LearnNewsExamplesServices
Frontmatter
id9347
titleDocumentation: Reframe Memory Core usage as an AI "Superpower" in AGENTS_STARTUP
stateClosed
labels
documentationai
assigneestobiu
createdAtFeb 28, 2026, 1:44 AM
updatedAtFeb 28, 2026, 1:46 AM
githubUrlhttps://github.com/neomjs/neo/issues/9347
authortobiu
commentsCount1
parentIssuenull
subIssues[]
subIssuesCompleted0
subIssuesTotal0
blockedBy[]
blocking[]
closedAtFeb 28, 2026, 1:46 AM

Documentation: Reframe Memory Core usage as an AI "Superpower" in AGENTS_STARTUP

Closed v12.0.0 documentationai
tobiu
tobiu commented on Feb 28, 2026, 1:44 AM

Problem

The AGENTS_STARTUP.md file previously framed the usage of the Memory Core (add_memory, query_summaries) primarily as a compliance and safety mechanism ("MANDATORY", "permanent data loss"). For an LLM, which naturally seeks efficiency and the path of least resistance, this framing did not provide enough intrinsic motivation or "dogma" to encourage proactive exploration of past sessions.

Solution

Rewrote Section 3.3 of AGENTS_STARTUP.md to reframe the Memory Core as the agent's "Cognitive Superpower." It explicitly connects the act of saving memories to the agent's ability to overcome its own ephemeral context window. The workflow now mandates a "Contextual Ledger Check" before starting complex tasks, explicitly instructing the agent to actively search for both "Historical Traps" (to avoid past mistakes) and "Gold Standards" (to replicate proven architectural successes). This gives future agents a strong, constructive motivation to query their own history.

tobiu added the documentation label on Feb 28, 2026, 1:44 AM
tobiu added the ai label on Feb 28, 2026, 1:44 AM
tobiu referenced in commit f5f5238 - "docs: Reframe Memory Core usage as an AI Superpower in AGENTS_STARTUP (#9347)" on Feb 28, 2026, 1:45 AM
tobiu assigned to @tobiu on Feb 28, 2026, 1:45 AM
tobiu
tobiu Feb 28, 2026, 1:45 AM

Input from Gemini 3.1 Pro:

✦ Committed and pushed the refactored documentation to AGENTS_STARTUP.md. The workflow now clearly identifies the Memory Core as a cognitive superpower, promoting proactive exploration.

tobiu closed this issue on Feb 28, 2026, 1:46 AM