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<h1 id="cortexgraph-use-cases">CortexGraph Use Cases<a class="headerlink" href="#cortexgraph-use-cases" title="Permanent link">¶</a></h1>
<p>Based on the repository documentation and architecture, here are the appropriate use cases for CortexGraph:</p>
<h2 id="1-personal-ai-assistant-memory">1. <strong>Personal AI Assistant Memory</strong><a class="headerlink" href="#1-personal-ai-assistant-memory" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: You regularly chat with Claude about various topics
- Remember your <strong>preferences</strong> (coding style, communication preferences, dietary restrictions)
- Recall <strong>past decisions</strong> and their reasoning
- Track <strong>ongoing projects</strong> and their status
- Remember <strong>personal context</strong> (family names, pet names, important dates)</p>
<p><strong>Example</strong>: "I prefer tabs over spaces" gets saved once, reinforced over time, and Claude remembers it months later without you repeating it.</p>
<hr />
<h2 id="2-software-development-assistant">2. <strong>Software Development Assistant</strong><a class="headerlink" href="#2-software-development-assistant" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Using Claude for coding across multiple projects
- Remember <strong>architecture decisions</strong> and rationale
- Track <strong>bugs you've encountered</strong> and solutions
- Recall <strong>library preferences</strong> and why you chose them
- Remember <strong>API patterns</strong> you've established
- Track <strong>tech debt</strong> and future refactoring notes</p>
<p><strong>Example</strong>: Claude remembers you prefer React hooks over class components, your ESLint config preferences, and that one weird TypeScript issue you solved last month.</p>
<hr />
<h2 id="3-context-switching-for-developers">3. <strong>Context Switching for Developers</strong><a class="headerlink" href="#3-context-switching-for-developers" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Jumping between multiple codebases/projects
- <strong>Aggressive forgetting</strong> for ephemeral context
- Quick recall of <strong>project-specific conventions</strong>
- Remember <strong>which commands to run</strong> for each project
- Track <strong>environment setup quirks</strong></p>
<p><strong>Example</strong>: Set shorter decay (1-day half-life) so context from Project A fades quickly when you switch to Project B, preventing confusion.</p>
<hr />
<h2 id="4-research-learning">4. <strong>Research & Learning</strong><a class="headerlink" href="#4-research-learning" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Using Claude to learn new topics or conduct research
- Build a <strong>knowledge graph</strong> of concepts and their relationships
- Remember <strong>key insights</strong> from papers/articles
- Track <strong>questions to explore</strong> later
- Link <strong>related concepts</strong> across domains
- <strong>Spaced repetition</strong> naturally surfaces concepts that need review</p>
<p><strong>Example</strong>: Learning Rust - Claude remembers the ownership rules you struggled with and brings them up when relevant, strengthening that memory through use.</p>
<hr />
<h2 id="5-writing-content-creation">5. <strong>Writing & Content Creation</strong><a class="headerlink" href="#5-writing-content-creation" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Working on long-form content with Claude
- Remember <strong>style guidelines</strong> and tone preferences
- Track <strong>character details</strong> for fiction writing
- Recall <strong>research findings</strong> relevant to your topic
- Remember <strong>audience preferences</strong> and feedback
- Track <strong>ideas for future articles</strong></p>
<p><strong>Example</strong>: Writing a blog series - Claude remembers your target audience, writing style, and callbacks to previous posts without you re-explaining each time.</p>
<hr />
<h2 id="6-personal-knowledge-management-pkm">6. <strong>Personal Knowledge Management (PKM)</strong><a class="headerlink" href="#6-personal-knowledge-management-pkm" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Building a second brain with Obsidian integration
- <strong>Auto-generate Obsidian notes</strong> from conversations
- Link memories to your <strong>existing note structure</strong>
- Automatic <strong>tagging and entity extraction</strong>
- Build connections between <strong>conversation insights</strong> and permanent notes
- Search across both <strong>ephemeral and permanent</strong> knowledge</p>
<p><strong>Example</strong>: Your Obsidian vault becomes enriched with conversation insights that auto-promote to permanent notes when they prove valuable over time.</p>
<hr />
<h2 id="7-preference-heavy-applications">7. <strong>Preference-Heavy Applications</strong><a class="headerlink" href="#7-preference-heavy-applications" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Any domain where user preferences matter a lot
- <strong>Design preferences</strong> (color schemes, layouts)
- <strong>Workflow preferences</strong> (automation preferences, tool choices)
- <strong>Communication style</strong> (formal vs casual, emoji usage)
- <strong>Accessibility needs</strong> (screen reader usage, keyboard shortcuts)</p>
<p><strong>Example</strong>: Claude remembers you're colorblind and always suggests colorblind-friendly palettes without asking.</p>
<hr />
<h2 id="8-long-term-projects-planning">8. <strong>Long-Term Projects & Planning</strong><a class="headerlink" href="#8-long-term-projects-planning" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Multi-month projects with Claude as a collaborator
- Track <strong>project goals</strong> and evolution
- Remember <strong>stakeholder feedback</strong>
- Recall <strong>past iterations</strong> and why they changed
- Monitor <strong>progress milestones</strong>
- Link related <strong>sub-projects</strong> and dependencies</p>
<p><strong>Example</strong>: Building a SaaS product over 6 months - Claude remembers your MVP scope, feature requests you've deferred, and technical constraints.</p>
<hr />
<h2 id="9-team-knowledge-sharing">9. <strong>Team Knowledge Sharing</strong><a class="headerlink" href="#9-team-knowledge-sharing" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Shared memory store for team AI interactions
- Document <strong>team conventions</strong> and decisions
- Build <strong>institutional knowledge</strong> graph
- Remember <strong>common problems</strong> and solutions
- Track <strong>who knows what</strong> (entity linking)
- Create searchable <strong>decision log</strong></p>
<p><strong>Example</strong>: Team members can query why certain architectural decisions were made, with memories strengthening as multiple people reference them.</p>
<hr />
<h2 id="10-domain-specific-expertise">10. <strong>Domain-Specific Expertise</strong><a class="headerlink" href="#10-domain-specific-expertise" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: Using Claude in specialized domains
- <strong>Medical/Healthcare</strong>: Remember patient interaction patterns (anonymized)
- <strong>Legal</strong>: Track case precedents and reasoning
- <strong>Education</strong>: Remember student learning patterns
- <strong>Finance</strong>: Recall market analysis insights
- <strong>Scientific Research</strong>: Build knowledge graphs of experiments and findings</p>
<p><strong>Example</strong>: A researcher remembers which experiments failed and why, preventing repeated mistakes.</p>
<hr />
<h2 id="11-adaptive-ai-behavior">11. <strong>Adaptive AI Behavior</strong><a class="headerlink" href="#11-adaptive-ai-behavior" title="Permanent link">¶</a></h2>
<p><strong>Scenario</strong>: You want Claude's behavior to adapt over time
- <strong>Natural spaced repetition</strong> - memories in danger of forgetting surface naturally
- <strong>Cross-context detection</strong> - memories used in multiple domains get stronger
- <strong>Automatic importance weighting</strong> - frequently-used memories survive
- <strong>Graceful forgetting</strong> - ephemeral context naturally fades</p>
<p><strong>Example</strong>: Claude stops asking about your Python version after the 5th conversation where it's mentioned and used.</p>
<hr />
<h2 id="when-not-to-use-cortexgraph">When NOT to Use CortexGraph<a class="headerlink" href="#when-not-to-use-cortexgraph" title="Permanent link">¶</a></h2>
<p>❌ <strong>High-security secrets</strong> - Use proper secret management (see <code>docs/security.md</code>)
❌ <strong>Regulated data (PHI, PII)</strong> - Compliance concerns unless properly configured
❌ <strong>Real-time high-throughput</strong> - Designed for assistant conversations, not APIs
❌ <strong>Exact recall requirements</strong> - Temporal decay means memories can be forgotten
❌ <strong>Multi-user production systems</strong> - Single-user design (as of v0.5.3)</p>
<hr />
<h2 id="configuration-for-different-use-cases">Configuration for Different Use Cases<a class="headerlink" href="#configuration-for-different-use-cases" title="Permanent link">¶</a></h2>
<p>From <code>docs/configuration.md</code> and <code>src/cortexgraph/config.py:1</code>:</p>
<h3 id="for-development-fast-context-switching">For Development (fast context switching)<a class="headerlink" href="#for-development-fast-context-switching" title="Permanent link">¶</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="p">{</span>
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="w"> </span><span class="nt">"decay_half_life_hours"</span><span class="p">:</span><span class="w"> </span><span class="mi">24</span><span class="p">,</span>
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="w"> </span><span class="nt">"forget_threshold"</span><span class="p">:</span><span class="w"> </span><span class="mf">0.1</span><span class="p">,</span>
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="w"> </span><span class="nt">"review_lower_bound"</span><span class="p">:</span><span class="w"> </span><span class="mf">0.2</span>
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="p">}</span>
</code></pre></div>
<h3 id="for-researcharchival-long-retention">For Research/Archival (long retention)<a class="headerlink" href="#for-researcharchival-long-retention" title="Permanent link">¶</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="p">{</span>
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="w"> </span><span class="nt">"decay_half_life_hours"</span><span class="p">:</span><span class="w"> </span><span class="mi">168</span><span class="p">,</span>
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span><span class="nt">"forget_threshold"</span><span class="p">:</span><span class="w"> </span><span class="mf">0.03</span><span class="p">,</span>
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span><span class="nt">"promote_threshold"</span><span class="p">:</span><span class="w"> </span><span class="mf">0.5</span>
<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="p">}</span>
</code></pre></div>
<h3 id="for-personal-assistant-balanced">For Personal Assistant (balanced)<a class="headerlink" href="#for-personal-assistant-balanced" title="Permanent link">¶</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="p">{</span>
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w"> </span><span class="nt">"decay_half_life_hours"</span><span class="p">:</span><span class="w"> </span><span class="mi">72</span><span class="p">,</span>
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="w"> </span><span class="nt">"forget_threshold"</span><span class="p">:</span><span class="w"> </span><span class="mf">0.05</span><span class="p">,</span>
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="w"> </span><span class="nt">"promote_threshold"</span><span class="p">:</span><span class="w"> </span><span class="mf">0.65</span>
<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="p">}</span>
</code></pre></div>
<hr />
<h2 id="bottom-line">Bottom Line<a class="headerlink" href="#bottom-line" title="Permanent link">¶</a></h2>
<p>CortexGraph is best for <strong>individual knowledge workers</strong> who want their AI assistant to remember context across conversations, with memory dynamics that feel natural rather than robotic. It's particularly powerful when combined with <strong>Obsidian</strong> for building a hybrid ephemeral/permanent knowledge base.</p>
<p>The temporal decay ensures Claude doesn't get confused by outdated context, while the reinforcement mechanics ensure important information naturally persists.</p>
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