#reliability
5 posts tagged with "reliability".
-
The Cheapest Agent Upgrade Is a Stop Condition
• 5 min readMid-2026 data keeps pointing the same way: bounding an agent's loop beats unleashing it. Turn limits and budgets buy more than a bigger model.
-
Your Agent Catches Everyone's Mistakes But Its Own
• 5 min readNew research says self-correction fails because of the role label on the claim, not the claim's content. The fix is structural, and cheaper than you think.
-
Your Agent's Benchmark Score Is an Experiment, Not a Fact
• 6 min readRecent work shows a single agent leaderboard number is wrong three independent ways: it's noisy, it's overfit, and the judge measuring it is unreliable.
-
The Agent Doesn't Know When It's Failing
• 6 min readNew benchmarks measure calibrated refusal and premature self-stops, and the data says agent confidence signals are broken. Here's how to engineer around it.
-
Capability Went Up. Reliability Didn't. That's the Agent Problem Now.
• 5 min readNew work argues agents are measured wrong: accuracy keeps climbing while consistency, robustness, and predictability barely move. The fix is architectural.