diff --git a/analysis/memory.md b/analysis/memory.md
index 2a5cd77..14f3166 100644
--- a/analysis/memory.md
+++ b/analysis/memory.md
@@ -1,5 +1,5 @@
 # Project Memory
-> Updated: 2026-01-12T09:14:13Z | Size: 10.5k chars
+> Updated: 2026-01-13T16:15:37Z | Size: 11.8k chars
 
 ### Remember Tool Wiring
 - `crates/g3-core/src/tools/memory.rs` [0..5000] - `execute_remember()`, `get_memory_path()`, `merge_memory()`
@@ -172,10 +172,24 @@ if s.chars().count() <= max_len { ... }
 
 ### Project Memory Location
 - Memory is now stored at `analysis/memory.md` (version controlled, shared across worktrees)
-- Previously was at `.g3/memory.md` (gitignored, ephemeral)
 - `crates/g3-core/src/tools/memory.rs` - `get_memory_path()` returns `analysis/memory.md`
 - `crates/g3-cli/src/project_files.rs` - `read_project_memory()` reads from `analysis/memory.md`
 
 ### Compact Tool Output
 - `crates/g3-cli/src/ui_writer_impl.rs` - `print_tool_compact()` handles compact display for file ops and other tools
-- `crates/g3-core/src/streaming.rs` - `format_*_summary()` functions for each tool type
\ No newline at end of file
+- `crates/g3-core/src/streaming.rs` - `format_*_summary()` functions for each tool type
+
+### Racket Code Search Support
+Tree-sitter based syntax-aware search for Racket `.rkt` files.
+
+- `crates/g3-core/src/code_search/searcher.rs`
+  - Racket parser init [~line 45] - `tree_sitter_racket::LANGUAGE`
+  - Extension mapping [~line 90] - `.rkt`, `.rktl`, `.rktd` → "racket"
+
+### Auto-Memory Reminder Format
+Rich few-shot prompting for higher quality memory entries with per-symbol char ranges.
+
+- `crates/g3-core/src/lib.rs`
+  - `send_auto_memory_reminder()` [47800..48800] - MEMORY CHECKPOINT prompt with few-shot examples
+- `crates/g3-core/src/prompts.rs`
+  - Memory Format section [3800..4500] - system prompt template and examples
\ No newline at end of file
diff --git a/crates/g3-core/src/lib.rs b/crates/g3-core/src/lib.rs
index e2bb90b..8afc703 100644
--- a/crates/g3-core/src/lib.rs
+++ b/crates/g3-core/src/lib.rs
@@ -1416,7 +1416,37 @@ impl<W: UiWriter> Agent<W> {
         debug!("Auto-memory: Sending reminder to LLM ({} tools called this turn: {:?})", tools_called.len(), tools_called);
         self.ui_writer.print_context_status("\nMemory checkpoint: ");
         
-        let reminder = "SYSTEM REMINDER: You used tools during this turn. If you discovered any key code locations, patterns, or entry points that aren't already in Project Memory, please call the `remember` tool now to save them. If you didn't discover anything new worth remembering, you can skip this. Respond briefly after deciding.";
+        let reminder = r#"MEMORY CHECKPOINT: If you discovered code locations worth remembering, call `remember` now.
+
+Use this rich format:
+
+### Feature Name
+Brief description of what this feature/subsystem does.
+
+- `path/to/file.rs`
+  - `FunctionName()` [1200..1450] - what it does, key params/return
+  - `StructName` [500..650] - purpose, key fields
+  - `related_function()` - how it connects
+
+### Pattern Name
+When to use this pattern and why.
+
+1. First step
+2. Second step
+3. Key gotcha or tip
+
+Example of a good entry:
+
+### Session Continuation
+Save/restore session state across g3 invocations using symlink-based approach.
+
+- `crates/g3-core/src/session_continuation.rs`
+  - `SessionContinuation` [850..2100] - artifact struct with session state, TODO snapshot, context %
+  - `save_continuation()` [5765..7200] - saves to `.g3/sessions/<id>/latest.json`, updates symlink
+  - `load_continuation()` [7250..8900] - follows `.g3/session` symlink to restore
+  - `find_incomplete_agent_session()` [10500..13200] - finds sessions with incomplete TODOs for agent resume
+
+Skip if nothing new. Be brief."#;
 
         // Add the reminder as a user message and get a response
         self.context_window.add_message(Message::new(
diff --git a/crates/g3-core/src/prompts.rs b/crates/g3-core/src/prompts.rs
index 03d9f2b..775be85 100644
--- a/crates/g3-core/src/prompts.rs
+++ b/crates/g3-core/src/prompts.rs
@@ -109,17 +109,25 @@ Use this format when calling `remember`:
 
 ```
 ### <Feature Name>
-- `<file_path>` [<start>..<end>] - `<function_name>()`, `<StructName>`
+Brief description of what this feature/subsystem does.
+
+- `<file_path>`
+  - `FunctionName()` [1200..1450] - what it does, key params/return
+  - `StructName` [500..650] - purpose, key fields
+  - `related_function()` - how it connects
 
 ### <Pattern Name>
+When to use this pattern and why.
+
 1. Step one
 2. Step two
+3. Key gotcha or tip
 ```
 
 ## When to Remember
 
 **ALWAYS** call `remember` at the END of your turn when you discovered:
-- A feature's location (file + char range + function/struct names)
+- A feature's location with purpose and key entry points
 - A useful pattern or workflow  
 - An entry point for a subsystem
 
@@ -129,9 +137,13 @@ Do NOT save duplicates - check the Project Memory section (loaded at startup) to
 
 ## Example
 
-After discovering where WebDriver tools live:
+After discovering how session continuation works:
 
-{\"tool\": \"remember\", \"args\": {\"notes\": \"## Features\\n\\n### WebDriver Browser Automation\\n- crates/g3-core/src/tools/webdriver.rs [0..21750] - execute_webdriver_start(), execute_webdriver_navigate(), WebDriverSession\"}}
+{\"tool\": \"remember\", \"args\": {\"notes\": \"### Session Continuation\\nSave/restore session state across g3 invocations using symlink-based approach.\\n\\n- `crates/g3-core/src/session_continuation.rs`\\n  - `SessionContinuation` [850..2100] - artifact struct with session state, TODO snapshot, context %\\n  - `save_continuation()` [5765..7200] - saves to `.g3/sessions/<id>/latest.json`, updates symlink\\n  - `load_continuation()` [7250..8900] - follows `.g3/session` symlink to restore\\n  - `find_incomplete_agent_session()` [10500..13200] - finds sessions with incomplete TODOs for agent resume\"}}
+
+After discovering a useful pattern:
+
+{\"tool\": \"remember\", \"args\": {\"notes\": \"### UTF-8 Safe String Slicing\\nRust string slices use byte indices. Multi-byte chars (emoji, CJK) cause panics if sliced mid-character.\\n\\n1. Use `s.char_indices().nth(n)` to get byte index of Nth character\\n2. Use `s.chars().count()` for length, not `s.len()`\\n3. Danger zones: display truncation, user input, any non-ASCII text\"}}
 
 # Response Guidelines