Agenticcoding

Diagram showing Claude Code cost loop controls: task budget, retry evidence, stop rule, and human review

Claude Code cost loops start as helpful retrying

Claude Code can waste more than tokens when it keeps retrying a weak task. Production teams need budgets, stop rules, and evidence before another agent attempt is allowed.

Diagram showing a Claude Code handoff record from task boundary to patch evidence, risk note, rollback, and reviewer decision

Claude Code handoffs fail when the run record is vague

Claude Code can produce a working patch and still leave the next human with a weak handoff. Production teams need run records that show scope, evidence, risk, and rollback before review turns into archaeology.

Diagram showing Claude Code permissions as a control loop: scope first, run narrow, leave evidence, and adjust access

Claude Code review is too late if permissions are wrong

Human review matters, but it cannot fix every bad Claude Code boundary after the run. Production teams need scoped permissions, MCP limits, hard stops, and evidence before widening access.

Diagram showing that Claude Code output needs a run record before it is reviewable

Claude Code output is not evidence

Claude Code patches can look ready before they are reviewable. Production teams need a run record with task boundaries, commands, checks, risks, and rollback notes.

Diagram showing a Claude Code permission budget across scope, tools, spend, and approval

Claude Code permissions should have a budget

Claude Code gets safer when permissions are treated like a budget: scoped files, allowed tools, spend limits, stop rules, review packets, and rollback notes before wider autonomy.

Diagram showing green tests as one signal beside a Claude Code review packet with scope, command log, tool log, rollback note, and human approval

Claude Code green tests are not a review packet

A Claude Code run can make tests pass and still leave a reviewer with no usable evidence. Treat green tests as one signal, then require scope, command logs, tool use, assumptions, and rollback notes before merging agent work.

Diagram showing a Claude Code run stopping after repeated failures and producing a review packet instead of looping blindly

Claude Code needs a stop rule before more autonomy

Claude Code gets risky when a failed run keeps retrying without a stop rule. Use failure budgets, review packets, evals, and rollback notes before giving agents more autonomy.

Diagram showing a Claude Code team adoption runbook with task contract, scoped permissions, review packet, evals, and rollback

Claude Code team adoption needs a seatbelt runbook

Claude Code gets risky when teams roll it out through enthusiasm instead of a runbook. Start with task contracts, scoped permissions, review packets, evals, and rollback before widening autonomy.

Diagram showing how MCP tools widen Claude Code blast radius from local repository access to external systems unless boundaries, approval, logs, and rollback are added

Claude Code MCP tools need a blast radius, not a vibe check

MCP makes Claude Code more useful, but every server also widens the blast radius. Treat MCP tools as production access paths with allowlists, approval gates, call logs, and rollback notes.

Diagram showing the boundary where AI code generation moves from suggestion mode to action mode with files, commands, tools, and services

AI code generation gets risky when it becomes action

AI code generation is manageable when it suggests code. The risk changes when agents can edit files, run commands, call tools, and open pull requests.