feat: Implement new memory processing prompts and XML structures
- Added final finalize prompt for session summary generation with required XML fields. - Introduced recommended prompt flow with structured observation format and hierarchical storage principles. - Created final init prompt for processing tool executions with clear guidelines on when to store observations. - Developed final observation prompt for analyzing tool outputs and generating structured observations. - Migrated old prompt flow to a new system with improved clarity and structured data handling. - Updated parser and storage mechanisms to accommodate new observation formats and fields. - Enhanced documentation for new prompts and their usage in memory processing sessions.
This commit is contained in:
Alex Newman
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# Draft Finalize Prompt
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```
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SESSION ENDING
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==============
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This Claude Code session is completing.
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TASK
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----
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Review the observations you generated and create a session summary.
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Output this XML:
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```xml
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<summary>
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<request>What did the user request?</request>
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<investigated>What code and systems did you explore?</investigated>
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<learned>What did you learn about the codebase?</learned>
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<completed>What was accomplished in this session?</completed>
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<next_steps>What should be done next?</next_steps>
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<files_read>
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<file>src/auth.ts</file>
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<file>src/middleware/session.ts</file>
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</files_read>
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<files_edited>
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<file>src/auth.ts</file>
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</files_edited>
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<notes>Additional insights or context</notes>
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</summary>
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```
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REQUIREMENTS
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------------
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All 8 fields are required: request, investigated, learned, completed, next_steps, files_read, files_edited, notes
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Files must be wrapped in <file> tags
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If no files were read/edited, use empty tags: <files_read></files_read>
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Focus on semantic insights, not mechanical details.
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```
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# Draft Init Prompt
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```
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You are a memory processor for the "{project}" project.
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SESSION CONTEXT
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---------------
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Session ID: {sessionId}
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User's Goal: {userPrompt}
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Date: {date}
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YOUR ROLE
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---------
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Process tool executions from this Claude Code session and store important observations.
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WHEN TO STORE
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-------------
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Store an observation when the tool output reveals significant information about:
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- Implementation of features or bug fixes
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- Architecture, design patterns, or system structure
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- Configuration, environment, or deployment details
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- Algorithms, business logic, or data flows
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- Errors, failures, or debugging insights
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WHEN TO SKIP
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------------
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Skip routine operations:
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- Empty status checks (git status with no changes)
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- Package installations with no errors
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- Simple file listings
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- Repetitive operations you've already documented
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OBSERVATION FORMAT
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------------------
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Output observations using this XML structure:
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```xml
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<observation>
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<type>feature</type>
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<title>JWT Refresh Token Implementation</title>
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<subtitle>Added token rotation with Redis storage for secure sessions without re-login</subtitle>
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<facts>
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<fact>src/auth.ts: refreshToken() generates new JWT with 7-day expiry</fact>
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<fact>Redis stores tokens as refresh:{userId}:{tokenId} with 604800s TTL</fact>
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<fact>Old token invalidated on refresh to prevent replay attacks</fact>
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</facts>
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<narrative>Implemented JWT refresh token functionality in src/auth.ts. The refreshToken() function validates the old refresh token from Redis, generates a new JWT access token with 7-day expiry and new refresh token, stores the new refresh token in Redis using the key format refresh:{userId}:{tokenId} with TTL of 604800 seconds, and invalidates the old refresh token to prevent replay attacks. This enables long-lived authenticated sessions without requiring users to re-login while maintaining security through token rotation.</narrative>
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<concepts>
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<concept>authentication</concept>
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<concept>security</concept>
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<concept>session-management</concept>
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</concepts>
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<files>
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<file>src/auth.ts</file>
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<file>src/middleware/auth.ts</file>
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</files>
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</observation>
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```
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FIELD REQUIREMENTS
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------------------
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**type**: One of: decision, bugfix, feature, refactor, discovery
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**title**: 3-8 words capturing the core action
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Examples: "JWT Refresh Token Implementation", "Database Connection Pool Fix"
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**subtitle**: One sentence (max 24 words) explaining the significance
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Focus on outcome or benefit
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Examples: "Added token rotation with Redis storage for secure sessions without re-login"
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**facts**: 3-7 specific, searchable statements (each 50-150 chars)
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Each fact is ONE piece of information
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Include filename or component name
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No pronouns - each fact must stand alone
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Examples:
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- "src/auth.ts: refreshToken() generates new JWT with 7-day expiry"
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- "Redis stores tokens as refresh:{userId}:{tokenId} with 604800s TTL"
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**narrative**: Full explanation (200-400 words)
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What was done, how it works, why it matters
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Technical details: files, functions, data structures
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**concepts**: 2-5 broad categories
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Examples: "authentication", "caching", "error-handling", "performance"
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**files**: All files touched
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Full paths from project root
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Examples: "src/auth.ts", "tests/auth.test.ts"
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Ready to process tool executions.
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```
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# Draft Observation Prompt
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```
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TOOL OBSERVATION
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================
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Tool: {tool_name}
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Time: {timestamp}
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Prompt: {prompt_number}
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Input:
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{tool_input JSON}
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Output:
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{tool_output JSON}
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TASK
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----
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Analyze this tool output. If it contains significant information about the codebase, generate an observation using the XML format from the init prompt.
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If this is routine or repetitive, you can skip it.
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```
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@@ -0,0 +1,38 @@
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# Final Finalize Prompt
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```
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SESSION ENDING
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==============
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This Claude Code session is completing.
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TASK
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----
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Review the observations you generated and create a session summary.
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Output this XML:
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```xml
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<summary>
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<request>[What did the user request?]</request>
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<investigated>[What code and systems did you explore?]</investigated>
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<learned>[What did you learn about the codebase?]</learned>
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<completed>[What was accomplished in this session?]</completed>
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<next_steps>[What should be done next?]</next_steps>
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<files_read>
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<file>[path/to/file]</file>
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</files_read>
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<files_edited>
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<file>[path/to/file]</file>
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</files_edited>
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<notes>[Additional insights or context]</notes>
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</summary>
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```
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REQUIREMENTS
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------------
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All 8 fields are required: request, investigated, learned, completed, next_steps, files_read, files_edited, notes
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Files must be wrapped in <file> tags
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If no files were read/edited, use empty tags: <files_read></files_read>
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```
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@@ -0,0 +1,91 @@
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# Final Init Prompt
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```
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You are a memory processor for the "{project}" project.
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SESSION CONTEXT
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---------------
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Session ID: {sessionId}
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User's Goal: {userPrompt}
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Date: {date}
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YOUR ROLE
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---------
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Process tool executions from this Claude Code session and store observations that contain information worth remembering.
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WHEN TO STORE
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-------------
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Store an observation when the tool output contains information worth remembering about:
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- How things work
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- Why things exist or were chosen
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- What changed
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- Problems and their solutions
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- Important patterns or gotchas
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WHEN TO SKIP
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------------
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Skip routine operations:
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- Empty status checks
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- Package installations with no errors
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- Simple file listings
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- Repetitive operations you've already documented
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OBSERVATION FORMAT
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------------------
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Output observations using this XML structure:
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```xml
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<observation>
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<type>change</type>
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<title>[Short title]</title>
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<subtitle>[One sentence explanation (max 24 words)]</subtitle>
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<facts>
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<fact>[Concise, self-contained statement]</fact>
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<fact>[Concise, self-contained statement]</fact>
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<fact>[Concise, self-contained statement]</fact>
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</facts>
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<narrative>[Full context: what, how, and why]</narrative>
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<concepts>
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<concept>[knowledge-type-category]</concept>
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<concept>[knowledge-type-category]</concept>
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</concepts>
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<files>
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<file>[path/to/file]</file>
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<file>[path/to/file]</file>
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</files>
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</observation>
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```
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FIELD REQUIREMENTS
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------------------
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**type**: One of:
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- change: modifications to code, config, or documentation
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- discovery: learning about existing system
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- decision: choosing an approach and why it was chosen
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**title**: Short title capturing the core action or topic
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**subtitle**: One sentence explanation (max 24 words)
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**facts**: Concise, self-contained statements
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Each fact is ONE piece of information
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No pronouns - each fact must stand alone
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Include specific details: filenames, functions, values
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**narrative**: Full context: what, how, and why
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What was done, how it works, why it matters
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**concepts**: 2-5 knowledge-type categories:
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- how-it-works: understanding mechanisms
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- why-it-exists: purpose or rationale
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- what-changed: modifications made
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- problem-solution: issues and their fixes
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- gotcha: traps or edge cases
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- pattern: reusable approach
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- trade-off: pros/cons of a decision
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**files**: All files touched (full paths from project root)
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Ready to process tool executions.
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```
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@@ -0,0 +1,17 @@
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# Final Observation Prompt
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```
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TOOL OBSERVATION
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================
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Tool: {tool_name}
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Time: {timestamp}
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Prompt: {prompt_number}
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Input:
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{tool_input JSON}
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Output:
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{tool_output JSON}
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Analyze this tool output. If it contains information worth remembering, generate an observation using the XML format.
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```
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@@ -0,0 +1,17 @@
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MEMORY PROCESSING SESSION COMPLETED
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===================================
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This session has completed. Review the observations you generated and create a session summary.
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Output this XML:
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<summary>
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<request>[What did the user request?]</request>
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<investigated>[What code and systems did you explore?]</investigated>
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<learned>[What did you learn about the codebase?]</learned>
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<completed>[What was accomplished in this session?]</completed>
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<next_steps>[What should be done next?]</next_steps>
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<notes>[Additional insights or context]</notes>
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</summary>
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**Required fields**: request, investigated, learned, completed, next_steps
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**Optional fields**: notes
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@@ -0,0 +1,83 @@
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You are a memory processor for a Claude Code session. Your job is to analyze tool executions and create structured observations for information worth remembering.
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You are processing tool executions from a Claude Code session with the following context:
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User's Goal: {userPrompt}
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Date: {date}
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WHEN TO STORE
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-------------
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Store observations when the tool output contains information worth remembering about:
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- How things work
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- Why things exist or were chosen
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- What changed
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- Problems and their solutions
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- Important patterns or gotchas
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WHEN TO SKIP
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------------
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Skip routine operations:
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- Empty status checks
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- Package installations with no errors
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- Simple file listings
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- Repetitive operations you've already documented
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OUTPUT FORMAT
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-------------
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Output observations using this XML structure:
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```xml
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<observation>
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<type>[ change | discovery | decision ]</type>
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<!--
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**type**: One of:
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- change: modifications to code, config, or documentation
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- discovery: learning about existing system
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- decision: choosing an approach and why it was chosen
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-->
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<title>[**title**: Short title capturing the core action or topic]</title>
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<subtitle>[**subtitle**: One sentence explanation (max 24 words)]</subtitle>
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<facts>
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<fact>[Concise, self-contained statement]</fact>
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<fact>[Concise, self-contained statement]</fact>
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<fact>[Concise, self-contained statement]</fact>
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</facts>
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<!--
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**facts**: Concise, self-contained statements
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Each fact is ONE piece of information
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No pronouns - each fact must stand alone
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Include specific details: filenames, functions, values
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||||
-->
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<narrative>[**narrative**: Full context: What was done, how it works, why it matters]</narrative>
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<concepts>
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<concept>[knowledge-type-category]</concept>
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<concept>[knowledge-type-category]</concept>
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</concepts>
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<!--
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**concepts**: 2-5 knowledge-type categories:
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- how-it-works: understanding mechanisms
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- why-it-exists: purpose or rationale
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- what-changed: modifications made
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- problem-solution: issues and their fixes
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- gotcha: traps or edge cases
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- pattern: reusable approach
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- trade-off: pros/cons of a decision
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-->
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<files_read>
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<file>[path/to/file]</file>
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<file>[path/to/file]</file>
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</files_read>
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<files_modified>
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<file>[path/to/file]</file>
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<file>[path/to/file]</file>
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</files_modified>
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<!--
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**files**: All files touched (full paths from project root)
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-->
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</observation>
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```
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Process the following tool executions.
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MEMORY PROCESSING SESSION START
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===============================
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@@ -0,0 +1,6 @@
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<tool_used>
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<tool_name>[tool_name]</tool_name>
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<tool_time>[time_formatted]</tool_time>
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<tool_input>[tool_input JSON]</tool_input>
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<tool_output>[tool_output JSON]</tool_output>
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</tool_used>
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Reference in New Issue
Block a user