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agents

A collection of 3 posts
AI

The Scaffolding Just Got a Learning Rate

New research treats the agent harness as a trainable object, with learning rates and validation gates. A few accepted edits to a skill file moved frozen models further than most teams expect a model upgrade to.
02 Jul 2026 8 min read
Stacked bar chart comparing cost per solved bug-fix task across Sonnet 4.6, Opus 4.8, and Fable 5, broken down by harness phase
AI Economics

Not Every Ticket Needs the $250,000 Engineer

You match engineer seniority to the work. Model tiers deserve the same discipline: benchmark, cost, and task duration, priced per solved task with real measured cache rates. The teams skipping that math are paying staff-engineer rates for intern work.
17 Jun 2026 8 min read
Line chart of daily API spend by model tier showing a new frontier model spiking to roughly $1,300 a day within 48 hours of release
AI Economics

The Meter Picks the Winners

Model selection, problem selection, and the economics underneath them are going to pick the winners and losers of the agentic era. The meter is just the scorekeeper.
12 Jun 2026 10 min read
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