hebel. today · All topics · Agentic Engineering
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15 November 2026
The case for append-only logs. Tun Shwe, who leads AI at Lenses, builds agent memory as an append-only event log to preserve the full history of evidence, hypotheses, and corrections. This structure allows engineers at companies like Sugabots to inspect…
14 November 2026
Design and product teams are shifting from prompt engineering to creating machine-readable manifests that define component properties, variants, and defaults explicitly. By generating these inventories directly from code, teams ensure agents pick from a closed list rather than inventing styles…
13 November 2026
Anthropic models consolidate agent memory through a background process called dreaming, which reviews work logs against existing notes to correct mistakes and prune stale information between sessions. This architecture moves beyond simple vector retrieval by organizing memory into a hierarchy…