·2 min read
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.
Abner Shang
尚臻业
Strategy into structure. Structure into results.
Recent
·2 min read
Your Spreadsheet Can't Tell a Fact From a Guess
Ops decisions rot when actuals, estimates, and mocks share a cell with no tag. Provenance on every figure beats a prettier dashboard.
·3 min read
Why Frontier Models Stay Spiky
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.
·4 min read
Can You Fire the Generalist?
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.
·6 min read
Auditability Is Not Logging: What Agent Compliance Will Actually Cost You
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.