AI Agents That Actually
Remember Your Codebase
Repository-scoped memory that follows your code across branches, traces bug-to-fix journeys, and preserves team knowledge—not just chat history.
Branch-Aware Context
Context preservation across your entire git workflow—memories stay isolated per branch
Current Branch
Branch Memories
Refactoring Approach
Using mutex locks to prevent race conditions in async token operations
Decision Context
Chose mutex over semaphore after load testing—mutex simpler for single-resource lock
JWT Configuration
Access tokens: 7d expiry, Refresh tokens: 30d, requires HMAC-SHA256 signing
Pattern Learned
All async operations on shared resources need explicit locking mechanisms
Why ULPI Wins: Branch-Scoped Memory
Feature branch memories stay isolated from main. When you switch branches, the agent loads that branch's context—architectural decisions, ongoing work, pending tasks. Competitors lose all context on branch switch, forcing you to re-explain everything. ULPI preserves your mental model per branch.
Waypoint Navigation
Trace the complete journey from bug discovery to prevention pattern
Connected Memory Journey
Bug Discovered
Race condition in auth flow causing intermittent 401 errors during high load
Root Cause Analysis
Multiple async calls to token refresh without synchronization—need mutex lock pattern
Solution Implemented
Added mutex lock to token refresh handler → deployed to staging → verified under load test
Prevention Pattern
All async token operations should use mutex locks to prevent race conditions
Next Time This Pattern Appears
Agent retrieves the entire journey and suggests: "Similar to auth race condition (3 days ago). Consider mutex lock pattern?"
Why ULPI Wins: Waypoint Navigation
Memories connect through contextual relationships. The agent doesn't just remember that you fixed a race condition—it remembers the full journey: how you discovered it, what you tried, what worked, and why. When similar patterns appear, it retrieves the entire story. Competitors store isolated facts; ULPI preserves the narrative.
Multi-Factor Retrieval
Composite scoring surfaces the most relevant context—not just keyword matching
Developer Query
"How do we handle async operations in the auth flow?"
Scoring Factors
Top Retrieved Memories
Race condition fix: Added mutex lock to token refresh handler
Waypoint connected to bug discovery + investigation + deployment
Async pattern: All token operations need explicit locking
Frequently accessed, high recency, strong semantic match
JWT configuration: 7d access token, 30d refresh token expiry
Semantic knowledge, moderate recency
Why ULPI Wins: Multi-Factor Composite Scoring
Vector similarity + recency + access frequency + waypoint proximity. Recent debugging sessions score higher than month-old notes. Connected memories through waypoints boost relevance. Most important context surfaces first. Competitors use simple keyword matching or single-factor relevance—they can't prioritize what actually matters for your current work.
Repository-Scoped Team Knowledge
Memory lives in repositories, not user sessions—team-wide knowledge that persists
Repository: acme-app
348 memoriesTeam Contributions
Documented auth race condition fix + prevention pattern
Established JWT token configuration standards
Just cloned repo—inherits all 348 team memories automatically
❌ Without ULPI
New developer joins team
• Spends weeks learning tribal knowledge
• Repeats mistakes that were already solved
• Asks senior devs same questions repeatedly
• No context on why decisions were made
✓ With ULPI
New developer clones repository
• Inherits 348 team memories on day one
• Agent explains past decisions with full context
• Learns from bug fix journeys automatically
• Contributes new knowledge back to team memory
Why ULPI Wins: Repository-Scoped Memory
Memory lives in the repository, not individual user sessions. When someone clones the repo, they inherit all team knowledge—bug fix journeys, architectural decisions, code patterns. New hires get institutional context on day one. When a developer leaves, their knowledge stays. Competitors store memory per user session, so team knowledge dies with individual developers.