Agent SkillsNeverSight/learn-skills.dev › research-project-memory

research-project-memory

GitHub

为ML研究项目维护分层记忆系统,实现跨会话状态持久化。协调论文、代码、实验及审稿回复等组件的一致性,跟踪主张、证据与风险对齐,为新会话提供引导上下文,确保项目决策与执行状态的可靠追踪。

data/skills-md/a-green-hand-jack/ml-research-skills/research-project-memory/SKILL.md NeverSight/learn-skills.dev

Trigger Scenarios

需要跨会话的项目记忆或状态引导 维护论文、代码、实验和审稿回复间的一致性 跟踪主张、证据、风险和行动的关联

Install

npx skills add NeverSight/learn-skills.dev --skill research-project-memory -g -y
More Options

Non-standard path

npx skills add https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/a-green-hand-jack/ml-research-skills/research-project-memory -g -y

Use without installing

npx skills use NeverSight/learn-skills.dev@research-project-memory

指定 Agent (Claude Code)

npx skills add NeverSight/learn-skills.dev --skill research-project-memory -a claude-code -g -y

安装 repo 全部 skill

npx skills add NeverSight/learn-skills.dev --all -g -y

预览 repo 内 skill

npx skills add NeverSight/learn-skills.dev --list

SKILL.md

Frontmatter
{
    "name": "research-project-memory",
    "description": "Initialize, inspect, and maintain a hierarchical memory system for an ML research project across paper, code, worktrees, slides, reviewer simulation, rebuttal, experiments, claims, evidence, risks, and actions. Use this skill whenever the user wants cross-session project memory, project bootstrapping context, feedback-loop tracking, claim-evidence-risk-action alignment, worktree memory, or consistency between code results, paper writing, slides, reviews, and rebuttal.",
    "allowed-tools": "Read, Write, Edit, Bash, Glob",
    "argument-hint": "[project-root] [--bootstrap] [--closeout] [--check]"
}

Research Project Memory

Maintain project memory as a layered system, not a flat notes file. This skill gives agents a shared protocol for remembering what a research project is trying to prove, what evidence exists, what risks remain, and which component owns each next action.

Use this skill when:

  • a project needs cross-session memory beyond remote execution state
  • the user wants memory across paper/, code/, worktrees, slides/, reviewer simulation, or rebuttal
  • claims, experiments, figures, paper sections, reviewer risks, and actions need to stay aligned
  • a session materially changes project direction, evidence, writing, review risks, or planned experiments
  • a new agent session needs bootstrap context before acting
  • the user asks for a memory system, project state graph, claim/evidence board, worktree memory, or closeout protocol

This is a coordination skill. It does not replace remote-project-control, experiment-design-planner, conference-writing-adapter, paper-reviewer-simulator, or rebuttal-strategist; it tells them where and how to persist trusted project state.

Skill Directory Layout

<installed-skill-dir>/
├── SKILL.md
├── references/
│   ├── closeout-protocol.md
│   ├── consistency-checks.md
│   ├── memory-architecture.md
│   ├── object-schemas.md
│   └── writeback-protocol.md
└── templates/
    ├── component/
    │   ├── component-status.md
    │   └── worktree-status.md
    └── memory/
        ├── action-board.md
        ├── claim-board.md
        ├── component-index.yaml
        ├── current-status.md
        ├── decision-log.md
        ├── evidence-board.md
        ├── project.yaml
        └── risk-board.md

Progressive Loading

  • Always read references/memory-architecture.md, references/object-schemas.md, and references/writeback-protocol.md.
  • Read references/consistency-checks.md when asked to audit project state, prepare a milestone, submit, write, review, or rebut.
  • Read references/closeout-protocol.md before ending a substantial session or updating memory after meaningful work.
  • Use templates/ as the source of truth when bootstrapping missing memory files.

Core Principles

  • Memory is coordination context, not execution truth.
  • Stable claims, decisions, risks, and component mappings belong in repo memory.
  • Volatile facts such as dirty git state, queue state, active jobs, and file existence must be re-verified.
  • Every important claim should link to evidence, a paper location, and current risks.
  • Every reviewer or rebuttal risk should link to an action, a decision to accept the risk, or a reason it is out of scope.
  • Every worktree should have a purpose and an exit condition: merge, continue, park, or kill.
  • Mark certainty: observed, user-stated, inferred, stale, or needs-verification.
  • Write memory at the most specific layer that will help the next session.

Step 1 - Locate the Project and Existing Memory

Detect the project root:

git rev-parse --show-toplevel 2>/dev/null || pwd

Then inspect likely memory files:

  • memory/project.yaml
  • memory/component-index.yaml
  • memory/current-status.md
  • memory/decision-log.md
  • memory/claim-board.md
  • memory/evidence-board.md
  • memory/risk-board.md
  • memory/action-board.md
  • paper/.agent/
  • code/.agent/
  • slides/.agent/
  • reviewer/.agent/
  • rebuttal/.agent/

If the project uses another layout, adapt the component paths but keep the same memory roles.

Step 2 - Bootstrap Missing Memory

If the user asks to initialize memory, or if memory is missing and the task depends on it, create the minimum useful files from templates:

  • templates/memory/project.yaml -> memory/project.yaml
  • templates/memory/component-index.yaml -> memory/component-index.yaml
  • templates/memory/current-status.md -> memory/current-status.md
  • templates/memory/decision-log.md -> memory/decision-log.md
  • templates/memory/claim-board.md -> memory/claim-board.md
  • templates/memory/evidence-board.md -> memory/evidence-board.md
  • templates/memory/risk-board.md -> memory/risk-board.md
  • templates/memory/action-board.md -> memory/action-board.md
  • templates/component/component-status.md -> <component>/.agent/<component>-status.md
  • templates/component/worktree-status.md -> <code-worktree>/.agent/worktree-status.md when a worktree needs its own memory

Ask only for fields that cannot be inferred safely:

  • project name
  • project root
  • component paths
  • current research question
  • current target venue or milestone, if any
  • whether memory files should be committed

Step 3 - Build the Bootstrap Summary

Before substantial work, summarize:

  • project name and root
  • current research question and positioning
  • target venue or milestone
  • active components and paths
  • current claim IDs
  • current evidence IDs and latest reliable result
  • top risks and blockers
  • active actions and owners
  • stale or missing memory
  • facts that must be verified before acting

Keep the summary compact. Do not paste entire boards unless the user asks.

Step 4 - Write to the Right Layer

Read references/writeback-protocol.md.

Use this routing:

  • whole-project identity, target venue, component paths, memory policy -> memory/project.yaml
  • current focus, active milestone, next session entry point -> memory/current-status.md
  • durable project decisions and why -> memory/decision-log.md
  • paper claims and their status -> memory/claim-board.md
  • experiments, analyses, proofs, citations, and figures that support claims -> memory/evidence-board.md
  • reviewer, novelty, baseline, writing, execution, and rebuttal risks -> memory/risk-board.md
  • concrete next tasks and owners -> memory/action-board.md
  • component-specific state -> <component>/.agent/<component>-status.md
  • code worktree purpose and exit condition -> <worktree>/.agent/worktree-status.md

When in doubt, write a short pointer at the project layer and details in the component layer.

Step 5 - Maintain the Claim-Evidence-Risk-Action Graph

Read references/object-schemas.md.

Use stable IDs:

  • CLM-###: claim
  • EVD-###: evidence item
  • EXP-###: experiment or run family
  • FIG-###: figure or table
  • RSK-###: risk
  • ACT-###: action
  • DEC-###: decision
  • WTR-###: worktree
  • REV-###: review or rebuttal issue

Every major update should preserve links:

CLM-001 -> supported_by EVD-003 -> visualized_by FIG-002 -> threatened_by RSK-004 -> resolved_by ACT-007

Avoid orphan objects. If a claim has no evidence, mark it as planned, unsupported, or cut.

Step 6 - Run Consistency Checks

Read references/consistency-checks.md when auditing memory.

Check for:

  • paper claims without evidence
  • evidence without a claim or paper location
  • reviewer risks without actions
  • rebuttal promises without paper/code follow-up
  • worktrees without exit condition
  • stale results still used in writing
  • slides that contradict paper status
  • volatile state recorded as stable truth

Report mismatches as project risks or actions.

Step 7 - Close Out the Session

Read references/closeout-protocol.md.

Before ending a substantial session, update:

  • memory/current-status.md
  • any changed claim/evidence/risk/action board
  • relevant component status file
  • worktree status file if code branch direction changed
  • memory/decision-log.md if a durable decision was made

Closeout should answer: what changed, what is trustworthy, what is stale, what should the next agent verify, and what is the next concrete action.

Final Sanity Check

Before finalizing:

  • stable and volatile facts are separated
  • new claims link to evidence or are marked unsupported
  • new evidence links to a claim, component, and source path
  • new risks link to actions or accepted-risk decisions
  • worktree memory has a purpose and exit condition
  • current-status gives the next session a clear starting point
  • no private local path or credential is written into shared memory unless the user explicitly wants it

Version History

  • e0220ca Current 2026-07-05 21:36

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