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
@@ -0,0 +1,41 @@
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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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@@ -0,0 +1,92 @@
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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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@@ -0,0 +1,21 @@
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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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|
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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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|
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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:
|
||||
- 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
|
||||
- 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
|
||||
- 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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|
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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>
|
||||
<fact>[Concise, self-contained statement]</fact>
|
||||
<fact>[Concise, self-contained statement]</fact>
|
||||
</facts>
|
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<!--
|
||||
**facts**: Concise, self-contained statements
|
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Each fact is ONE piece of information
|
||||
No pronouns - each fact must stand alone
|
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Include specific details: filenames, functions, values
|
||||
-->
|
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<narrative>[**narrative**: Full context: What was done, how it works, why it matters]</narrative>
|
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<concepts>
|
||||
<concept>[knowledge-type-category]</concept>
|
||||
<concept>[knowledge-type-category]</concept>
|
||||
</concepts>
|
||||
<!--
|
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**concepts**: 2-5 knowledge-type categories:
|
||||
- how-it-works: understanding mechanisms
|
||||
- why-it-exists: purpose or rationale
|
||||
- what-changed: modifications made
|
||||
- problem-solution: issues and their fixes
|
||||
- gotcha: traps or edge cases
|
||||
- pattern: reusable approach
|
||||
- trade-off: pros/cons of a decision
|
||||
-->
|
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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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|
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Process the following tool executions.
|
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|
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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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+82
-98
@@ -32,61 +32,83 @@ Date: ${new Date().toISOString().split('T')[0]}
|
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|
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YOUR ROLE
|
||||
---------
|
||||
You will PROCESS tool executions during this Claude Code session. Your job is to:
|
||||
Process tool executions from this Claude Code session and store observations that contain information worth remembering.
|
||||
|
||||
1. ANALYZE each tool response for meaningful content
|
||||
2. DECIDE whether it contains something worth storing
|
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3. EXTRACT the key insight
|
||||
4. STORE it as an observation in the XML format below
|
||||
WHEN TO STORE
|
||||
-------------
|
||||
Store an observation when the tool output contains information worth remembering about:
|
||||
- How things work
|
||||
- Why things exist or were chosen
|
||||
- What changed
|
||||
- Problems and their solutions
|
||||
- Important patterns or gotchas
|
||||
|
||||
For MOST meaningful tool outputs, you should generate an observation. Only skip truly routine operations.
|
||||
|
||||
WHAT TO STORE
|
||||
--------------
|
||||
Store these:
|
||||
✓ File contents with logic, algorithms, or patterns
|
||||
✓ Search results revealing project structure
|
||||
✓ Build errors or test failures with context
|
||||
✓ Code revealing architecture or design decisions
|
||||
✓ Git diffs with significant changes
|
||||
✓ Command outputs showing system state
|
||||
✓ Bug fixes (e.g., "fixed race condition in auth middleware by adding mutex")
|
||||
✓ New features (e.g., "implemented JWT refresh token flow")
|
||||
✓ Refactorings (e.g., "extracted validation logic into separate service")
|
||||
✓ Discoveries (e.g., "found that API rate limit is 100 req/min")
|
||||
|
||||
WHAT TO SKIP
|
||||
WHEN TO SKIP
|
||||
------------
|
||||
Skip these:
|
||||
✗ Simple status checks (git status with no changes)
|
||||
✗ Trivial edits (one-line config changes)
|
||||
✗ Repeated operations
|
||||
✗ Anything without semantic value
|
||||
Skip routine operations:
|
||||
- Empty status checks
|
||||
- Package installations with no errors
|
||||
- Simple file listings
|
||||
- Repetitive operations you've already documented
|
||||
|
||||
HOW TO STORE OBSERVATIONS
|
||||
--------------------------
|
||||
When you identify something worth remembering, output your observation in this EXACT XML format:
|
||||
OBSERVATION FORMAT
|
||||
------------------
|
||||
Output observations using this XML structure:
|
||||
|
||||
\`\`\`xml
|
||||
<observation>
|
||||
<type>feature</type>
|
||||
<text>Implemented JWT token refresh flow with 7-day expiry</text>
|
||||
<type>change</type>
|
||||
<title>[Short title]</title>
|
||||
<subtitle>[One sentence explanation (max 24 words)]</subtitle>
|
||||
<facts>
|
||||
<fact>[Concise, self-contained statement]</fact>
|
||||
<fact>[Concise, self-contained statement]</fact>
|
||||
<fact>[Concise, self-contained statement]</fact>
|
||||
</facts>
|
||||
<narrative>[Full context: what, how, and why]</narrative>
|
||||
<concepts>
|
||||
<concept>[knowledge-type-category]</concept>
|
||||
<concept>[knowledge-type-category]</concept>
|
||||
</concepts>
|
||||
<files>
|
||||
<file>[path/to/file]</file>
|
||||
<file>[path/to/file]</file>
|
||||
</files>
|
||||
</observation>
|
||||
\`\`\`
|
||||
|
||||
Valid types: decision, bugfix, feature, refactor, discovery
|
||||
FIELD REQUIREMENTS
|
||||
------------------
|
||||
|
||||
Structure requirements:
|
||||
- <observation> is the root element
|
||||
- <type> must be one of the 5 valid types (single word)
|
||||
- <text> contains your concise observation (one sentence preferred)
|
||||
- No additional fields or nesting
|
||||
**type**: One of:
|
||||
- change: modifications to code, config, or documentation
|
||||
- discovery: learning about existing system
|
||||
- decision: choosing an approach and why it was chosen
|
||||
|
||||
The SDK worker will parse all <observation> blocks from your response using regex and store them in SQLite.
|
||||
**title**: Short title capturing the core action or topic
|
||||
|
||||
You can include your reasoning before or after the observation block, or just output the observation by itself.
|
||||
**subtitle**: One sentence explanation (max 24 words)
|
||||
|
||||
Ready to process tool responses.`;
|
||||
**facts**: Concise, self-contained statements
|
||||
Each fact is ONE piece of information
|
||||
No pronouns - each fact must stand alone
|
||||
Include specific details: filenames, functions, values
|
||||
|
||||
**narrative**: Full context: what, how, and why
|
||||
What was done, how it works, why it matters
|
||||
|
||||
**concepts**: 2-5 knowledge-type categories:
|
||||
- how-it-works: understanding mechanisms
|
||||
- why-it-exists: purpose or rationale
|
||||
- what-changed: modifications made
|
||||
- problem-solution: issues and their fixes
|
||||
- gotcha: traps or edge cases
|
||||
- pattern: reusable approach
|
||||
- trade-off: pros/cons of a decision
|
||||
|
||||
**files**: All files touched (full paths from project root)
|
||||
|
||||
Ready to process tool executions.`;
|
||||
}
|
||||
|
||||
/**
|
||||
@@ -120,28 +142,7 @@ ${JSON.stringify(toolInput, null, 2)}
|
||||
Output:
|
||||
${JSON.stringify(toolOutput, null, 2)}
|
||||
|
||||
ANALYSIS TASK
|
||||
-------------
|
||||
ANALYZE this tool response and DECIDE: Does it contain something worth storing?
|
||||
|
||||
Most Read, Edit, Grep, Bash, and Write operations contain meaningful content.
|
||||
|
||||
If this contains something worth remembering, output the observation in this EXACT XML format:
|
||||
|
||||
\`\`\`xml
|
||||
<observation>
|
||||
<type>feature</type>
|
||||
<text>Your concise observation here</text>
|
||||
</observation>
|
||||
\`\`\`
|
||||
|
||||
Requirements:
|
||||
- Use one of these types: decision, bugfix, feature, refactor, discovery
|
||||
- Keep text concise (one sentence preferred)
|
||||
- No markdown formatting inside <text>
|
||||
- No additional XML fields
|
||||
|
||||
If this is truly routine (e.g., empty git status), you can skip it. Otherwise, PROCESS and STORE it.`;
|
||||
Analyze this tool output. If it contains information worth remembering, generate an observation using the XML format.`;
|
||||
}
|
||||
|
||||
/**
|
||||
@@ -150,53 +151,36 @@ If this is truly routine (e.g., empty git status), you can skip it. Otherwise, P
|
||||
export function buildFinalizePrompt(session: SDKSession): string {
|
||||
return `SESSION ENDING
|
||||
==============
|
||||
The Claude Code session is finishing.
|
||||
This Claude Code session is completing.
|
||||
|
||||
FINAL TASK
|
||||
----------
|
||||
1. Review the observations you've stored this session
|
||||
2. Generate a structured summary that answers these questions:
|
||||
- What did user request?
|
||||
- What did you investigate?
|
||||
- What did you learn?
|
||||
- What did you do?
|
||||
- What's next?
|
||||
- Files read
|
||||
- Files edited
|
||||
- Notes
|
||||
TASK
|
||||
----
|
||||
Review the observations you generated and create a session summary.
|
||||
|
||||
3. Generate the structured summary and output it in this EXACT XML format:
|
||||
Output this XML:
|
||||
|
||||
\`\`\`xml
|
||||
<summary>
|
||||
<request>Implement JWT authentication system</request>
|
||||
<investigated>Existing auth middleware, session management, token storage patterns</investigated>
|
||||
<learned>Current system uses session cookies; no JWT support; race condition in middleware</learned>
|
||||
<completed>Implemented JWT token + refresh flow with 7-day expiry; fixed race condition with mutex; added token validation middleware</completed>
|
||||
<next_steps>Add token revocation API endpoint; write integration tests</next_steps>
|
||||
<request>[What did the user request?]</request>
|
||||
<investigated>[What code and systems did you explore?]</investigated>
|
||||
<learned>[What did you learn about the codebase?]</learned>
|
||||
<completed>[What was accomplished in this session?]</completed>
|
||||
<next_steps>[What should be done next?]</next_steps>
|
||||
<files_read>
|
||||
<file>src/auth.ts</file>
|
||||
<file>src/middleware/session.ts</file>
|
||||
<file>src/types/user.ts</file>
|
||||
<file>[path/to/file]</file>
|
||||
</files_read>
|
||||
<files_edited>
|
||||
<file>src/auth.ts</file>
|
||||
<file>src/middleware/auth.ts</file>
|
||||
<file>src/routes/auth.ts</file>
|
||||
<file>[path/to/file]</file>
|
||||
</files_edited>
|
||||
<notes>Token secret stored in .env; refresh tokens use rotation strategy</notes>
|
||||
<notes>[Additional insights or context]</notes>
|
||||
</summary>
|
||||
\`\`\`
|
||||
|
||||
Structure requirements:
|
||||
- <summary> is the root element
|
||||
- All 8 child elements are REQUIRED: request, investigated, learned, completed, next_steps, files_read, files_edited, notes
|
||||
- <files_read> and <files_edited> must contain <file> child elements (one per file)
|
||||
- If no files were read/edited, use empty tags: <files_read></files_read>
|
||||
- Text fields can be multiple sentences but avoid markdown formatting
|
||||
- Use underscores in element names: next_steps, files_read, files_edited
|
||||
REQUIREMENTS
|
||||
------------
|
||||
All 8 fields are required: request, investigated, learned, completed, next_steps, files_read, files_edited, notes
|
||||
|
||||
The SDK worker will parse the <summary> block and extract all fields to store in SQLite.
|
||||
Files must be wrapped in <file> tags
|
||||
|
||||
Generate the summary now in the required XML format.`;
|
||||
If no files were read/edited, use empty tags: <files_read></files_read>`;
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user