Where is the boundary?
Name the files, systems, and decisions the agent may touch. “The codebase” is not a boundary.
The new shape of software work
Agentic coding is quickly changing the bottleneck: less typing, more briefing, checking, and deciding what deserves to ship. The good news is that a small team can start deliberately.
Read the field guideLatest note
Dispatch 06 · Independent test
10 min read
It is: how do you give an agent enough context to be useful, while retaining enough visibility to trust the result?
This is why agentic coding is a serious topic now. In its 2026 trends report, Anthropic describes a shift from writing code toward orchestrating agents that write code—alongside the unresolved work of oversight, quality, and security. Google Cloud frames a related move from individual tasks toward whole systems. Those are product announcements and research perspectives, not a guarantee of your team’s outcome. But they point to a useful operating change: the skill is becoming system direction.
Thesis
The leverage is real only when the review loop is real.
02 / A working model
Not magic. Not an intern. Not an autonomous department. Give it an intelligible job, a bounded workspace, and a feedback loop that exposes its work.
03 / The field guide
Name the files, systems, and decisions the agent may touch. “The codebase” is not a boundary.
Ask for test output, a diff, a failure note, and the assumptions the agent made—not just a confident summary.
A useful pilot has an accountable reviewer, a clear escalation route, and a way to roll back.
The point of a pilot
Choose one repetitive workflow. Record the baseline. Make the agent show its work. Let a responsible person say “no.” That is enough to learn something valuable.
Write the first brief04 / Start here
Define the job, constraints, handoff, and expected evidence before selecting a tool.
02 / MODELUse the estimator as a conversation starter—not a forecast you can outsource responsibility to.
03 / EXPLOREUse the early directory to orient yourself, then go to original documentation and test the fit.
04 / PILOTA small, supervised workflow beats a giant promise you cannot inspect.
Source desk
This page is a perspective built from current first-party reports. Source claims are linked; conclusions and the pilot framework are The Model Note editorial guidance.
Editorial status: draft for human review • No product testing, commercial relationship, or performance outcome is represented here.