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tianhao8687

dsh-memoryos

Evidence-first long-term project memory for DeepSeek Harness (DSH), powered by MemoryOS.

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Created
Aug 17, 2026
Updated
Aug 17, 2026

Introduction

dsh-memoryos

CI License: MIT

English | 中文用户:查看通俗版说明

Evidence-first long-term project memory for DeepSeek Harness (DSH), powered by MemoryOS.

dsh-memoryos is a plain-JavaScript DSH Bundle. It adds scoped project-memory tools and exact Provider-usage collection without moving MemoryOS persistence, retrieval, truth resolution, or context compilation into the Agent process.

Compatibility is intentionally pinned to DeepSeek Harness 0.1.0-rc.5 at commit 47f943859bef60e4160492346772ded9b24f765a. DSH is a developer preview; re-run Loader and contract acceptance before upgrading it.

Why this plugin

  • A true no_memory arm exposes zero MemoryOS tool schemas while retaining the same model-invisible usage collector.
  • Users can type “关闭 OS”, “开启 OS”, or ask whether MemoryOS is active; the model calls a dedicated control tool and the choice survives DSH restarts.
  • Full, compact, progressive, explain, and delta context modes share one repository-scoped MemoryOS service.
  • An explicit write profile can capture atomic, source-backed decisions across sessions and resolve updates with supersede, keep_both, or reject.
  • Provider-exact input/output/cache usage stays separate from estimated MemoryOS component attribution.
  • Defaults remain read-only. Evaluation writes and controlled context eviction require explicit opt-in.

Evidence-first differentiation

Many DSH memory plugins already have useful unit, integration, smoke, or package verification. dsh-memoryos does not claim that having tests is unique. Its focus is a stricter layer of controlled real-Agent evidence around the memory claims themselves:

  • a true no_memory baseline with zero model-visible MemoryOS schemas;
  • normal development conversations where the Agent must write memory through the plugin rather than controller-side seeding or repair;
  • hard restarts of the Agent/MCP/MemoryOS process chain followed by fresh-session recall from persistent storage;
  • wrong-scope negative controls that must recover none of the target canaries;
  • Current Truth update tests where a newer fact supersedes an older fact and a fresh session receives only the active truth;
  • controlled context-eviction A/B tests proving the original turn is absent from retained history before comparing no_memory with MemoryOS recall;
  • Provider-exact input/output/cache usage recorded separately from estimated MemoryOS schema and visible-memory attribution;
  • explicit claim boundaries: a passing memory mechanism is not relabeled as a generalized coding-success or token-efficiency improvement without matching evidence.

The goal is not to win by feature count. It is to make each memory claim reproducible, falsifiable, and scoped to the evidence that actually passed.

Install

1. Run MemoryOS

This Bundle is the DSH adapter, not the database. Start MemoryOS 2.3 locally and keep its bearer token private. From a MemoryOS source checkout:

python -m memoryos --data-dir ./data serve --port 8000 --no-open

2. Install the DSH Bundle

Use a release tag for reproducibility:

dsh plugin --profile memoryos add github:tianhao8687/dsh-memoryos#v0.2.0
dsh --profile memoryos --dump-config

For higher-assurance deployments, replace the tag with the exact audited commit SHA. Git installs execute package lifecycle code; review and pin third-party plugins before installation.

3. Launch with bounded read-only memory

$env:MEMORYOS_BASE_URL = 'http://127.0.0.1:8000'
$env:MEMORYOS_AUTH_TOKEN = '<local-memoryos-token>'
$env:MEMORYOS_CONDITION = 'msc_context_only'
$env:MEMORYOS_BUDGET_TOKENS = '512'
$env:MEMORYOS_MAX_CONTEXT_CALLS = '1'
$env:MEMORYOS_RESPONSE_FORMAT = 'deepseek-compact'
dsh --profile memoryos

An intentionally installed profile starts with MemoryOS on unless its persisted state says otherwise. After the first successful context fetch, the Agent tells the user once that MemoryOS has started working and that it can be turned off or on in chat.

The Bundle never selects or rewrites agent-default-model. Configure the model and Provider in DSH. It does not read DEEPSEEK_API_KEY; DSH owns that secret.

Modes

ConditionModel-visible memory surfaceIntended use
no_memoryNoneMatched baseline; usage collection only
legacy_fullFull legacy contextCompatibility experiments
msc_fullMinimum Sufficient Context in one responseGeneral resolved project context
msc_progressiveCompact index plus selective explainEvidence-heavy or multi-record work
msc_context_onlyOne argument-free compact context callBounded DeepSeek coding sessions
msc_delta / msc_delta_coreFull context followed by deltaLong sessions with changing context

The optional cross-session-write tool profile adds memory_propose and memory_confirm. Every proposal needs one stable semantic key, one independently updateable fact, and a conversation excerpt. The repository scope is fixed by the controller. Keep the default read-only profile for ordinary use unless the write policy has been reviewed.

Turn MemoryOS on or off in chat

No desktop shortcut or shell command is required. Speak to the Agent normally:

关闭 OS
开启 OS
OS 现在开着吗?

The model must call memoryos_control; the plugin does not merely match and pretend to obey the text. A normal disable persists the choice and dynamically removes every MemoryOS context, explain, and write schema. One small control schema remains so a later “开启 OS” can work. Re-enabling first checks the local MemoryOS health endpoint and only restores the memory tools if it succeeds.

The strict MEMORYOS_CONDITION=no_memory evaluation arm is different: the entire component is absent, so it has zero MemoryOS schemas, including no control tool. Restart that baseline with another condition to enable memory.

Architecture

Cordis componentMounted whenModel-visible effect
dsh-memoryos/usageAlwaysNone; records attempts and Provider usage
dsh-memoryosAny condition except strict no_memoryAlways exposes control; dynamically exposes the selected memory tools while on
dsh-memoryos/resumeA resume session id is configuredReplaces the headless runner for controlled continuation

The Bundle communicates only with the configured loopback MemoryOS HTTP service. SQLite, migrations, retrieval, Current Truth, conflict relations, and Context Compiler logic remain in MemoryOS. See architecture and coupling.

Model experience

What the model sees

In ordinary off mode, the model receives only memoryos_control, not memory context or write tools. In strict no_memory, it receives no MemoryOS schema at all. When enabled, DSH sends the selected schemas; retrieved context becomes visible only after the model calls a memory tool.

Token effect

Input tokens normally increase because schemas, tool results, and an additional model turn are real input. Compact mode bounds this overhead; it does not claim zero cost. Ordinary off mode still sends the small control schema; use strict no_memory when an A/B arm must have zero MemoryOS schema tokens. In the latest update/eviction campaign, the three write sessions recorded 1,794 / 7,779 / 103,687 total schema-estimate / visible-memory-estimate / Provider-exact input tokens.

KV-cache effect

Enabling a tool changes the Provider-visible request and therefore its cache key. The usage collector itself contributes no prompt text or tool schema.

Tested outcomes

  • Packaged installation against the locked DSH RC5 profile: 27/27 contract and real Loader/HMR tests passed offline, including persistent natural-language control, strict zero-schema baseline, and dynamic tool removal/restoration.
  • Full plugin acceptance: 14/14 hidden validations passed; 13/14 strict mode protocols passed.
  • Memory Update: PostgreSQL 17 was superseded by 18; a fresh session returned only 18.
  • Context Eviction A/B: after the original turn was proven absent from active history, no_memory answered “unknown” and MemoryOS recovered Glacier-47.
  • Cross-session v1 remains a strict 2/3 campaign, despite all recall, baseline, and wrong-scope isolation arms passing. It is not relabeled as 3/3.
  • Coding evaluations show useful single-task efficiency signals but do not yet prove generalized repair-success improvement.

Read tests, failures, fixes, and claim boundaries.

Configuration

Environment variableDefaultMeaning
MEMORYOS_ENABLED1Initial state only when no persisted control state exists; 0 starts in ordinary off mode
MEMORYOS_CONTROL_ENABLED1Expose the model-callable on/off/status control tool outside strict no_memory
MEMORYOS_ONBOARDING_NOTICE1Ask the Agent to relay the first-success notice once
MEMORYOS_STATE_FILEOS config directoryOptional per-profile path for persistent switch/onboarding state
MEMORYOS_BASE_URLhttp://127.0.0.1:8000Local MemoryOS endpoint
MEMORYOS_AUTH_TOKENnoneLocal MemoryOS bearer token
MEMORYOS_CONDITIONmsc_progressiveContext-delivery condition
MEMORYOS_BUDGET_TOKENS6000MemoryOS response budget
MEMORYOS_MAX_CONTEXT_CALLSunlimitedPer-session context-call ceiling; 0 means unlimited
MEMORYOS_RESPONSE_FORMATjsonjson, deepseek-compact, or progressive compact mode
MEMORYOS_TOOL_PROFILEread-onlyread-only or explicit cross-session-write
MEMORYOS_REPOSITORYnoneFixed repository scope; required for writes
MEMORYOS_TASKnoneController-owned task description
MEMORYOS_TIMEOUT_MS30000Local MemoryOS request timeout

Usage-ledger and controlled-eviction variables are evaluation infrastructure; see cordis.patch.yml and the architecture document before enabling them.

Verify and remove

node --test tests/contract.test.mjs tests/loader-composition.test.mjs
dsh --profile memoryos --dump-config
dsh plugin --profile memoryos remove dsh-memoryos

The Loader/HMR test runs automatically when DSH_TEST_PROFILE_DIR points to an installed RC5 profile. Local contributor scripts pack a tarball before install; a direct directory install becomes a link: dependency and is unsupported.

Known limitations

  • Process-wide enablement means concurrent enabled and disabled Agents should use separate DSH launches.
  • The switch controls subsequent requests. Memory already copied into the current chat transcript cannot be retracted; start a new Session when a fully clean context is required.
  • The default state path is shared by local launches. Set a distinct MEMORYOS_STATE_FILE for profiles that need independent switch state.
  • The plugin is intentionally coupled to RC5 Cordis lifecycle and event surfaces.
  • Profiles without headless-runner can emit a non-fatal missing-entry warning for the optional resume overlay during --dump-config; memory tools, usage collection, and Loader/HMR composition still pass. The overlay is only needed for controlled continuation benchmarks.
  • The controlled history-eviction hook is evaluation-only.
  • Memory guidance remains evidence, not authority; verify code-related facts in the checkout and run tests.

See SECURITY.md, CONTRIBUTING.md, and the MIT license.