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mosaic-memory-compress

Stateless dialogue context compression module modeling a forgetting curve for bounded LLM conversations.

Developer ToolsSecurity & Policy
3GitHub Stars1ForksUpdated2026-09-12

Install

$ dsh plugin --profile web add mosaic-memory-compress # registry package

Plugin Overview & Capabilities

AI-assisted organization based on the public repository snapshot. The content must be grounded in source evidence and does not replace compatibility or security verification.

source-grounded
MosaicMemoryCompress provides a stateless, multi-tier dialogue compression algorithm designed to keep multi-turn LLM context bounded indefinitely without losing vital instruction context. It features raw recent turns, structural zero-LLM truncation for middle rounds, and periodic semantic LLM summarization folds for older history. It includes a ready-to-use DeepSeek Harness (DSH) adapter with bundle integration.

Key Capabilities

  • Three-zone graduated memory compression (Raw, Light structural truncation, Heavy LLM fold)
  • DeepSeek Harness (DSH) adapter module with Cordis bundle configuration support
  • Configurable session allowlist and denylist safety gates
  • Anti-jitter window boundaries to prevent unnecessary frequent compaction
  • Tool-call safe round counting and zero-cost below threshold execution

Useful For

  • Preventing context window overflows in long multi-turn agent conversations
  • Reducing token consumption in long-running DeepSeek Harness sessions
  • Maintaining vivid immediate context while preserving foundational rules and semantic memory across hundreds of turns

Who It Fits

  • DeepSeek Harness agent builders
  • LLM application developers handling long or unbounded multi-turn sessions
  • Engineers optimizing token efficiency in agentic workflows

Documented Limitations

  • DSH versions 0.1.5 and newer include native compaction mechanisms making this adapter redundant for modern deployments
  • Compression is intentionally lossy and relies on the host or onCompress hooks for raw history preservation
  • Transcripts compressed before v1.3.2 on DSH 0.1.2 or earlier may encounter compatibility issues during 0.1.5 migration

DSH Compatibility

Version-specific runtime evidence collected by DSH Plugin. A missing result means we have not tested that combination yet.

Not tested yetNo runtime compatibility tests have been published yet.

Security Signals

Objective signals discovered from package metadata and source inspection. These are not a guarantee that a plugin is safe.

Dependency Counts

package.json declares 0 runtime, 2 development, 0 peer, and 0 optional dependencies.

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Dsh Bundle Declared

package.json declares DSH bundle metadata.

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License Declared

GitHub reports the repository license as MIT.

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Package Manifest Available

A root package.json was captured and can be inspected by the registry.

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Source Available

Public GitHub source metadata is available for this registry snapshot.

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Source & Registry Notes

Public provenance, Registry classification, and the latest source check for this entry, kept separate from runtime verification.

Source repository
TuringCorp-net/mosaic-memory-compress
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
75ab2bf · 2026-09-13

This project is independently indexed from public source information. DSH Plugin is not affiliated with DeepSeek or the plugin author. Always check the author repository before installation.

Repository Activity

GitHub stars
3GitHub stars
Forks
1
Open issues
0
Last commit
2026-09-12
Last release
No release detected
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