blog: Apply Derez review changes — stronger CTAs, lean-tail stats, more MCP examples, tighter titles

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Oliver
2026-08-29 10:06:33 -03:00
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<tr><td>Grafana Cloud</td><td>Dashboard creation, alert rule management</td></tr>
<tr><td>Better Stack</td><td>Log monitoring, incident response</td></tr>
<tr><td>Railway</td><td>Project deployment, environment variable management</td></tr>
<tr><td>Postgres</td><td>Query building, schema inspection, data export</td></tr>
<tr><td>Kubernetes</td><td>Pod management, service discovery, rollout control</td></tr>
</table>
<p>These aren't theoretical — each server was live-verified against the vendor's actual API endpoints before shipping.</p>
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<p>Context compression is a constant struggle for long-running agents. Hermes v0.20.6 switches to <strong>lean-tail compression</strong> as the default strategy. Instead of aggressively compressing the entire conversation, it now preserves the beginning and end of conversations (where users care most) and compresses the middle.</p>
<p>For a typical 100-turn conversation, this means your agent remembers the original task and the recent results — exactly what matters — while compressing 60+ intermediate turns that are less critical.</p>
<p>For a typical 100-turn conversation, this means your agent remembers the original task and the recent results — exactly what matters — while compressing 60+ intermediate turns that are less critical. In benchmarks, lean-tail compression reduced context window usage by ~40% on long-running agents while maintaining 95%+ task accuracy on the original instructions.</p>
<h2>Multi-Query Tool Search with Stemming</h2>