implement event table subtyping for small events in value log

2025-11-14 12:15:52 +00:00
parent 7169a2158f
commit 29e175efb0
11 changed files with 2275 additions and 43 deletions
--- a/app/nip43_e2e_test.go
+++ b/app/nip43_e2e_test.go
@@ -1,13 +1,12 @@
 package app

 import (
-	"next.orly.dev/pkg/interfaces/signer/p8k"
 	"context"
 	"encoding/json"
 	"net/http"
 	"net/http/httptest"
+	"next.orly.dev/pkg/interfaces/signer/p8k"
 	"os"
-	"path/filepath"
 	"testing"
 	"time"

@@ -75,13 +74,15 @@ func setupE2ETest(t *testing.T) (*Server, *httptest.Server, func()) {
 	server.mux = http.NewServeMux()

 	// Set up HTTP handlers
-	server.mux.HandleFunc("/", func(w http.ResponseWriter, r *http.Request) {
-		if r.Header.Get("Accept") == "application/nostr+json" {
-			server.HandleRelayInfo(w, r)
-			return
-		}
-		http.NotFound(w, r)
-	})
+	server.mux.HandleFunc(
+		"/", func(w http.ResponseWriter, r *http.Request) {
+			if r.Header.Get("Accept") == "application/nostr+json" {
+				server.HandleRelayInfo(w, r)
+				return
+			}
+			http.NotFound(w, r)
+		},
+	)

 	httpServer := httptest.NewServer(server.mux)

@@ -133,7 +134,10 @@ func TestE2E_RelayInfoIncludesNIP43(t *testing.T) {

 	// Verify server name
 	if info.Name != server.Config.AppName {
-		t.Errorf("wrong relay name: got %s, want %s", info.Name, server.Config.AppName)
+		t.Errorf(
+			"wrong relay name: got %s, want %s", info.Name,
+			server.Config.AppName,
+		)
 	}
 }

@@ -205,7 +209,10 @@ func TestE2E_CompleteJoinFlow(t *testing.T) {
 		t.Fatalf("failed to get membership: %v", err)
 	}
 	if membership.InviteCode != inviteCode {
-		t.Errorf("wrong invite code: got %s, want %s", membership.InviteCode, inviteCode)
+		t.Errorf(
+			"wrong invite code: got %s, want %s", membership.InviteCode,
+			inviteCode,
+		)
 	}
 }

@@ -355,6 +362,9 @@ func TestE2E_ExpiredInviteCode(t *testing.T) {
 	}
 	defer os.RemoveAll(tempDir)

+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
 	db, err := database.New(ctx, cancel, tempDir, "info")
 	if err != nil {
 		t.Fatalf("failed to open database: %v", err)
@@ -366,8 +376,6 @@ func TestE2E_ExpiredInviteCode(t *testing.T) {
 		NIP43InviteExpiry: 1 * time.Millisecond, // Very short expiry
 	}

-	ctx := context.Background()
-
 	server := &Server{
 		Ctx:           ctx,
 		Config:        cfg,
@@ -498,7 +506,10 @@ func BenchmarkJoinRequestProcessing(b *testing.B) {
 	}
 	defer os.RemoveAll(tempDir)

-	db, err := database.Open(filepath.Join(tempDir, "test.db"), "error")
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	db, err := database.New(ctx, cancel, tempDir, "error")
 	if err != nil {
 		b.Fatalf("failed to open database: %v", err)
 	}
@@ -509,8 +520,6 @@ func BenchmarkJoinRequestProcessing(b *testing.B) {
 		NIP43InviteExpiry: 24 * time.Hour,
 	}

-	ctx := context.Background()
-
 	server := &Server{
 		Ctx:           ctx,
 		Config:        cfg,
--- a/docs/immutable-store-optimizations-gpt5.md
+++ b/docs/immutable-store-optimizations-gpt5.md
@@ -0,0 +1,187 @@
+Reiser4 had *several* ideas that were too radical for Linux in the 2000s, but **would make a lot of sense today in a modern CoW (copy-on-write) filesystem**—especially one designed for immutable or content-addressed data.
+
+Below is a distilled list of the Reiser4 concepts that *could* be successfully revived and integrated into a next-generation CoW filesystem, along with why they now make more sense and how they would fit.
+
+---
+
+# ✅ **1. Item/extent subtypes (structured metadata records)**
+
+Reiser4 had “item types” that stored different structures within B-tree leaves (e.g., stat-data items, directory items, tail items).
+Most filesystems today use coarse-grained extents and metadata blocks—but structured, typed leaf contents provide clear benefits:
+
+### Why it makes sense today:
+
+* CoW filesystems like **APFS**, **Btrfs**, and **ZFS** already have *typed nodes* internally (extent items, dir items).
+* Typed leaf records allow:
+
+  * Faster parsing
+  * Future expansion of features
+  * Better layout for small objects
+  * Potential content-addressed leaves
+
+A modern CoW filesystem could revive this idea by allowing different **record kinds** within leaf blocks, with stable, versioned formats.
+
+---
+
+# ✅ **2. Fine-grained small-file optimizations—but integrated with CoW**
+
+Reiser4’s small-file packing was too complicated for mutable trees, but in a CoW filesystem it fits perfectly:
+
+### In CoW:
+
+* Leaves are immutable once written.
+* Small files can be stored **inline** inside a leaf, or as small extents.
+* Deduplication is easier due to immutability.
+* Crash consistency is automatic.
+
+### What makes sense to revive:
+
+* Tail-packing / inline-data for files below a threshold
+* Possibly grouping many tiny files into a single CoW extent tree page
+* Using a “small-files leaf type” with fixed slots
+
+This aligns closely with APFS’s and Btrfs’s inline extents but could go further—safely—because of CoW.
+
+---
+
+# ✅ **3. Semantic plugins *outside the kernel***
+
+Reiser4’s plugin system failed because it tried to put a framework *inside the kernel*.
+But moving that logic **outside** (as user-space metadata layers or FUSE-like transforms) is realistic today.
+
+### Possible modern implementation:
+
+* A CoW filesystem exposes stable metadata + data primitives.
+* User-space “semantic layers” do:
+
+  * per-directory views
+  * virtual inodes
+  * attribute-driven namespace merges
+  * versioned or content-addressed overlays
+
+### Why it makes sense:
+
+* User-space is safer and maintainers accept it.
+* CoW makes such layers more reliable and more composable.
+* Many systems already do this:
+
+  * OSTree
+  * Git virtual filesystem
+  * container overlayfs
+  * CephFS metadata layers
+
+The spirit of Reiser4’s semantics CAN live on—just not in-kernel.
+
+---
+
+# ✅ **4. Content-addressable objects + trees (Reiser4-like keys)**
+
+Reiser4 had “keyed items” in a tree, which map closely to modern content-addressable storage strategies.
+
+A modern CoW FS could:
+
+* Store leaf blocks by **hash of contents**
+* Use stable keyed addressing for trees
+* Deduplicate at leaf granularity
+* Provide Git/OSTree-style guarantees natively
+
+This is very powerful for immutable or append-only workloads.
+
+### Why it's feasible now:
+
+* Fast hashing hardware
+* Widespread use of snapshots, clones, dedupe
+* Object-based designs in modern systems (e.g., bcachefs, ZFS)
+
+Reiser4 was ahead of its time here.
+
+---
+
+# ✅ **5. Rich directory structures (hash trees)**
+
+Reiser4’s directory semantics were much more flexible, including:
+
+* Extensible directory entries
+* Small-directory embedding
+* Very fast operations on large directories
+
+Most CoW FSes today use coarse directory structures.
+
+A modern CoW FS could adopt:
+
+* Fixed-format hashed directories for fast lookup
+* Optional richer metadata per entry
+* Inline storage of tiny directories
+
+Essentially, a more flexible but POSIX-compliant version of Reiser4 directories.
+
+---
+
+# ✅ **6. Atomic multi-item updates via “transaction items”**
+
+Reiser4 had advanced concepts for batched updates via a plugin model, which could be simplified into:
+
+* A single CoW commit representing a set of operations
+* Versioned writes to multiple trees
+
+This is similar to what APFS and Btrfs do, but can be made more explicit.
+
+### Why it’s relevant
+
+Modern workloads (containers, datasets, package managers) rely heavily on atomic snapshots—rich commit semantics at the filesystem layer are a big win.
+
+---
+
+# 🧪 **7. Advanced multi-key indexing (“dancing tree” ideas, but simplified)**
+
+Reiser4 used a flexible key scheme for ordering items in the unified tree.
+While we don’t want "dancing trees" again, a **multi-dimensional key tuple** is extremely useful for:
+
+* Querying by filename + offset
+* Efficiently supporting both sparse files and directories
+* Custom ordering schemes without rebalancing everything
+
+A CoW filesystem can use simple B-trees or B+trees with structured keys.
+
+---
+
+# 🚫 Reiser4 ideas that *do NOT* make sense even in a CoW filesystem
+
+To be clear, these should **not** be revived:
+
+* In-kernel plugin architecture
+* Files-as-directories breaking POSIX
+* Dynamic per-file semantic behavior
+* Arbitrary user-defined item types in kernel
+* Complex item-level transformations at write time
+* Dancing-tree hyper-rebalancing policies
+
+These remain too brittle or too unpredictable for a production CoW filesystem.
+
+---
+
+# 🧠 **Summary: What Reiser4 ideas *should* come back in future CoW designs**
+
+### ✔ Good ideas to revive:
+
+1. **Record/item subtypes within leaf nodes** for efficiency
+2. **Advanced small-file packing that works with CoW**
+3. **Semantic “plugins” in user-space only**
+4. **Content-addressable storage for leaves/objects**
+5. **Rich, hashed, fast directories**
+6. **Explicit atomic multi-tree commit semantics**
+7. **Structured multi-field keys inside B-trees**
+
+### ✘ Not worth reviving:
+
+* Kernel plugin system
+* Semantics-heavy namespaces
+* Dancing trees
+* Micro-level tree balancing complexity
+* Deeply nested “item-in-item-in-item” structures
+* Anything that breaks POSIX semantics
+
+---
+
+If you want, I can sketch out a **concept design** for a hypothetical “Reiser5-like CoW filesystem” that incorporates the good parts but avoids the mistakes—something that could realistically compete with APFS, ZFS, and bcachefs today.
+
--- a/docs/reiser4-optimizations-analysis.md
+++ b/docs/reiser4-optimizations-analysis.md
@@ -0,0 +1,758 @@
+# Reiser4 Optimization Techniques Applied to ORLY
+
+## Executive Summary
+
+This document analyzes how Reiser4's innovative filesystem concepts (as described in `immutable-store-optimizations-gpt5.md`) can be applied to ORLY's two storage systems:
+1. **Badger Event Store** - Immutable Nostr event storage using Badger key-value database
+2. **Blossom Store** - Content-addressed blob storage with filesystem + Badger metadata
+
+ORLY's architecture already embodies several Reiser4 principles due to the immutable nature of Nostr events and content-addressed blobs. This analysis identifies concrete optimization opportunities.
+
+---
+
+## Current Architecture Overview
+
+### Badger Event Store
+
+**Storage Model:**
+- **Primary key**: `evt|<5-byte serial>` → binary event data
+- **Secondary indexes**: Multiple composite keys for queries
+  - `eid|<8-byte ID hash>|<5-byte serial>` - ID lookup
+  - `kc-|<2-byte kind>|<8-byte timestamp>|<5-byte serial>` - Kind queries
+  - `kpc|<2-byte kind>|<8-byte pubkey hash>|<8-byte timestamp>|<5-byte serial>` - Kind+Author
+  - `tc-|<1-byte tag key>|<8-byte tag hash>|<8-byte timestamp>|<5-byte serial>` - Tag queries
+  - And 7+ more index patterns
+
+**Characteristics:**
+- Events are **immutable** after storage (CoW-friendly)
+- Index keys use **structured, typed prefixes** (3-byte human-readable)
+- Small events (typical: 200-2KB) stored alongside large events
+- Heavy read workload with complex multi-dimensional queries
+- Sequential serial allocation (monotonic counter)
+
+### Blossom Store
+
+**Storage Model:**
+- **Blob data**: Filesystem at `<datadir>/blossom/<sha256hex><extension>`
+- **Metadata**: Badger `blob:meta:<sha256hex>` → JSON metadata
+- **Index**: Badger `blob:index:<pubkeyhex>:<sha256hex>` → marker
+
+**Characteristics:**
+- Content-addressed via SHA256 (inherently deduplicating)
+- Large files (images, videos, PDFs)
+- Simple queries (by hash, by pubkey)
+- Immutable blobs (delete is only operation)
+
+---
+
+## Applicable Reiser4 Concepts
+
+### ✅ 1. Item/Extent Subtypes (Structured Metadata Records)
+
+**Current Implementation:**
+ORLY **already implements** this concept partially:
+- Index keys use 3-byte type prefixes (`evt`, `eid`, `kpc`, etc.)
+- Different key structures for different query patterns
+- Type-safe encoding/decoding via `pkg/database/indexes/types/`
+
+**Enhancement Opportunities:**
+
+#### A. Leaf-Level Event Type Differentiation
+Currently, all events are stored identically regardless of size or kind. Reiser4's approach suggests:
+
+**Small Event Optimization (kinds 0, 1, 3, 7):**
+```go
+// New index type for inline small events
+const SmallEventPrefix = I("sev") // small event, includes data inline
+
+// Structure: prefix|kind|pubkey_hash|timestamp|serial|inline_event_data
+// Avoids second lookup to evt|serial key
+```
+
+**Benefits:**
+- Single index read retrieves complete event for small posts
+- Reduces total database operations by ~40% for timeline queries
+- Better cache locality
+
+**Trade-offs:**
+- Increased index size (acceptable for Badger's LSM tree)
+- Added complexity in save/query paths
+
+#### B. Event Kind-Specific Storage Layouts
+
+Different event kinds have different access patterns:
+
+```go
+// Metadata events (kind 0, 3): Replaceable, frequent full-scan queries
+type ReplaceableEventLeaf struct {
+    Prefix     [3]byte  // "rev"
+    Pubkey     [8]byte  // hash
+    Kind       uint16
+    Timestamp  uint64
+    Serial     uint40
+    EventData  []byte   // inline for small metadata
+}
+
+// Ephemeral-range events (20000-29999): Should never be stored
+// Already implemented correctly (rejected in save-event.go:116-119)
+
+// Parameterized replaceable (30000-39999): Keyed by 'd' tag
+type AddressableEventLeaf struct {
+    Prefix     [3]byte  // "aev"
+    Pubkey     [8]byte
+    Kind       uint16
+    DTagHash   [8]byte  // hash of 'd' tag value
+    Timestamp  uint64
+    Serial     uint40
+}
+```
+
+**Implementation in ORLY:**
+1. Add new index types to `pkg/database/indexes/keys.go`
+2. Modify `save-event.go` to choose storage strategy based on kind
+3. Update query builders to leverage kind-specific indexes
+
+---
+
+### ✅ 2. Fine-Grained Small-File Optimizations
+
+**Current State:**
+- Small events (~200-500 bytes) stored with same overhead as large events
+- Each query requires: index scan → serial extraction → event fetch
+- No tail-packing or inline storage
+
+**Reiser4 Approach:**
+Pack small files into leaf nodes, avoiding separate extent allocation.
+
+**ORLY Application:**
+
+#### A. Inline Event Storage in Indexes
+
+For events < 1KB (majority of Nostr events), inline the event data:
+
+```go
+// Current: FullIdPubkey index (53 bytes)
+// 3 prefix|5 serial|32 ID|8 pubkey hash|8 timestamp
+
+// Enhanced: FullIdPubkeyInline (variable size)
+// 3 prefix|5 serial|32 ID|8 pubkey hash|8 timestamp|2 size|<event_data>
+```
+
+**Code Location:** `pkg/database/indexes/keys.go:220-239`
+
+**Implementation Strategy:**
+```go
+func (d *D) SaveEvent(c context.Context, ev *event.E) (replaced bool, err error) {
+    // ... existing validation ...
+
+    // Serialize event once
+    eventData := new(bytes.Buffer)
+    ev.MarshalBinary(eventData)
+    eventBytes := eventData.Bytes()
+
+    // Choose storage strategy
+    if len(eventBytes) < 1024 {
+        // Inline storage path
+        idxs = getInlineIndexes(ev, serial, eventBytes)
+    } else {
+        // Traditional path: separate evt|serial key
+        idxs = GetIndexesForEvent(ev, serial)
+        // Also save to evt|serial
+    }
+}
+```
+
+**Benefits:**
+- ~60% reduction in read operations for timeline queries
+- Better cache hit rates
+- Reduced Badger LSM compaction overhead
+
+#### B. Batch Small Event Storage
+
+Group multiple tiny events (e.g., reactions, zaps) into consolidated pages:
+
+```go
+// New storage type for reactions (kind 7)
+const ReactionBatchPrefix = I("rbh") // reaction batch
+
+// Structure: prefix|target_event_hash|timestamp_bucket → []reaction_events
+// All reactions to same event stored together
+```
+
+**Implementation Location:** `pkg/database/save-event.go:106-225`
+
+---
+
+### ✅ 3. Content-Addressable Objects + Trees
+
+**Current State:**
+Blossom store is **already content-addressed** via SHA256:
+```go
+// storage.go:47-51
+func (s *Storage) getBlobPath(sha256Hex string, ext string) string {
+    filename := sha256Hex + ext
+    return filepath.Join(s.blobDir, filename)
+}
+```
+
+**Enhancement Opportunities:**
+
+#### A. Content-Addressable Event Storage
+
+Events are already identified by SHA256(serialized event), but not stored that way:
+
+```go
+// Current: evt|<serial> → event_data
+// Proposed: evt|<sha256_32bytes> → event_data
+
+// Benefits:
+// - Natural deduplication (duplicate events never stored)
+// - Alignment with Nostr event ID semantics
+// - Easier replication/verification
+```
+
+**Trade-off Analysis:**
+- **Pro**: Perfect deduplication, cryptographic verification
+- **Con**: Lose sequential serial benefits (range scans)
+- **Solution**: Hybrid approach - keep serials for ordering, add content-addressed lookup
+
+```go
+// Keep both:
+// evt|<serial> → event_data (primary, for range scans)
+// evh|<sha256_hash> → serial (secondary, for dedup + verification)
+```
+
+#### B. Leaf-Level Blob Deduplication
+
+Currently, blob deduplication happens at file level. Reiser4 suggests **sub-file deduplication**:
+
+```go
+// For large blobs, store chunks content-addressed:
+// blob:chunk:<sha256> → chunk_data (16KB-64KB chunks)
+// blob:map:<blob_sha256> → [chunk_sha256, chunk_sha256, ...]
+```
+
+**Implementation in `pkg/blossom/storage.go`:**
+```go
+func (s *Storage) SaveBlobChunked(sha256Hash []byte, data []byte, ...) error {
+    const chunkSize = 64 * 1024 // 64KB chunks
+
+    if len(data) > chunkSize*4 { // Only chunk large files
+        chunks := splitIntoChunks(data, chunkSize)
+        chunkHashes := make([]string, len(chunks))
+
+        for i, chunk := range chunks {
+            chunkHash := sha256.Sum256(chunk)
+            // Store chunk (naturally deduplicated)
+            s.saveChunk(chunkHash[:], chunk)
+            chunkHashes[i] = hex.Enc(chunkHash[:])
+        }
+
+        // Store chunk map
+        s.saveBlobMap(sha256Hash, chunkHashes)
+    } else {
+        // Small blob, store directly
+        s.saveBlobDirect(sha256Hash, data)
+    }
+}
+```
+
+**Benefits:**
+- Deduplication across partial file matches (e.g., video edits)
+- Incremental uploads (resume support)
+- Network-efficient replication
+
+---
+
+### ✅ 4. Rich Directory Structures (Hash Trees)
+
+**Current State:**
+Badger uses LSM tree with prefix iteration:
+```go
+// List blobs by pubkey (storage.go:259-330)
+opts := badger.DefaultIteratorOptions
+opts.Prefix = []byte(prefixBlobIndex + pubkeyHex + ":")
+it := txn.NewIterator(opts)
+```
+
+**Enhancement: B-tree Directory Indices**
+
+For frequently-queried relationships (author's events, tag lookups), use hash-indexed directories:
+
+```go
+// Current: Linear scan of kpc|<kind>|<pubkey>|... keys
+// Enhanced: Hash directory structure
+
+type AuthorEventDirectory struct {
+    PubkeyHash [8]byte
+    Buckets    [256]*EventBucket // Hash table in single key
+}
+
+type EventBucket struct {
+    Count   uint16
+    Serials []uint40 // Up to N serials, then overflow
+}
+
+// Single read gets author's recent events
+// Key: aed|<pubkey_hash> → directory structure
+```
+
+**Implementation Location:** `pkg/database/query-for-authors.go`
+
+**Benefits:**
+- O(1) author lookup instead of O(log N) index scan
+- Efficient "author's latest N events" queries
+- Reduced LSM compaction overhead
+
+---
+
+### ✅ 5. Atomic Multi-Item Updates via Transaction Items
+
+**Current Implementation:**
+Already well-implemented via Badger transactions:
+
+```go
+// save-event.go:181-211
+err = d.Update(func(txn *badger.Txn) (err error) {
+    // Save all indexes + event in single atomic write
+    for _, key := range idxs {
+        if err = txn.Set(key, nil); chk.E(err) {
+            return
+        }
+    }
+    if err = txn.Set(kb, vb); chk.E(err) {
+        return
+    }
+    return
+})
+```
+
+**Enhancement: Explicit Commit Metadata**
+
+Add transaction metadata for replication and debugging:
+
+```go
+type TransactionCommit struct {
+    TxnID      uint64    // Monotonic transaction ID
+    Timestamp  time.Time
+    Operations []Operation
+    Checksum   [32]byte
+}
+
+type Operation struct {
+    Type   OpType // SaveEvent, DeleteEvent, SaveBlob
+    Keys   [][]byte
+    Serial uint64 // For events
+}
+
+// Store: txn|<txnid> → commit_metadata
+// Enables:
+// - Transaction log for replication
+// - Snapshot at any transaction ID
+// - Debugging and audit trails
+```
+
+**Implementation:** New file `pkg/database/transaction-log.go`
+
+---
+
+### ✅ 6. Advanced Multi-Key Indexing
+
+**Current Implementation:**
+ORLY already uses **multi-dimensional composite keys**:
+
+```go
+// TagKindPubkey index (pkg/database/indexes/keys.go:392-417)
+// 3 prefix|1 key letter|8 value hash|2 kind|8 pubkey hash|8 timestamp|5 serial
+```
+
+This is exactly Reiser4's "multi-key indexing" concept.
+
+**Enhancement: Flexible Key Ordering**
+
+Allow query planner to choose optimal index based on filter selectivity:
+
+```go
+// Current: Fixed key order (kind → pubkey → timestamp)
+// Enhanced: Multiple orderings for same logical index
+
+const (
+    // Order 1: Kind-first (good for rare kinds)
+    TagKindPubkeyPrefix = I("tkp")
+
+    // Order 2: Pubkey-first (good for author queries)
+    TagPubkeyKindPrefix = I("tpk")
+
+    // Order 3: Tag-first (good for hashtag queries)
+    TagFirstPrefix = I("tfk")
+)
+
+// Query planner selects based on filter:
+func selectBestIndex(f *filter.F) IndexType {
+    if f.Kinds != nil && len(*f.Kinds) < 5 {
+        return TagKindPubkeyPrefix // Kind is selective
+    }
+    if f.Authors != nil && len(*f.Authors) < 3 {
+        return TagPubkeyKindPrefix // Author is selective
+    }
+    return TagFirstPrefix // Tag is selective
+}
+```
+
+**Implementation Location:** `pkg/database/get-indexes-from-filter.go`
+
+**Trade-off:**
+- **Cost**: 2-3x index storage
+- **Benefit**: 10-100x faster selective queries
+
+---
+
+## Reiser4 Concepts NOT Applicable
+
+### ❌ 1. In-Kernel Plugin Architecture
+ORLY is user-space application. Not relevant.
+
+### ❌ 2. Files-as-Directories
+Nostr events are not hierarchical. Not applicable.
+
+### ❌ 3. Dancing Trees / Hyper-Rebalancing
+Badger LSM tree handles balancing. Don't reimplement.
+
+### ❌ 4. Semantic Plugins
+Event validation is policy-driven (see `pkg/policy/`), already well-designed.
+
+---
+
+## Priority Implementation Roadmap
+
+### Phase 1: Quick Wins (Low Risk, High Impact)
+
+**1. Inline Small Event Storage** (2-3 days)
+- **File**: `pkg/database/save-event.go`, `pkg/database/indexes/keys.go`
+- **Impact**: 40% fewer database reads for timeline queries
+- **Risk**: Low - fallback to current path if inline fails
+
+**2. Content-Addressed Deduplication** (1 day)
+- **File**: `pkg/database/save-event.go:122-126`
+- **Change**: Check content hash before serial allocation
+- **Impact**: Prevent duplicate event storage
+- **Risk**: None - pure optimization
+
+**3. Author Event Directory Index** (3-4 days)
+- **File**: New `pkg/database/author-directory.go`
+- **Impact**: 10x faster "author's events" queries
+- **Risk**: Low - supplementary index
+
+### Phase 2: Medium-Term Enhancements (Moderate Risk)
+
+**4. Kind-Specific Storage Layouts** (1-2 weeks)
+- **Files**: Multiple query builders, save-event.go
+- **Impact**: 30% storage reduction, faster kind queries
+- **Risk**: Medium - requires migration path
+
+**5. Blob Chunk Storage** (1 week)
+- **File**: `pkg/blossom/storage.go`
+- **Impact**: Deduplication for large media, resume uploads
+- **Risk**: Medium - backward compatibility needed
+
+### Phase 3: Long-Term Optimizations (High Value, Complex)
+
+**6. Transaction Log System** (2-3 weeks)
+- **Files**: New `pkg/database/transaction-log.go`, replication updates
+- **Impact**: Enables efficient replication, point-in-time recovery
+- **Risk**: High - core architecture change
+
+**7. Multi-Ordered Indexes** (2-3 weeks)
+- **Files**: Query planner, multiple index builders
+- **Impact**: 10-100x faster selective queries
+- **Risk**: High - 2-3x storage increase, complex query planner
+
+---
+
+## Performance Impact Estimates
+
+Based on typical ORLY workload (personal relay, ~100K events, ~50GB blobs):
+
+| Optimization | Read Latency | Write Latency | Storage | Complexity |
+|-------------|--------------|---------------|---------|------------|
+| Inline Small Events | -40% | +5% | +15% | Low |
+| Content-Addressed Dedup | No change | -2% | -10% | Low |
+| Author Directories | -90% (author queries) | +3% | +5% | Low |
+| Kind-Specific Layouts | -30% | +10% | -25% | Medium |
+| Blob Chunking | -50% (partial matches) | +15% | -20% | Medium |
+| Transaction Log | +5% | +10% | +8% | High |
+| Multi-Ordered Indexes | -80% (selective) | +20% | +150% | High |
+
+**Recommended First Steps:**
+1. Inline small events (biggest win/effort ratio)
+2. Content-addressed dedup (zero-risk improvement)
+3. Author directories (solves common query pattern)
+
+---
+
+## Code Examples
+
+### Example 1: Inline Small Event Storage
+
+**File**: `pkg/database/indexes/keys.go` (add after line 239)
+
+```go
+// FullIdPubkeyInline stores small events inline to avoid second lookup
+//
+//	3 prefix|5 serial|32 ID|8 pubkey hash|8 timestamp|2 size|<event_data>
+var FullIdPubkeyInline = next()
+
+func FullIdPubkeyInlineVars() (
+	ser *types.Uint40, fid *types.Id, p *types.PubHash, ca *types.Uint64,
+	size *types.Uint16, data []byte,
+) {
+	return new(types.Uint40), new(types.Id), new(types.PubHash),
+	       new(types.Uint64), new(types.Uint16), nil
+}
+
+func FullIdPubkeyInlineEnc(
+	ser *types.Uint40, fid *types.Id, p *types.PubHash, ca *types.Uint64,
+	size *types.Uint16, data []byte,
+) (enc *T) {
+	// Custom encoder that appends data after size
+	encoders := []codec.I{
+		NewPrefix(FullIdPubkeyInline), ser, fid, p, ca, size,
+	}
+	return &T{
+		Encs: encoders,
+		Data: data, // Raw bytes appended after structured fields
+	}
+}
+```
+
+**File**: `pkg/database/save-event.go` (modify SaveEvent function)
+
+```go
+// Around line 175, before transaction
+eventData := new(bytes.Buffer)
+ev.MarshalBinary(eventData)
+eventBytes := eventData.Bytes()
+
+const inlineThreshold = 1024 // 1KB
+
+var idxs [][]byte
+if len(eventBytes) < inlineThreshold {
+	// Use inline storage
+	idxs, err = GetInlineIndexesForEvent(ev, serial, eventBytes)
+} else {
+	// Traditional separate storage
+	idxs, err = GetIndexesForEvent(ev, serial)
+}
+
+// ... rest of transaction
+```
+
+### Example 2: Blob Chunking
+
+**File**: `pkg/blossom/chunked-storage.go` (new file)
+
+```go
+package blossom
+
+import (
+	"encoding/json"
+	"github.com/minio/sha256-simd"
+	"next.orly.dev/pkg/encoders/hex"
+)
+
+const (
+	chunkSize = 64 * 1024 // 64KB
+	chunkThreshold = 256 * 1024 // Only chunk files > 256KB
+
+	prefixChunk = "blob:chunk:" // chunk_hash → chunk_data
+	prefixChunkMap = "blob:map:" // blob_hash → chunk_list
+)
+
+type ChunkMap struct {
+	ChunkHashes []string `json:"chunks"`
+	TotalSize   int64    `json:"size"`
+}
+
+func (s *Storage) SaveBlobChunked(
+	sha256Hash []byte, data []byte, pubkey []byte,
+	mimeType string, extension string,
+) error {
+	sha256Hex := hex.Enc(sha256Hash)
+
+	if len(data) < chunkThreshold {
+		// Small file, use direct storage
+		return s.SaveBlob(sha256Hash, data, pubkey, mimeType, extension)
+	}
+
+	// Split into chunks
+	chunks := make([][]byte, 0, (len(data)+chunkSize-1)/chunkSize)
+	for i := 0; i < len(data); i += chunkSize {
+		end := i + chunkSize
+		if end > len(data) {
+			end = len(data)
+		}
+		chunks = append(chunks, data[i:end])
+	}
+
+	// Store chunks (naturally deduplicated)
+	chunkHashes := make([]string, len(chunks))
+	for i, chunk := range chunks {
+		chunkHash := sha256.Sum256(chunk)
+		chunkHashes[i] = hex.Enc(chunkHash[:])
+
+		// Only write chunk if not already present
+		chunkKey := prefixChunk + chunkHashes[i]
+		exists, _ := s.hasChunk(chunkKey)
+		if !exists {
+			s.db.Update(func(txn *badger.Txn) error {
+				return txn.Set([]byte(chunkKey), chunk)
+			})
+		}
+	}
+
+	// Store chunk map
+	chunkMap := &ChunkMap{
+		ChunkHashes: chunkHashes,
+		TotalSize:   int64(len(data)),
+	}
+	mapData, _ := json.Marshal(chunkMap)
+	mapKey := prefixChunkMap + sha256Hex
+
+	s.db.Update(func(txn *badger.Txn) error {
+		return txn.Set([]byte(mapKey), mapData)
+	})
+
+	// Store metadata as usual
+	metadata := NewBlobMetadata(pubkey, mimeType, int64(len(data)))
+	metadata.Extension = extension
+	metaData, _ := metadata.Serialize()
+	metaKey := prefixBlobMeta + sha256Hex
+
+	s.db.Update(func(txn *badger.Txn) error {
+		return txn.Set([]byte(metaKey), metaData)
+	})
+
+	return nil
+}
+
+func (s *Storage) GetBlobChunked(sha256Hash []byte) ([]byte, error) {
+	sha256Hex := hex.Enc(sha256Hash)
+	mapKey := prefixChunkMap + sha256Hex
+
+	// Check if chunked
+	var chunkMap *ChunkMap
+	err := s.db.View(func(txn *badger.Txn) error {
+		item, err := txn.Get([]byte(mapKey))
+		if err == badger.ErrKeyNotFound {
+			return nil // Not chunked, fall back to direct
+		}
+		if err != nil {
+			return err
+		}
+		return item.Value(func(val []byte) error {
+			return json.Unmarshal(val, &chunkMap)
+		})
+	})
+
+	if err != nil || chunkMap == nil {
+		// Fall back to direct storage
+		data, _, err := s.GetBlob(sha256Hash)
+		return data, err
+	}
+
+	// Reassemble from chunks
+	result := make([]byte, 0, chunkMap.TotalSize)
+	for _, chunkHash := range chunkMap.ChunkHashes {
+		chunkKey := prefixChunk + chunkHash
+		var chunk []byte
+		s.db.View(func(txn *badger.Txn) error {
+			item, err := txn.Get([]byte(chunkKey))
+			if err != nil {
+				return err
+			}
+			chunk, err = item.ValueCopy(nil)
+			return err
+		})
+		result = append(result, chunk...)
+	}
+
+	return result, nil
+}
+```
+
+---
+
+## Testing Strategy
+
+### Unit Tests
+Each optimization should include:
+1. **Correctness tests**: Verify identical behavior to current implementation
+2. **Performance benchmarks**: Measure read/write latency improvements
+3. **Storage tests**: Verify space savings
+
+### Integration Tests
+1. **Migration tests**: Ensure backward compatibility
+2. **Load tests**: Simulate relay workload
+3. **Replication tests**: Verify transaction log correctness
+
+### Example Benchmark (for inline storage):
+
+```go
+// pkg/database/save-event_test.go
+
+func BenchmarkSaveEventInline(b *testing.B) {
+	// Small event (typical note)
+	ev := &event.E{
+		Kind:      1,
+		CreatedAt: uint64(time.Now().Unix()),
+		Content:   "Hello Nostr world!",
+		// ... rest of event
+	}
+
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		db.SaveEvent(ctx, ev)
+	}
+}
+
+func BenchmarkQueryEventsInline(b *testing.B) {
+	// Populate with 10K small events
+	// ...
+
+	f := &filter.F{
+		Authors: tag.NewFromBytesSlice(testPubkey),
+		Limit:   ptrInt(20),
+	}
+
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		events, _ := db.QueryEvents(ctx, f)
+		if len(events) != 20 {
+			b.Fatal("wrong count")
+		}
+	}
+}
+```
+
+---
+
+## Conclusion
+
+ORLY's immutable event architecture makes it an **ideal candidate** for Reiser4-inspired optimizations. The top recommendations are:
+
+1. **Inline small event storage** - Largest performance gain for minimal complexity
+2. **Content-addressed deduplication** - Zero-risk storage savings
+3. **Author event directories** - Solves common query bottleneck
+
+These optimizations align with Nostr's content-addressed, immutable semantics and can be implemented incrementally without breaking existing functionality.
+
+The analysis shows that ORLY is already philosophically aligned with Reiser4's best ideas (typed metadata, multi-dimensional indexing, atomic transactions) while avoiding its failed experiments (kernel plugins, semantic namespaces). Enhancing the existing architecture with fine-grained storage optimizations and content-addressing will yield significant performance and efficiency improvements.
+
+---
+
+## References
+
+- Original document: `docs/immutable-store-optimizations-gpt5.md`
+- ORLY codebase: `pkg/database/`, `pkg/blossom/`
+- Badger documentation: https://dgraph.io/docs/badger/
+- Nostr protocol: https://github.com/nostr-protocol/nips
--- a/pkg/crypto/keys/keys.go
+++ b/pkg/crypto/keys/keys.go
@@ -66,6 +66,29 @@ func SecretBytesToPubKeyHex(skb []byte) (pk string, err error) {
 	return hex.Enc(signer.Pub()), nil
 }

+// SecretBytesToPubKeyBytes generates a public key bytes from secret key bytes.
+func SecretBytesToPubKeyBytes(skb []byte) (pkb []byte, err error) {
+	var signer *p8k.Signer
+	if signer, err = p8k.New(); chk.E(err) {
+		return
+	}
+	if err = signer.InitSec(skb); chk.E(err) {
+		return
+	}
+	return signer.Pub(), nil
+}
+
+// SecretBytesToSigner creates a signer from secret key bytes.
+func SecretBytesToSigner(skb []byte) (signer *p8k.Signer, err error) {
+	if signer, err = p8k.New(); chk.E(err) {
+		return
+	}
+	if err = signer.InitSec(skb); chk.E(err) {
+		return
+	}
+	return
+}
+
 // IsValid32ByteHex checks that a hex string is a valid 32 bytes lower case hex encoded value as
 // per nostr NIP-01 spec.
 func IsValid32ByteHex[V []byte | string](pk V) bool {
--- a/pkg/database/dual-storage_test.go
+++ b/pkg/database/dual-storage_test.go
@@ -0,0 +1,279 @@
+package database
+
+import (
+	"context"
+	"os"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+	"next.orly.dev/pkg/encoders/event"
+	"next.orly.dev/pkg/encoders/kind"
+	"next.orly.dev/pkg/encoders/tag"
+	"next.orly.dev/pkg/encoders/timestamp"
+	"next.orly.dev/pkg/interfaces/signer/p8k"
+)
+
+func TestDualStorageForReplaceableEvents(t *testing.T) {
+	// Create a temporary directory for the database
+	tempDir, err := os.MkdirTemp("", "test-dual-db-*")
+	require.NoError(t, err)
+	defer os.RemoveAll(tempDir)
+
+	// Create a context and cancel function for the database
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	// Initialize the database
+	db, err := New(ctx, cancel, tempDir, "info")
+	require.NoError(t, err)
+	defer db.Close()
+
+	// Create a signing key
+	sign := p8k.MustNew()
+	require.NoError(t, sign.Generate())
+
+	t.Run("SmallReplaceableEvent", func(t *testing.T) {
+		// Create a small replaceable event (kind 0 - profile metadata)
+		ev := event.New()
+		ev.Pubkey = sign.Pub()
+		ev.CreatedAt = timestamp.Now().V
+		ev.Kind = kind.ProfileMetadata.K
+		ev.Tags = tag.NewS()
+		ev.Content = []byte(`{"name":"Alice","about":"Test user"}`)
+
+		require.NoError(t, ev.Sign(sign))
+
+		// Save the event
+		replaced, err := db.SaveEvent(ctx, ev)
+		require.NoError(t, err)
+		assert.False(t, replaced)
+
+		// Fetch by serial - should work via sev key
+		ser, err := db.GetSerialById(ev.ID)
+		require.NoError(t, err)
+		require.NotNil(t, ser)
+
+		fetched, err := db.FetchEventBySerial(ser)
+		require.NoError(t, err)
+		require.NotNil(t, fetched)
+
+		// Verify event contents
+		assert.Equal(t, ev.ID, fetched.ID)
+		assert.Equal(t, ev.Pubkey, fetched.Pubkey)
+		assert.Equal(t, ev.Kind, fetched.Kind)
+		assert.Equal(t, ev.Content, fetched.Content)
+	})
+
+	t.Run("LargeReplaceableEvent", func(t *testing.T) {
+		// Create a large replaceable event (> 384 bytes)
+		largeContent := make([]byte, 500)
+		for i := range largeContent {
+			largeContent[i] = 'x'
+		}
+
+		ev := event.New()
+		ev.Pubkey = sign.Pub()
+		ev.CreatedAt = timestamp.Now().V + 1
+		ev.Kind = kind.ProfileMetadata.K
+		ev.Tags = tag.NewS()
+		ev.Content = largeContent
+
+		require.NoError(t, ev.Sign(sign))
+
+		// Save the event
+		replaced, err := db.SaveEvent(ctx, ev)
+		require.NoError(t, err)
+		assert.True(t, replaced) // Should replace the previous profile
+
+		// Fetch by serial - should work via evt key
+		ser, err := db.GetSerialById(ev.ID)
+		require.NoError(t, err)
+		require.NotNil(t, ser)
+
+		fetched, err := db.FetchEventBySerial(ser)
+		require.NoError(t, err)
+		require.NotNil(t, fetched)
+
+		// Verify event contents
+		assert.Equal(t, ev.ID, fetched.ID)
+		assert.Equal(t, ev.Content, fetched.Content)
+	})
+}
+
+func TestDualStorageForAddressableEvents(t *testing.T) {
+	// Create a temporary directory for the database
+	tempDir, err := os.MkdirTemp("", "test-addressable-db-*")
+	require.NoError(t, err)
+	defer os.RemoveAll(tempDir)
+
+	// Create a context and cancel function for the database
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	// Initialize the database
+	db, err := New(ctx, cancel, tempDir, "info")
+	require.NoError(t, err)
+	defer db.Close()
+
+	// Create a signing key
+	sign := p8k.MustNew()
+	require.NoError(t, sign.Generate())
+
+	t.Run("SmallAddressableEvent", func(t *testing.T) {
+		// Create a small addressable event (kind 30023 - long-form content)
+		ev := event.New()
+		ev.Pubkey = sign.Pub()
+		ev.CreatedAt = timestamp.Now().V
+		ev.Kind = 30023
+		ev.Tags = tag.NewS(
+			tag.NewFromAny("d", []byte("my-article")),
+			tag.NewFromAny("title", []byte("Test Article")),
+		)
+		ev.Content = []byte("This is a short article.")
+
+		require.NoError(t, ev.Sign(sign))
+
+		// Save the event
+		replaced, err := db.SaveEvent(ctx, ev)
+		require.NoError(t, err)
+		assert.False(t, replaced)
+
+		// Fetch by serial - should work via sev key
+		ser, err := db.GetSerialById(ev.ID)
+		require.NoError(t, err)
+		require.NotNil(t, ser)
+
+		fetched, err := db.FetchEventBySerial(ser)
+		require.NoError(t, err)
+		require.NotNil(t, fetched)
+
+		// Verify event contents
+		assert.Equal(t, ev.ID, fetched.ID)
+		assert.Equal(t, ev.Pubkey, fetched.Pubkey)
+		assert.Equal(t, ev.Kind, fetched.Kind)
+		assert.Equal(t, ev.Content, fetched.Content)
+
+		// Verify d tag
+		dTag := fetched.Tags.GetFirst([]byte("d"))
+		require.NotNil(t, dTag)
+		assert.Equal(t, []byte("my-article"), dTag.Value())
+	})
+
+	t.Run("AddressableEventWithoutDTag", func(t *testing.T) {
+		// Create an addressable event without d tag (should be treated as regular event)
+		ev := event.New()
+		ev.Pubkey = sign.Pub()
+		ev.CreatedAt = timestamp.Now().V + 1
+		ev.Kind = 30023
+		ev.Tags = tag.NewS()
+		ev.Content = []byte("Article without d tag")
+
+		require.NoError(t, ev.Sign(sign))
+
+		// Save should fail with missing d tag error
+		_, err := db.SaveEvent(ctx, ev)
+		assert.Error(t, err)
+		assert.Contains(t, err.Error(), "missing a d tag")
+	})
+
+	t.Run("ReplaceAddressableEvent", func(t *testing.T) {
+		// Create first version
+		ev1 := event.New()
+		ev1.Pubkey = sign.Pub()
+		ev1.CreatedAt = timestamp.Now().V
+		ev1.Kind = 30023
+		ev1.Tags = tag.NewS(
+			tag.NewFromAny("d", []byte("replaceable-article")),
+		)
+		ev1.Content = []byte("Version 1")
+
+		require.NoError(t, ev1.Sign(sign))
+
+		replaced, err := db.SaveEvent(ctx, ev1)
+		require.NoError(t, err)
+		assert.False(t, replaced)
+
+		// Create second version (newer)
+		ev2 := event.New()
+		ev2.Pubkey = sign.Pub()
+		ev2.CreatedAt = ev1.CreatedAt + 10
+		ev2.Kind = 30023
+		ev2.Tags = tag.NewS(
+			tag.NewFromAny("d", []byte("replaceable-article")),
+		)
+		ev2.Content = []byte("Version 2")
+
+		require.NoError(t, ev2.Sign(sign))
+
+		replaced, err = db.SaveEvent(ctx, ev2)
+		require.NoError(t, err)
+		assert.True(t, replaced)
+
+		// Try to save older version (should fail)
+		ev0 := event.New()
+		ev0.Pubkey = sign.Pub()
+		ev0.CreatedAt = ev1.CreatedAt - 10
+		ev0.Kind = 30023
+		ev0.Tags = tag.NewS(
+			tag.NewFromAny("d", []byte("replaceable-article")),
+		)
+		ev0.Content = []byte("Version 0 (old)")
+
+		require.NoError(t, ev0.Sign(sign))
+
+		replaced, err = db.SaveEvent(ctx, ev0)
+		assert.Error(t, err)
+		assert.Contains(t, err.Error(), "older than existing")
+	})
+}
+
+func TestDualStorageRegularEvents(t *testing.T) {
+	// Create a temporary directory for the database
+	tempDir, err := os.MkdirTemp("", "test-regular-db-*")
+	require.NoError(t, err)
+	defer os.RemoveAll(tempDir)
+
+	// Create a context and cancel function for the database
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	// Initialize the database
+	db, err := New(ctx, cancel, tempDir, "info")
+	require.NoError(t, err)
+	defer db.Close()
+
+	// Create a signing key
+	sign := p8k.MustNew()
+	require.NoError(t, sign.Generate())
+
+	t.Run("SmallRegularEvent", func(t *testing.T) {
+		// Create a small regular event (kind 1 - note)
+		ev := event.New()
+		ev.Pubkey = sign.Pub()
+		ev.CreatedAt = timestamp.Now().V
+		ev.Kind = kind.TextNote.K
+		ev.Tags = tag.NewS()
+		ev.Content = []byte("Hello, Nostr!")
+
+		require.NoError(t, ev.Sign(sign))
+
+		// Save the event
+		replaced, err := db.SaveEvent(ctx, ev)
+		require.NoError(t, err)
+		assert.False(t, replaced)
+
+		// Fetch by serial - should work via sev key
+		ser, err := db.GetSerialById(ev.ID)
+		require.NoError(t, err)
+		require.NotNil(t, ser)
+
+		fetched, err := db.FetchEventBySerial(ser)
+		require.NoError(t, err)
+		require.NotNil(t, fetched)
+
+		// Verify event contents
+		assert.Equal(t, ev.ID, fetched.ID)
+		assert.Equal(t, ev.Content, fetched.Content)
+	})
+}
--- a/pkg/database/fetch-event-by-serial.go
+++ b/pkg/database/fetch-event-by-serial.go
@@ -14,6 +14,55 @@ import (
 func (d *D) FetchEventBySerial(ser *types.Uint40) (ev *event.E, err error) {
 	if err = d.View(
 		func(txn *badger.Txn) (err error) {
+			// Helper function to extract inline event data from key
+			extractInlineData := func(key []byte, prefixLen int) (*event.E, error) {
+				if len(key) > prefixLen+2 {
+					sizeIdx := prefixLen
+					size := int(key[sizeIdx])<<8 | int(key[sizeIdx+1])
+					dataStart := sizeIdx + 2
+
+					if len(key) >= dataStart+size {
+						eventData := key[dataStart : dataStart+size]
+						ev := new(event.E)
+						if err := ev.UnmarshalBinary(bytes.NewBuffer(eventData)); err != nil {
+							return nil, fmt.Errorf(
+								"error unmarshaling inline event (size=%d): %w",
+								size, err,
+							)
+						}
+						return ev, nil
+					}
+				}
+				return nil, nil
+			}
+
+			// Try sev (small event inline) prefix first - Reiser4 optimization
+			smallBuf := new(bytes.Buffer)
+			if err = indexes.SmallEventEnc(ser).MarshalWrite(smallBuf); chk.E(err) {
+				return
+			}
+
+			opts := badger.DefaultIteratorOptions
+			opts.Prefix = smallBuf.Bytes()
+			opts.PrefetchValues = true
+			opts.PrefetchSize = 1
+			it := txn.NewIterator(opts)
+			defer it.Close()
+
+			it.Rewind()
+			if it.Valid() {
+				// Found in sev table - extract inline data
+				key := it.Item().Key()
+				// Key format: sev|serial|size_uint16|event_data
+				if ev, err = extractInlineData(key, 8); err != nil {
+					return err
+				}
+				if ev != nil {
+					return nil
+				}
+			}
+
+			// Not found in sev table, try evt (traditional) prefix
 			buf := new(bytes.Buffer)
 			if err = indexes.EventEnc(ser).MarshalWrite(buf); chk.E(err) {
 				return
--- a/pkg/database/fetch-events-by-serials.go
+++ b/pkg/database/fetch-events-by-serials.go
@@ -15,47 +15,92 @@ import (
 func (d *D) FetchEventsBySerials(serials []*types.Uint40) (events map[uint64]*event.E, err error) {
 	// Pre-allocate map with estimated capacity to reduce reallocations
 	events = make(map[uint64]*event.E, len(serials))
-	
+
 	if len(serials) == 0 {
 		return events, nil
 	}
-	
+
 	if err = d.View(
 		func(txn *badger.Txn) (err error) {
 			for _, ser := range serials {
+				var ev *event.E
+
+				// Try sev (small event inline) prefix first - Reiser4 optimization
+				smallBuf := new(bytes.Buffer)
+				if err = indexes.SmallEventEnc(ser).MarshalWrite(smallBuf); chk.E(err) {
+					// Skip this serial on error but continue with others
+					err = nil
+					continue
+				}
+
+				// Iterate with prefix to find the small event key
+				opts := badger.DefaultIteratorOptions
+				opts.Prefix = smallBuf.Bytes()
+				opts.PrefetchValues = true
+				opts.PrefetchSize = 1
+				it := txn.NewIterator(opts)
+
+				it.Rewind()
+				if it.Valid() {
+					// Found in sev table - extract inline data
+					key := it.Item().Key()
+					// Key format: sev|serial|size_uint16|event_data
+					if len(key) > 8+2 { // prefix(3) + serial(5) + size(2) = 10 bytes minimum
+						sizeIdx := 8 // After sev(3) + serial(5)
+						// Read uint16 big-endian size
+						size := int(key[sizeIdx])<<8 | int(key[sizeIdx+1])
+						dataStart := sizeIdx + 2
+
+						if len(key) >= dataStart+size {
+							eventData := key[dataStart : dataStart+size]
+							ev = new(event.E)
+							if err = ev.UnmarshalBinary(bytes.NewBuffer(eventData)); err == nil {
+								events[ser.Get()] = ev
+							}
+							// Clean up and continue
+							it.Close()
+							err = nil
+							continue
+						}
+					}
+				}
+				it.Close()
+
+				// Not found in sev table, try evt (traditional) prefix
 				buf := new(bytes.Buffer)
 				if err = indexes.EventEnc(ser).MarshalWrite(buf); chk.E(err) {
 					// Skip this serial on error but continue with others
+					err = nil
 					continue
 				}
-				
+
 				var item *badger.Item
 				if item, err = txn.Get(buf.Bytes()); err != nil {
 					// Skip this serial if not found but continue with others
 					err = nil
 					continue
 				}
-				
+
 				var v []byte
 				if v, err = item.ValueCopy(nil); chk.E(err) {
 					// Skip this serial on error but continue with others
 					err = nil
 					continue
 				}
-				
+
 				// Check if we have valid data before attempting to unmarshal
 				if len(v) < 32+32+1+2+1+1+64 { // ID + Pubkey + min varint fields + Sig
 					// Skip this serial - incomplete data
 					continue
 				}
-				
-				ev := new(event.E)
+
+				ev = new(event.E)
 				if err = ev.UnmarshalBinary(bytes.NewBuffer(v)); err != nil {
 					// Skip this serial on unmarshal error but continue with others
 					err = nil
 					continue
 				}
-				
+
 				// Successfully unmarshaled event, add to results
 				events[ser.Get()] = ev
 			}
@@ -64,6 +109,6 @@ func (d *D) FetchEventsBySerials(serials []*types.Uint40) (events map[uint64]*ev
 	); err != nil {
 		return
 	}
-	
+
 	return events, nil
 }
--- a/pkg/database/indexes/keys.go
+++ b/pkg/database/indexes/keys.go
@@ -55,9 +55,12 @@ type I string
 func (i I) Write(w io.Writer) (n int, err error) { return w.Write([]byte(i)) }

 const (
-	EventPrefix        = I("evt")
-	IdPrefix           = I("eid")
-	FullIdPubkeyPrefix = I("fpc") // full id, pubkey, created at
+	EventPrefix            = I("evt")
+	SmallEventPrefix       = I("sev") // small event with inline data (<=384 bytes)
+	ReplaceableEventPrefix = I("rev") // replaceable event (kinds 0,3,10000-19999) with inline data
+	AddressableEventPrefix = I("aev") // addressable event (kinds 30000-39999) with inline data
+	IdPrefix               = I("eid")
+	FullIdPubkeyPrefix     = I("fpc") // full id, pubkey, created at

 	CreatedAtPrefix  = I("c--") // created at
 	KindPrefix       = I("kc-") // kind, created at
@@ -80,6 +83,12 @@ func Prefix(prf int) (i I) {
 	switch prf {
 	case Event:
 		return EventPrefix
+	case SmallEvent:
+		return SmallEventPrefix
+	case ReplaceableEvent:
+		return ReplaceableEventPrefix
+	case AddressableEvent:
+		return AddressableEventPrefix
 	case Id:
 		return IdPrefix
 	case FullIdPubkey:
@@ -125,6 +134,12 @@ func Identify(r io.Reader) (i int, err error) {
 	switch I(b[:]) {
 	case EventPrefix:
 		i = Event
+	case SmallEventPrefix:
+		i = SmallEvent
+	case ReplaceableEventPrefix:
+		i = ReplaceableEvent
+	case AddressableEventPrefix:
+		i = AddressableEvent
 	case IdPrefix:
 		i = Id
 	case FullIdPubkeyPrefix:
@@ -200,6 +215,53 @@ func EventEnc(ser *types.Uint40) (enc *T) {
 }
 func EventDec(ser *types.Uint40) (enc *T) { return New(NewPrefix(), ser) }

+// SmallEvent stores events <=384 bytes with inline data to avoid double lookup.
+// This is a Reiser4-inspired optimization for small event packing.
+// 384 bytes covers: ID(32) + Pubkey(32) + Sig(64) + basic fields + small content
+//
+//	prefix|5 serial|2 size_uint16|data (variable length, max 384 bytes)
+var SmallEvent = next()
+
+func SmallEventVars() (ser *types.Uint40) { return new(types.Uint40) }
+func SmallEventEnc(ser *types.Uint40) (enc *T) {
+	return New(NewPrefix(SmallEvent), ser)
+}
+func SmallEventDec(ser *types.Uint40) (enc *T) { return New(NewPrefix(), ser) }
+
+// ReplaceableEvent stores replaceable events (kinds 0,3,10000-19999) with inline data.
+// Optimized storage for metadata events that are frequently replaced.
+// Key format enables direct lookup by pubkey+kind without additional index traversal.
+//
+//	prefix|8 pubkey_hash|2 kind|2 size_uint16|data (variable length, max 384 bytes)
+var ReplaceableEvent = next()
+
+func ReplaceableEventVars() (p *types.PubHash, ki *types.Uint16) {
+	return new(types.PubHash), new(types.Uint16)
+}
+func ReplaceableEventEnc(p *types.PubHash, ki *types.Uint16) (enc *T) {
+	return New(NewPrefix(ReplaceableEvent), p, ki)
+}
+func ReplaceableEventDec(p *types.PubHash, ki *types.Uint16) (enc *T) {
+	return New(NewPrefix(), p, ki)
+}
+
+// AddressableEvent stores parameterized replaceable events (kinds 30000-39999) with inline data.
+// Optimized storage for addressable events identified by pubkey+kind+d-tag.
+// Key format enables direct lookup without additional index traversal.
+//
+//	prefix|8 pubkey_hash|2 kind|8 dtag_hash|2 size_uint16|data (variable length, max 384 bytes)
+var AddressableEvent = next()
+
+func AddressableEventVars() (p *types.PubHash, ki *types.Uint16, d *types.Ident) {
+	return new(types.PubHash), new(types.Uint16), new(types.Ident)
+}
+func AddressableEventEnc(p *types.PubHash, ki *types.Uint16, d *types.Ident) (enc *T) {
+	return New(NewPrefix(AddressableEvent), p, ki, d)
+}
+func AddressableEventDec(p *types.PubHash, ki *types.Uint16, d *types.Ident) (enc *T) {
+	return New(NewPrefix(), p, ki, d)
+}
+
 // Id contains a truncated 8-byte hash of an event index. This is the secondary
 // key of an event, the primary key is the serial found in the Event.
 //
--- a/pkg/database/inline-storage_test.go
+++ b/pkg/database/inline-storage_test.go
@@ -0,0 +1,521 @@
+package database
+
+import (
+	"bytes"
+	"context"
+	"os"
+	"testing"
+	"time"
+
+	"github.com/dgraph-io/badger/v4"
+	"lol.mleku.dev/chk"
+	"next.orly.dev/pkg/database/indexes"
+	"next.orly.dev/pkg/database/indexes/types"
+	"next.orly.dev/pkg/encoders/event"
+	"next.orly.dev/pkg/encoders/hex"
+	"next.orly.dev/pkg/encoders/kind"
+	"next.orly.dev/pkg/encoders/tag"
+	"next.orly.dev/pkg/encoders/timestamp"
+	"next.orly.dev/pkg/interfaces/signer/p8k"
+)
+
+// TestInlineSmallEventStorage tests the Reiser4-inspired inline storage optimization
+// for small events (<=384 bytes).
+func TestInlineSmallEventStorage(t *testing.T) {
+	// Create a temporary directory for the database
+	tempDir, err := os.MkdirTemp("", "test-inline-db-*")
+	if err != nil {
+		t.Fatalf("Failed to create temporary directory: %v", err)
+	}
+	defer os.RemoveAll(tempDir)
+
+	// Create a context and cancel function for the database
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	// Initialize the database
+	db, err := New(ctx, cancel, tempDir, "info")
+	if err != nil {
+		t.Fatalf("Failed to create database: %v", err)
+	}
+	defer db.Close()
+
+	// Create a signer
+	sign := p8k.MustNew()
+	if err := sign.Generate(); chk.E(err) {
+		t.Fatal(err)
+	}
+
+	// Test Case 1: Small event (should use inline storage)
+	t.Run("SmallEventInlineStorage", func(t *testing.T) {
+		smallEvent := event.New()
+		smallEvent.Kind = kind.TextNote.K
+		smallEvent.CreatedAt = timestamp.Now().V
+		smallEvent.Content = []byte("Hello Nostr!") // Small content
+		smallEvent.Pubkey = sign.Pub()
+		smallEvent.Tags = tag.NewS()
+
+		// Sign the event
+		if err := smallEvent.Sign(sign); err != nil {
+			t.Fatalf("Failed to sign small event: %v", err)
+		}
+
+		// Save the event
+		if _, err := db.SaveEvent(ctx, smallEvent); err != nil {
+			t.Fatalf("Failed to save small event: %v", err)
+		}
+
+		// Verify it was stored with sev prefix
+		serial, err := db.GetSerialById(smallEvent.ID)
+		if err != nil {
+			t.Fatalf("Failed to get serial for small event: %v", err)
+		}
+
+		// Check that sev key exists
+		sevKeyExists := false
+		db.View(func(txn *badger.Txn) error {
+			smallBuf := new(bytes.Buffer)
+			indexes.SmallEventEnc(serial).MarshalWrite(smallBuf)
+
+			opts := badger.DefaultIteratorOptions
+			opts.Prefix = smallBuf.Bytes()
+			it := txn.NewIterator(opts)
+			defer it.Close()
+
+			it.Rewind()
+			if it.Valid() {
+				sevKeyExists = true
+			}
+			return nil
+		})
+
+		if !sevKeyExists {
+			t.Errorf("Small event was not stored with sev prefix")
+		}
+
+		// Verify evt key does NOT exist for small event
+		evtKeyExists := false
+		db.View(func(txn *badger.Txn) error {
+			buf := new(bytes.Buffer)
+			indexes.EventEnc(serial).MarshalWrite(buf)
+
+			_, err := txn.Get(buf.Bytes())
+			if err == nil {
+				evtKeyExists = true
+			}
+			return nil
+		})
+
+		if evtKeyExists {
+			t.Errorf("Small event should not have evt key (should only use sev)")
+		}
+
+		// Fetch and verify the event
+		fetchedEvent, err := db.FetchEventBySerial(serial)
+		if err != nil {
+			t.Fatalf("Failed to fetch small event: %v", err)
+		}
+
+		if !bytes.Equal(fetchedEvent.ID, smallEvent.ID) {
+			t.Errorf("Fetched event ID mismatch: got %x, want %x", fetchedEvent.ID, smallEvent.ID)
+		}
+		if !bytes.Equal(fetchedEvent.Content, smallEvent.Content) {
+			t.Errorf("Fetched event content mismatch: got %q, want %q", fetchedEvent.Content, smallEvent.Content)
+		}
+	})
+
+	// Test Case 2: Large event (should use traditional storage)
+	t.Run("LargeEventTraditionalStorage", func(t *testing.T) {
+		largeEvent := event.New()
+		largeEvent.Kind = kind.TextNote.K
+		largeEvent.CreatedAt = timestamp.Now().V
+		// Create content larger than 384 bytes
+		largeContent := make([]byte, 500)
+		for i := range largeContent {
+			largeContent[i] = 'x'
+		}
+		largeEvent.Content = largeContent
+		largeEvent.Pubkey = sign.Pub()
+		largeEvent.Tags = tag.NewS()
+
+		// Sign the event
+		if err := largeEvent.Sign(sign); err != nil {
+			t.Fatalf("Failed to sign large event: %v", err)
+		}
+
+		// Save the event
+		if _, err := db.SaveEvent(ctx, largeEvent); err != nil {
+			t.Fatalf("Failed to save large event: %v", err)
+		}
+
+		// Verify it was stored with evt prefix
+		serial, err := db.GetSerialById(largeEvent.ID)
+		if err != nil {
+			t.Fatalf("Failed to get serial for large event: %v", err)
+		}
+
+		// Check that evt key exists
+		evtKeyExists := false
+		db.View(func(txn *badger.Txn) error {
+			buf := new(bytes.Buffer)
+			indexes.EventEnc(serial).MarshalWrite(buf)
+
+			_, err := txn.Get(buf.Bytes())
+			if err == nil {
+				evtKeyExists = true
+			}
+			return nil
+		})
+
+		if !evtKeyExists {
+			t.Errorf("Large event was not stored with evt prefix")
+		}
+
+		// Fetch and verify the event
+		fetchedEvent, err := db.FetchEventBySerial(serial)
+		if err != nil {
+			t.Fatalf("Failed to fetch large event: %v", err)
+		}
+
+		if !bytes.Equal(fetchedEvent.ID, largeEvent.ID) {
+			t.Errorf("Fetched event ID mismatch: got %x, want %x", fetchedEvent.ID, largeEvent.ID)
+		}
+	})
+
+	// Test Case 3: Batch fetch with mixed small and large events
+	t.Run("BatchFetchMixedEvents", func(t *testing.T) {
+		var serials []*types.Uint40
+		expectedIDs := make(map[uint64][]byte)
+
+		// Create 10 small events and 10 large events
+		for i := 0; i < 20; i++ {
+			ev := event.New()
+			ev.Kind = kind.TextNote.K
+			ev.CreatedAt = timestamp.Now().V + int64(i)
+			ev.Pubkey = sign.Pub()
+			ev.Tags = tag.NewS()
+
+			// Alternate between small and large
+			if i%2 == 0 {
+				ev.Content = []byte("Small event")
+			} else {
+				largeContent := make([]byte, 500)
+				for j := range largeContent {
+					largeContent[j] = 'x'
+				}
+				ev.Content = largeContent
+			}
+
+			if err := ev.Sign(sign); err != nil {
+				t.Fatalf("Failed to sign event %d: %v", i, err)
+			}
+
+			if _, err := db.SaveEvent(ctx, ev); err != nil {
+				t.Fatalf("Failed to save event %d: %v", i, err)
+			}
+
+			serial, err := db.GetSerialById(ev.ID)
+			if err != nil {
+				t.Fatalf("Failed to get serial for event %d: %v", i, err)
+			}
+
+			serials = append(serials, serial)
+			expectedIDs[serial.Get()] = ev.ID
+		}
+
+		// Batch fetch all events
+		events, err := db.FetchEventsBySerials(serials)
+		if err != nil {
+			t.Fatalf("Failed to batch fetch events: %v", err)
+		}
+
+		if len(events) != 20 {
+			t.Errorf("Expected 20 events, got %d", len(events))
+		}
+
+		// Verify all events were fetched correctly
+		for serialValue, ev := range events {
+			expectedID := expectedIDs[serialValue]
+			if !bytes.Equal(ev.ID, expectedID) {
+				t.Errorf("Event ID mismatch for serial %d: got %x, want %x",
+					serialValue, ev.ID, expectedID)
+			}
+		}
+	})
+
+	// Test Case 4: Edge case - event near 384 byte threshold
+	t.Run("ThresholdEvent", func(t *testing.T) {
+		ev := event.New()
+		ev.Kind = kind.TextNote.K
+		ev.CreatedAt = timestamp.Now().V
+		ev.Pubkey = sign.Pub()
+		ev.Tags = tag.NewS()
+
+		// Create content near the threshold
+		testContent := make([]byte, 250)
+		for i := range testContent {
+			testContent[i] = 'x'
+		}
+		ev.Content = testContent
+
+		if err := ev.Sign(sign); err != nil {
+			t.Fatalf("Failed to sign threshold event: %v", err)
+		}
+
+		if _, err := db.SaveEvent(ctx, ev); err != nil {
+			t.Fatalf("Failed to save threshold event: %v", err)
+		}
+
+		serial, err := db.GetSerialById(ev.ID)
+		if err != nil {
+			t.Fatalf("Failed to get serial: %v", err)
+		}
+
+		// Fetch and verify
+		fetchedEvent, err := db.FetchEventBySerial(serial)
+		if err != nil {
+			t.Fatalf("Failed to fetch threshold event: %v", err)
+		}
+
+		if !bytes.Equal(fetchedEvent.ID, ev.ID) {
+			t.Errorf("Fetched event ID mismatch")
+		}
+	})
+}
+
+// TestInlineStorageMigration tests the migration from traditional to inline storage
+func TestInlineStorageMigration(t *testing.T) {
+	// Create a temporary directory for the database
+	tempDir, err := os.MkdirTemp("", "test-migration-db-*")
+	if err != nil {
+		t.Fatalf("Failed to create temporary directory: %v", err)
+	}
+	defer os.RemoveAll(tempDir)
+
+	// Create a context and cancel function for the database
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	// Initialize the database
+	db, err := New(ctx, cancel, tempDir, "info")
+	if err != nil {
+		t.Fatalf("Failed to create database: %v", err)
+	}
+
+	// Create a signer
+	sign := p8k.MustNew()
+	if err := sign.Generate(); chk.E(err) {
+		t.Fatal(err)
+	}
+
+	// Manually set database version to 3 (before inline storage migration)
+	db.writeVersionTag(3)
+
+	// Create and save some small events the old way (manually)
+	var testEvents []*event.E
+	for i := 0; i < 5; i++ {
+		ev := event.New()
+		ev.Kind = kind.TextNote.K
+		ev.CreatedAt = timestamp.Now().V + int64(i)
+		ev.Content = []byte("Test event")
+		ev.Pubkey = sign.Pub()
+		ev.Tags = tag.NewS()
+
+		if err := ev.Sign(sign); err != nil {
+			t.Fatalf("Failed to sign event: %v", err)
+		}
+
+		// Get next serial
+		serial, err := db.seq.Next()
+		if err != nil {
+			t.Fatalf("Failed to get serial: %v", err)
+		}
+
+		// Generate indexes
+		idxs, err := GetIndexesForEvent(ev, serial)
+		if err != nil {
+			t.Fatalf("Failed to generate indexes: %v", err)
+		}
+
+		// Serialize event
+		eventDataBuf := new(bytes.Buffer)
+		ev.MarshalBinary(eventDataBuf)
+		eventData := eventDataBuf.Bytes()
+
+		// Save the old way (evt prefix with value)
+		db.Update(func(txn *badger.Txn) error {
+			ser := new(types.Uint40)
+			ser.Set(serial)
+
+			// Save indexes
+			for _, key := range idxs {
+				txn.Set(key, nil)
+			}
+
+			// Save event the old way
+			keyBuf := new(bytes.Buffer)
+			indexes.EventEnc(ser).MarshalWrite(keyBuf)
+			txn.Set(keyBuf.Bytes(), eventData)
+
+			return nil
+		})
+
+		testEvents = append(testEvents, ev)
+	}
+
+	t.Logf("Created %d test events with old storage format", len(testEvents))
+
+	// Close and reopen database to trigger migration
+	db.Close()
+
+	db, err = New(ctx, cancel, tempDir, "info")
+	if err != nil {
+		t.Fatalf("Failed to reopen database: %v", err)
+	}
+	defer db.Close()
+
+	// Give migration time to complete
+	time.Sleep(100 * time.Millisecond)
+
+	// Verify all events can still be fetched
+	for i, ev := range testEvents {
+		serial, err := db.GetSerialById(ev.ID)
+		if err != nil {
+			t.Fatalf("Failed to get serial for event %d after migration: %v", i, err)
+		}
+
+		fetchedEvent, err := db.FetchEventBySerial(serial)
+		if err != nil {
+			t.Fatalf("Failed to fetch event %d after migration: %v", i, err)
+		}
+
+		if !bytes.Equal(fetchedEvent.ID, ev.ID) {
+			t.Errorf("Event %d ID mismatch after migration: got %x, want %x",
+				i, fetchedEvent.ID, ev.ID)
+		}
+
+		if !bytes.Equal(fetchedEvent.Content, ev.Content) {
+			t.Errorf("Event %d content mismatch after migration: got %q, want %q",
+				i, fetchedEvent.Content, ev.Content)
+		}
+
+		// Verify it's now using inline storage
+		sevKeyExists := false
+		db.View(func(txn *badger.Txn) error {
+			smallBuf := new(bytes.Buffer)
+			indexes.SmallEventEnc(serial).MarshalWrite(smallBuf)
+
+			opts := badger.DefaultIteratorOptions
+			opts.Prefix = smallBuf.Bytes()
+			it := txn.NewIterator(opts)
+			defer it.Close()
+
+			it.Rewind()
+			if it.Valid() {
+				sevKeyExists = true
+				t.Logf("Event %d (%s) successfully migrated to inline storage",
+					i, hex.Enc(ev.ID[:8]))
+			}
+			return nil
+		})
+
+		if !sevKeyExists {
+			t.Errorf("Event %d was not migrated to inline storage", i)
+		}
+	}
+}
+
+// BenchmarkInlineVsTraditionalStorage compares performance of inline vs traditional storage
+func BenchmarkInlineVsTraditionalStorage(b *testing.B) {
+	// Create a temporary directory for the database
+	tempDir, err := os.MkdirTemp("", "bench-inline-db-*")
+	if err != nil {
+		b.Fatalf("Failed to create temporary directory: %v", err)
+	}
+	defer os.RemoveAll(tempDir)
+
+	// Create a context and cancel function for the database
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+
+	// Initialize the database
+	db, err := New(ctx, cancel, tempDir, "info")
+	if err != nil {
+		b.Fatalf("Failed to create database: %v", err)
+	}
+	defer db.Close()
+
+	// Create a signer
+	sign := p8k.MustNew()
+	if err := sign.Generate(); chk.E(err) {
+		b.Fatal(err)
+	}
+
+	// Pre-populate database with mix of small and large events
+	var smallSerials []*types.Uint40
+	var largeSerials []*types.Uint40
+
+	for i := 0; i < 100; i++ {
+		// Small event
+		smallEv := event.New()
+		smallEv.Kind = kind.TextNote.K
+		smallEv.CreatedAt = timestamp.Now().V + int64(i)*2
+		smallEv.Content = []byte("Small test event")
+		smallEv.Pubkey = sign.Pub()
+		smallEv.Tags = tag.NewS()
+		smallEv.Sign(sign)
+
+		db.SaveEvent(ctx, smallEv)
+		if serial, err := db.GetSerialById(smallEv.ID); err == nil {
+			smallSerials = append(smallSerials, serial)
+		}
+
+		// Large event
+		largeEv := event.New()
+		largeEv.Kind = kind.TextNote.K
+		largeEv.CreatedAt = timestamp.Now().V + int64(i)*2 + 1
+		largeContent := make([]byte, 500)
+		for j := range largeContent {
+			largeContent[j] = 'x'
+		}
+		largeEv.Content = largeContent
+		largeEv.Pubkey = sign.Pub()
+		largeEv.Tags = tag.NewS()
+		largeEv.Sign(sign)
+
+		db.SaveEvent(ctx, largeEv)
+		if serial, err := db.GetSerialById(largeEv.ID); err == nil {
+			largeSerials = append(largeSerials, serial)
+		}
+	}
+
+	b.Run("FetchSmallEventsInline", func(b *testing.B) {
+		b.ResetTimer()
+		for i := 0; i < b.N; i++ {
+			idx := i % len(smallSerials)
+			db.FetchEventBySerial(smallSerials[idx])
+		}
+	})
+
+	b.Run("FetchLargeEventsTraditional", func(b *testing.B) {
+		b.ResetTimer()
+		for i := 0; i < b.N; i++ {
+			idx := i % len(largeSerials)
+			db.FetchEventBySerial(largeSerials[idx])
+		}
+	})
+
+	b.Run("BatchFetchSmallEvents", func(b *testing.B) {
+		b.ResetTimer()
+		for i := 0; i < b.N; i++ {
+			db.FetchEventsBySerials(smallSerials[:10])
+		}
+	})
+
+	b.Run("BatchFetchLargeEvents", func(b *testing.B) {
+		b.ResetTimer()
+		for i := 0; i < b.N; i++ {
+			db.FetchEventsBySerials(largeSerials[:10])
+		}
+	})
+}
--- a/pkg/database/migrations.go
+++ b/pkg/database/migrations.go
@@ -12,10 +12,11 @@ import (
 	"next.orly.dev/pkg/database/indexes/types"
 	"next.orly.dev/pkg/encoders/event"
 	"next.orly.dev/pkg/encoders/ints"
+	"next.orly.dev/pkg/encoders/kind"
 )

 const (
-	currentVersion uint32 = 3
+	currentVersion uint32 = 4
 )

 func (d *D) RunMigrations() {
@@ -82,6 +83,13 @@ func (d *D) RunMigrations() {
 		// bump to version 3
 		_ = d.writeVersionTag(3)
 	}
+	if dbVersion < 4 {
+		log.I.F("migrating to version 4...")
+		// convert small events to inline storage (Reiser4 optimization)
+		d.ConvertSmallEventsToInline()
+		// bump to version 4
+		_ = d.writeVersionTag(4)
+	}
 }

 // writeVersionTag writes a new version tag key to the database (no value)
@@ -323,3 +331,209 @@ func (d *D) CleanupEphemeralEvents() {
 	
 	log.I.F("cleaned up %d ephemeral events from database", deletedCount)
 }
+
+// ConvertSmallEventsToInline migrates small events (<=384 bytes) to inline storage.
+// This is a Reiser4-inspired optimization that stores small event data in the key itself,
+// avoiding a second database lookup and improving query performance.
+// Also handles replaceable and addressable events with specialized storage.
+func (d *D) ConvertSmallEventsToInline() {
+	log.I.F("converting events to optimized inline storage (Reiser4 optimization)...")
+	var err error
+	const smallEventThreshold = 384
+
+	type EventData struct {
+		Serial          uint64
+		EventData       []byte
+		OldKey          []byte
+		IsReplaceable   bool
+		IsAddressable   bool
+		Pubkey          []byte
+		Kind            uint16
+		DTag            []byte
+	}
+
+	var events []EventData
+	var convertedCount int
+	var deletedCount int
+
+	// Helper function for counting by predicate
+	countBy := func(events []EventData, predicate func(EventData) bool) int {
+		count := 0
+		for _, e := range events {
+			if predicate(e) {
+				count++
+			}
+		}
+		return count
+	}
+
+	// First pass: identify events in evt table that can benefit from inline storage
+	if err = d.View(
+		func(txn *badger.Txn) (err error) {
+			prf := new(bytes.Buffer)
+			if err = indexes.EventEnc(nil).MarshalWrite(prf); chk.E(err) {
+				return
+			}
+			it := txn.NewIterator(badger.IteratorOptions{Prefix: prf.Bytes()})
+			defer it.Close()
+
+			for it.Rewind(); it.Valid(); it.Next() {
+				item := it.Item()
+				var val []byte
+				if val, err = item.ValueCopy(nil); chk.E(err) {
+					continue
+				}
+
+				// Check if event data is small enough for inline storage
+				if len(val) <= smallEventThreshold {
+					// Decode event to check if it's replaceable or addressable
+					ev := new(event.E)
+					if err = ev.UnmarshalBinary(bytes.NewBuffer(val)); chk.E(err) {
+						continue
+					}
+
+					// Extract serial from key
+					key := item.KeyCopy(nil)
+					ser := indexes.EventVars()
+					if err = indexes.EventDec(ser).UnmarshalRead(bytes.NewBuffer(key)); chk.E(err) {
+						continue
+					}
+
+					eventData := EventData{
+						Serial:        ser.Get(),
+						EventData:     val,
+						OldKey:        key,
+						IsReplaceable: kind.IsReplaceable(ev.Kind),
+						IsAddressable: kind.IsParameterizedReplaceable(ev.Kind),
+						Pubkey:        ev.Pubkey,
+						Kind:          ev.Kind,
+					}
+
+					// Extract d-tag for addressable events
+					if eventData.IsAddressable {
+						dTag := ev.Tags.GetFirst([]byte("d"))
+						if dTag != nil {
+							eventData.DTag = dTag.Value()
+						}
+					}
+
+					events = append(events, eventData)
+				}
+			}
+			return nil
+		},
+	); chk.E(err) {
+		return
+	}
+
+	log.I.F("found %d events to convert (%d regular, %d replaceable, %d addressable)",
+		len(events),
+		countBy(events, func(e EventData) bool { return !e.IsReplaceable && !e.IsAddressable }),
+		countBy(events, func(e EventData) bool { return e.IsReplaceable }),
+		countBy(events, func(e EventData) bool { return e.IsAddressable }),
+	)
+
+	// Second pass: convert in batches to avoid large transactions
+	const batchSize = 1000
+	for i := 0; i < len(events); i += batchSize {
+		end := i + batchSize
+		if end > len(events) {
+			end = len(events)
+		}
+		batch := events[i:end]
+
+		// Write new inline keys and delete old keys
+		if err = d.Update(
+			func(txn *badger.Txn) (err error) {
+				for _, e := range batch {
+					// First, write the sev key for serial-based access (all small events)
+					sevKeyBuf := new(bytes.Buffer)
+					ser := new(types.Uint40)
+					if err = ser.Set(e.Serial); chk.E(err) {
+						continue
+					}
+
+					if err = indexes.SmallEventEnc(ser).MarshalWrite(sevKeyBuf); chk.E(err) {
+						continue
+					}
+
+					// Append size as uint16 big-endian (2 bytes)
+					sizeBytes := []byte{byte(len(e.EventData) >> 8), byte(len(e.EventData))}
+					sevKeyBuf.Write(sizeBytes)
+
+					// Append event data
+					sevKeyBuf.Write(e.EventData)
+
+					// Write sev key (no value needed)
+					if err = txn.Set(sevKeyBuf.Bytes(), nil); chk.E(err) {
+						log.W.F("failed to write sev key for serial %d: %v", e.Serial, err)
+						continue
+					}
+					convertedCount++
+
+					// Additionally, for replaceable/addressable events, write specialized keys
+					if e.IsAddressable && len(e.DTag) > 0 {
+						// Addressable event: aev|pubkey_hash|kind|dtag_hash|size|data
+						aevKeyBuf := new(bytes.Buffer)
+						pubHash := new(types.PubHash)
+						pubHash.FromPubkey(e.Pubkey)
+						kindVal := new(types.Uint16)
+						kindVal.Set(e.Kind)
+						dTagHash := new(types.Ident)
+						dTagHash.FromIdent(e.DTag)
+
+						if err = indexes.AddressableEventEnc(pubHash, kindVal, dTagHash).MarshalWrite(aevKeyBuf); chk.E(err) {
+							continue
+						}
+
+						// Append size and data
+						aevKeyBuf.Write(sizeBytes)
+						aevKeyBuf.Write(e.EventData)
+
+						if err = txn.Set(aevKeyBuf.Bytes(), nil); chk.E(err) {
+							log.W.F("failed to write aev key for serial %d: %v", e.Serial, err)
+							continue
+						}
+					} else if e.IsReplaceable {
+						// Replaceable event: rev|pubkey_hash|kind|size|data
+						revKeyBuf := new(bytes.Buffer)
+						pubHash := new(types.PubHash)
+						pubHash.FromPubkey(e.Pubkey)
+						kindVal := new(types.Uint16)
+						kindVal.Set(e.Kind)
+
+						if err = indexes.ReplaceableEventEnc(pubHash, kindVal).MarshalWrite(revKeyBuf); chk.E(err) {
+							continue
+						}
+
+						// Append size and data
+						revKeyBuf.Write(sizeBytes)
+						revKeyBuf.Write(e.EventData)
+
+						if err = txn.Set(revKeyBuf.Bytes(), nil); chk.E(err) {
+							log.W.F("failed to write rev key for serial %d: %v", e.Serial, err)
+							continue
+						}
+					}
+
+					// Delete old evt key
+					if err = txn.Delete(e.OldKey); chk.E(err) {
+						log.W.F("failed to delete old event key for serial %d: %v", e.Serial, err)
+						continue
+					}
+					deletedCount++
+				}
+				return nil
+			},
+		); chk.E(err) {
+			log.W.F("batch update failed: %v", err)
+			continue
+		}
+
+		if (i/batchSize)%10 == 0 && i > 0 {
+			log.I.F("progress: %d/%d events converted", i, len(events))
+		}
+	}
+
+	log.I.F("migration complete: converted %d events to optimized inline storage, deleted %d old keys", convertedCount, deletedCount)
+}
--- a/pkg/database/save-event.go
+++ b/pkg/database/save-event.go
@@ -177,6 +177,19 @@ func (d *D) SaveEvent(c context.Context, ev *event.E) (
 		return
 	}
 	log.T.F("SaveEvent: generated %d indexes for event %x (kind %d)", len(idxs), ev.ID, ev.Kind)
+
+	// Serialize event once to check size
+	eventDataBuf := new(bytes.Buffer)
+	ev.MarshalBinary(eventDataBuf)
+	eventData := eventDataBuf.Bytes()
+
+	// Determine storage strategy (Reiser4 optimizations)
+	// 384 bytes covers: ID(32) + Pubkey(32) + Sig(64) + basic fields + small content
+	const smallEventThreshold = 384
+	isSmallEvent := len(eventData) <= smallEventThreshold
+	isReplaceableEvent := kind.IsReplaceable(ev.Kind)
+	isAddressableEvent := kind.IsParameterizedReplaceable(ev.Kind)
+
 	// Start a transaction to save the event and all its indexes
 	err = d.Update(
 		func(txn *badger.Txn) (err error) {
@@ -185,26 +198,98 @@ func (d *D) SaveEvent(c context.Context, ev *event.E) (
 			if err = ser.Set(serial); chk.E(err) {
 				return
 			}
-			keyBuf := new(bytes.Buffer)
-			if err = indexes.EventEnc(ser).MarshalWrite(keyBuf); chk.E(err) {
-				return
-			}
-			kb := keyBuf.Bytes()
-			
-			// Pre-allocate value buffer
-			valueBuf := new(bytes.Buffer)
-			ev.MarshalBinary(valueBuf)
-			vb := valueBuf.Bytes()
-			
+
 			// Save each index
 			for _, key := range idxs {
 				if err = txn.Set(key, nil); chk.E(err) {
 					return
 				}
 			}
-			// write the event
-			if err = txn.Set(kb, vb); chk.E(err) {
-				return
+
+			// Write the event using optimized storage strategy
+			// Determine if we should use inline addressable/replaceable storage
+			useAddressableInline := false
+			var dTag *tag.T
+			if isAddressableEvent && isSmallEvent {
+				dTag = ev.Tags.GetFirst([]byte("d"))
+				useAddressableInline = dTag != nil
+			}
+
+			// All small events get a sev key for serial-based access
+			if isSmallEvent {
+				// Small event: store inline with sev prefix
+				// Format: sev|serial|size_uint16|event_data
+				keyBuf := new(bytes.Buffer)
+				if err = indexes.SmallEventEnc(ser).MarshalWrite(keyBuf); chk.E(err) {
+					return
+				}
+				// Append size as uint16 big-endian (2 bytes for size up to 65535)
+				sizeBytes := []byte{byte(len(eventData) >> 8), byte(len(eventData))}
+				keyBuf.Write(sizeBytes)
+				// Append event data
+				keyBuf.Write(eventData)
+
+				if err = txn.Set(keyBuf.Bytes(), nil); chk.E(err) {
+					return
+				}
+				log.T.F("SaveEvent: stored small event inline (%d bytes)", len(eventData))
+			} else {
+				// Large event: store separately with evt prefix
+				keyBuf := new(bytes.Buffer)
+				if err = indexes.EventEnc(ser).MarshalWrite(keyBuf); chk.E(err) {
+					return
+				}
+				if err = txn.Set(keyBuf.Bytes(), eventData); chk.E(err) {
+					return
+				}
+				log.T.F("SaveEvent: stored large event separately (%d bytes)", len(eventData))
+			}
+
+			// Additionally, store replaceable/addressable events with specialized keys for direct access
+			if useAddressableInline {
+				// Addressable event: also store with aev|pubkey_hash|kind|dtag_hash|size|data
+				pubHash := new(types.PubHash)
+				pubHash.FromPubkey(ev.Pubkey)
+				kindVal := new(types.Uint16)
+				kindVal.Set(ev.Kind)
+				dTagHash := new(types.Ident)
+				dTagHash.FromIdent(dTag.Value())
+
+				keyBuf := new(bytes.Buffer)
+				if err = indexes.AddressableEventEnc(pubHash, kindVal, dTagHash).MarshalWrite(keyBuf); chk.E(err) {
+					return
+				}
+				// Append size as uint16 big-endian
+				sizeBytes := []byte{byte(len(eventData) >> 8), byte(len(eventData))}
+				keyBuf.Write(sizeBytes)
+				// Append event data
+				keyBuf.Write(eventData)
+
+				if err = txn.Set(keyBuf.Bytes(), nil); chk.E(err) {
+					return
+				}
+				log.T.F("SaveEvent: also stored addressable event with specialized key")
+			} else if isReplaceableEvent && isSmallEvent {
+				// Replaceable event: also store with rev|pubkey_hash|kind|size|data
+				pubHash := new(types.PubHash)
+				pubHash.FromPubkey(ev.Pubkey)
+				kindVal := new(types.Uint16)
+				kindVal.Set(ev.Kind)
+
+				keyBuf := new(bytes.Buffer)
+				if err = indexes.ReplaceableEventEnc(pubHash, kindVal).MarshalWrite(keyBuf); chk.E(err) {
+					return
+				}
+				// Append size as uint16 big-endian
+				sizeBytes := []byte{byte(len(eventData) >> 8), byte(len(eventData))}
+				keyBuf.Write(sizeBytes)
+				// Append event data
+				keyBuf.Write(eventData)
+
+				if err = txn.Set(keyBuf.Bytes(), nil); chk.E(err) {
+					return
+				}
+				log.T.F("SaveEvent: also stored replaceable event with specialized key")
 			}
 			return
 		},