Thoughts
Short notes, fragments, and pieces published elsewhere.
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Routing model choice by surface
· spine.argonode.studio
How we use Opus, Sonnet, and Haiku in one product. The shipping question is not "can we use Opus?" - it is "where does Opus actually pay ...
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Why a novel deserves a git log
· spine.argonode.studio
A literary critic's mental model and a senior engineer's mental model are the same shape. Spine makes that shape visible.
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On agents bidding on tenders
· x.com
A thread on Agenlon - the orchestration layer I'm exploring where specialised agents bid for work in a competitive marketplace, with repu...
Recent projects
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Ody
Ody is Rodyr's flagship product - the skills runtime for AI-native companies. It observes how a team actually works, distills the stable patterns into versioned, agent-callable skills with an evidence trail, and serves the same artifact three ways - an MCP tool any agent invokes, a CLI any human runs, and a procedure any new hire follows.
Visit Ody -
Reach
Open-source AI voice-calling platform - real-time speech-to-speech agents bridging telephony to frontier models, multi-tenant with bring-your-own-keys, vertical-agnostic. Deployed as Areef, a multilingual inbound calling layer for an exhibition-space operator, handling enquiries and qualifying leads.
Visit Reach -
DraftProse
A writing studio that carries a manuscript's operational weight - a hierarchical binder, a distraction-free editor, and quiet AI surfaces - without flattening the author's voice. The earlier-draft companion to Spine, under Argonode Studio.
Visit DraftProse
Quick profile
I've been building things between hardware and software for the last 8 years. The first few were spent designing embedded systems, building an electric supercar, retrofitting classic sports cars, and developing futuristic HMIs. These days I'm more focused on interfacing with knowledge in all its forms, especially through AI - building Ody, a knowledge runtime for teams; and Spine, an IDE for literary editors and publishing houses. Every so often, external consulting for Applied AI and rapid prototyping.