Mahal Systems

Overview › Agent type

Memory

Remembering across turns and sessions: memory stores, cheatsheets, episodic memory.

Specific to memory

  1. 4.c.i

    Episodic memory retrieval

    Log every agent session as a raw trace, distill a few verified lessons from them (user corrections, definitions, workflows that worked, mistakes) into short memory files, show the agent an index of those files at the start of each task, and let it search both.

    Memory › Reusing work

    Better for brandMixed qualityMixed costMixed performance

    Tier 4 · restructuring · changes state · memory agents · 9 sources, 7 measured

  2. 4.c.ii

    Skill library evolution

    Have the agent turn runs that passed a verifier into reusable skills (a code function or a SKILL.md procedure), store them in a library, and on later tasks show it only the few a separate selection step picks, reviewing what goes in and pruning what goes unused.

    Memory › Reusing work

    Mixed qualityMixed costMixed performance

    Tier 4 · restructuring · changes state · memory agents · 6 sources, 4 measured

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