Featured note
A capable model is not an accountable system
Why execution, delegation, verification, and the final completion decision belong inside one observable harness.
Open research overviewNotes, not noise.
Working theses, research directions, and product decisions from inside the lab. Clear status labels; no invented certainty.
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All notes
Ideas under
active pressure.
Short, status-labelled writing from research and product work while the questions are still alive.
Research
Compaction is a trust-boundary problem
Not every token is equally replaceable. System rules and live evidence need different treatment from stale narration.
Working note ↗Product
Building Orchentra: one accountable coding run
Repository inspection, bounded delegation, real checks, browser work, and evidence-gated completion in one model-aware harness.
Working note ↗Design note
One proof standard, provider-specific execution
Prompt structure, edit behavior, tools, and continuation can adapt to a model family without changing what complete means.
Working note ↗Research
What evidence should survive a long coding run?
A working model for keeping fresh checks and trust-boundary instructions available while compacting replaceable context.
Working note ↗Principles
Boundaries before autonomy
Delegation becomes useful when scope, budget, state, and the return contract stay explicit throughout the parent run.
Working note ↗