
A Local Coding Agent with apfel
A series on building a coding agent in Swift whose language model runs entirely on your own Mac — from the apfel CLI to integration with Xcode 27.
Getting Started with n8n
A series on n8n as a self-hosted workflow and agent platform — from the first container to a production-ready pipeline with AI classification and SAP integration.
Commentary
All commentary ›
BookBridge
Bidirectional sync between Obsidian and BookStack. Images offline, conflict diff instead of remote wins.