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Notes on agent memory, continuity, and building with Stele

How-tos, comparisons, benchmark findings, and engineering notes from the team. For people deciding how their agents keep and share project context.

July 25, 2026
  • how-to
  • agent memory
  • lifecycle

Why markdown rot breaks agent memory

Three failure modes of repo-local agent notes, and what Stele’s shipped lifecycle does about each one. No unique-staleness claim.

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July 25, 2026
  • how-to
  • supersession
  • knowledge

When a fact stops being true

How Stele retires a reversed decision without deleting the story: supersession, reasons, and why the replacement always arrives with it.

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July 25, 2026
  • objections
  • positioning

A file, a wiki, or a shared ledger?

Answering the most common objection: when Notion, Obsidian, or a markdown file is enough, and when you need a maintained project record.

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July 25, 2026
  • continuity
  • mcp
  • harnesses

Switch agents without losing the project

Plan in one tool, build in another, hand off on a quota fill: how a shared project record keeps continuity across harnesses.

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July 25, 2026
  • how-to
  • agent loop

How an agent session uses Stele

Context in, work claimed, knowledge written back: the day-to-day loop around the shared record, as it ships today.

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July 25, 2026
  • comparison
  • agent memory
  • positioning

Stele vs the usual ways to give agents memory

CLAUDE.md, Notion, IDE memory, Mem0/Zep, Letta Code: what each is for, and when a shared project ledger is the better fit.

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