The Handoff Is a Living Repo
The scarce skill in human and agent collaboration is not managing either side, but structuring ongoing work in a living repository so clearly that either can continue it mid-stride.
尚臻业
Strategy into structure. Structure into results.
The scarce skill in human and agent collaboration is not managing either side, but structuring ongoing work in a living repository so clearly that either can continue it mid-stride.
The durable firm asset is not the model or the harness. It is the hill-climbing loop that turns a rented generalist into a company veteran you can keep.
As models improve, a growing share of enterprise value may move to the systems that let agents act safely, observably, and repeatably in real environments.
For higher-risk agent workflows, pause-resume execution changes the trust model: agents can preserve state, request human approval at the risky step, then...
Eval and observability are moving into the agent runtime. That gives enterprises clearer accountability, but it can also weaken the independent evidence...
Recent
The scarce skill in human and agent collaboration is not managing either side, but structuring ongoing work in a living repository so clearly that either can continue it mid-stride.
Ops decisions rot when actuals, estimates, and mocks share a cell with no tag. Provenance on every figure beats a prettier dashboard.
Frontier models stay spiky because useful work is contextual and counterfactual paths are ungradable. Post-training quality is a grader problem, not a pretraining-size problem.
The durable firm asset is not the model or the harness. It is the hill-climbing loop that turns a rented generalist into a company veteran you can keep.
Agent safety is turning into a compliance surface. Recording what an agent did is cheap. Proving what it could not do is the expensive part.