Systems, builds & library
Research, prototypes, writing — one shelf.
Threads are open enquiries. Builds are the prototypes and client-ready systems those enquiries produce. Library holds the essays and field notes. Filter or search across the lot.
Builds
Prototypes & systemsObsidian HKE Lite
A lightweight Holonic Knowledge Engine running over an Obsidian vault.
Write-up on request
Knowledge Engine Prototype
A RAG + structured-knowledge engine for organisational documents with permissions and provenance.
Write-up on request
AI Tutor / Lesson Planner
A drafting assistant for teachers, with a narrower source-backed student surface.
Demo available
TTRPG Rules Vault
A retrieval system for tabletop rules with errata, house rules and edge cases.
Write-up on request
Agent Capsule / Filesystem Triggers
Folder-native agents triggered by filesystem events — drop a file in, get a structured response back.
Write-up on request
Graph Wave
A visual exploration tool for knowledge graphs and agent dependencies.
Write-up on request
Vaultling
A small companion that lives next to a knowledge vault and proposes structure changes.
Write-up on request
Civic Memory Node
A knowledge-engine pattern adapted for a small civic organisation.
Write-up on request
AI-Assisted Website Builds
Production websites built with AI tooling and careful human shaping.
Demo available
RPG Fitness App Concept
A fitness app that uses TTRPG mechanics to make habits stick.
Private
Industry Signals
Industry Signals — research threads, papers and field reports feeding the wider LGI enquiry.
Essay · Agentic Workflows
Agents
A practical overview of agents, tool use, planning, workflows, and the design questions that show up when LLMs move from chat into action.
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Video · Agentic Coding
Matt Pocock's Agentic Engineering Workflow
A practitioner walkthrough of agentic software engineering habits and AI-assisted development structure.
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Video · Local AI
Local AI Coding is Finally Good Enough
A signal that local and semi-local coding workflows are becoming plausible for real developer use.
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Video · AI Operating Models
The Production AI Playbook: Deploying Agents at Enterprise Scale
A production-focused view of what agents need beyond a demo: evaluation, observability, data, orchestration, and governance.
Read analysis →