The coordinator never touches the repo
operating / agent workflow
Sprint work is split into plan, build, and review dispatches, and the orchestrating session is structurally barred from editing deliverables. The bar is the point.
kotona.app
Operated projects and reusable system notes
Field notes on data platforms, declarative infrastructure, contract-first systems, and agent-assisted engineering.
Projects explain what exists and what is currently true. Notes preserve decisions, boundaries, failures, and evidence worth reusing.
Start here
Ranked by how densely a note connects to the rest of the corpus, not by publish date.
Judge agents by the next prompt
operating / agent workflow
New agents carry more work from intent to evidence, but that changes rather than removes the supervision problem. The next prompt reveals whether the result needs repair or is ready to extend.
A field guide to assurance-managed AI development
synthesis / software assurance
A maintained reading map in two tiers -- established sources for intent, assurance arguments, verification, authority, provenance, runtime evidence, and resilience, then a short dated watch list for the composition question that is still open.
The aftertaste of resolution
operating / agent workflow
Conversational refinement produces the feeling of having thought clearly, which is not the same thing as having thought clearly. The fix was not discipline. It was writing the stop rule into the counterpart.
Projects
All projectsVuoro: governed work without a cockpit-shaped monolith
Published and in active use
A working family of sprint, queue, dispatch, knowledge, audit, and cockpit tools is becoming one served composition layer without giving up explicit state ownership or machine-local execution.
Turning household analytics into an operating platform
Active household operating platform
Homelab AnalyticsThe household data and decision platform that owns long-lived semantics, scenarios, policies, and approvals. keeps household reporting, planning, simulation, policy, trust, and agent-facing retrieval in one semantic model. Home Assistant is the device-facing partner, not the system of record for household reasoning.
Running a homelab cluster as a Git repository, not as muscle memory
Active operations repo
AppserviceThe private GitOps repository that holds desired state, recovery rules, and operational evidence for the cluster. is the operations repository for a Talos-based Kubernetes cluster. Reconciliation, encrypted secrets, recovery gates, upgrades, and incident evidence live with the desired state instead of in operator memory.
Recent notes
All notesThe wallpaper is a build artifact
creative tooling
A 48-second generated loop stays out of Git, and ~21 MiB of tracked source, manifests and receipts identify ~2.2 GiB of untracked media and verify any retained or reconstructed copy. That buys identity, not availability or reproducibility — the gates taught the rest.
What 107 isolated completions did not show
model evaluation
A small isolated-completion pilot asked whether a model can report influences on its own output. External-reconstruction controls qualitatively reproduced the effects, so the useful residue was operational, not introspective.
Authority must travel with the action
agent workflow
Direct agent operation removes a universal deployment handoff, so authority, evidence, and reconciliation must bind to each consequential action instead of to its location.
A personal knowledge system that happens to render as a website
agent workflow
Chronology is one projection of this site's notes, not the structure underneath them. The corpus is the artifact of record; pages, feeds, and prompts built from it are derived realizations that should stay regenerable rather than independently maintained.
The candidate produced somewhere else
career
Senior specs in Finnish regulated reporting bundle proxies for someone else's apprenticeship system; the newest slice, auditable AI automation, has no such system yet, so the working hypothesis is to form it in place rather than wait for it to appear in a listing.