The Memory Layer Behind Durable Agent Context
TRW preserves decisions, patterns, and validated lessons so each session can reload real project context instead of starting cold.
Project context compounds with every session.
As work continues, the system retains the decisions and lessons future sessions need instead of forcing the same rediscovery loop.
Starting fresh...
1 of 20 memory blocks filled
Fresh context stays quick. Durable context stays reachable.
New lessons remain easy to access, older lessons move into safer tiers, and the whole system stays queryable when the project needs it again.
Everything starts in the fast lane.
Find anything in milliseconds.
Type a query and watch memories surface from every tier — hot, warm, and cold. Results appear in milliseconds.
JWT refresh
Auth
try/catch patterns
Errors
exponential backoff
Resilience
Redis TTL config
Cache
React error fallback
Errors
retry with jitter
Resilience
route-based splitting
Perf
OAuth2 PKCE flow
Auth
stale-while-revalidate
Cache
Sentry integration
Errors
dynamic imports
Perf
circuit breaker
Resilience
CDN cache headers
Cache
image lazy load
Perf
API key rotation
Auth
Two retrieval modes. One ranked result set.
Search by keywords or by semantic meaning. The engine blends both so relevant project context rises even when the wording changes.
Notes become reusable guidance.
Scattered observations consolidate into stronger guidance so future sessions inherit useful patterns instead of raw fragments.
Your AI learns new things each day.
Ideas form connections.
Related memories link together. When your AI recalls one thing, connected ideas light up too.
Hover a node to see its connections.
Duplicate notes stop spreading noise.
When multiple entries say the same thing, they merge into one cleaner, stronger record instead of bloating recall with near-duplicates.
"Always add CORS headers to auth endpoints"
"Auth routes need CORS configuration"
Relevance has a half-life.
Entries fade when they stop helping and strengthen when they keep proving useful, so the memory layer reflects what still matters.
Memory Strength
Without recall, memories fade over time
Click "Recall" to see how using a memory makes it stronger. Hover for exact values.
Project memory health, at a glance.
Inspect search, tiers, scoring, and security in the same local system your sessions rely on.
Watch it search or click a term
Instant. This week's knowledge.
124 entries
84.7%
Capacity
Healthy
Status
Encrypted at rest
PII detection
Hallucination guard
Audit trail