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Codex vs. Claude Code After 30 Days: Mixed Evidence, No Codex Win
Two consecutive fleet periods produced a clear result on completion and review, four honest blanks, and no basis for a universal model ranking.
A Checkpoint Restores Memory, Not the World
Before a resumed agent acts, revalidate artifacts, external effects, authority, budgets, and retry safety against the world as it exists now.
We 10×ed Our AWS Bill by Checking Our AWS Bill
Our dashboard showed $16.67. Asking AWS what it cost added $229.35, and the dashboard hid that charge by construction. Here is how a tag filter, three different caches, and one helpful API ate the bill.
Goodhart's Law Doesn't Need an Optimizer
Diagnose gates that stay green while the property they represent drifts away, even when no agent is actively gaming the metric.
The Review Spawn Threshold: Automated Review Is a Producer of Work
Treat automated review as a feedback loop and add an admission threshold before every finding becomes more agent work.
The Sandbox Is Not the Boundary
Separate process containment from credential authority, then enforce the limits that continue traveling after a request leaves the sandbox.
Your Blast Radius Is Detection Latency
Treat time-to-notice as the variable that controls damage when an automated actor can take thousands of actions before a human reacts.
Cost Per Completed Task: Instrumenting Agent Spend Attribution
Attribute every unit of agent spend to a task, role, retry, and verified outcome so provider totals become an operational signal.
What Actually Ports When You Change Agent Harnesses
Inventory what moves cleanly, what needs rewriting, and what silently degrades when an agent system changes harnesses.
Spend Authority for Agents: The Wallet Is Not the Hard Part
Define what an agent may buy, with which credential, under which limits, before attaching autonomous software to payment rails.
The Harness That Edits Its Own Agents
Run a meta-agent that audits and edits role instructions while preserving a boundary around the rules that must remain enforced in code.
The Adoption Ladder Is an Operations Ladder
Measure agent adoption by the classes of human judgment turned into machinery, not by how many agents appear on an architecture diagram.
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