diff --git a/lib/bcoin/bloom.js b/lib/bcoin/bloom.js
index 023b91bb..cd0825d3 100644
--- a/lib/bcoin/bloom.js
+++ b/lib/bcoin/bloom.js
@@ -43,12 +43,15 @@ function Bloom(size, n, tweak, update) {
     this.reset();
   }
 
-  if (tweak == null)
+  if (tweak == null || tweak == -1)
     tweak = (Math.random() * 0x100000000) >>> 0;
 
-  if (update == null)
+  if (update == null || update === -1)
     update = constants.filterFlags.NONE;
 
+  if (typeof update === 'string')
+    update = constants.filterFlags[update.toUpperCase()];
+
   this.n = n;
   this.tweak = tweak;
   this.update = update;
@@ -62,7 +65,7 @@ function Bloom(size, n, tweak, update) {
  */
 
 Bloom.prototype.hash = function hash(val, n) {
-  return murmur(val, sum32(mul32(n, 0xfba4c795), this.tweak)) % this.size;
+  return murmur3(val, sum32(mul32(n, 0xfba4c795), this.tweak)) % this.size;
 };
 
 /**
@@ -80,21 +83,18 @@ Bloom.prototype.reset = function reset() {
  */
 
 Bloom.prototype.add = function add(val, enc) {
-  var i, bit, pos, shift;
+  var i, bits, pos, bit;
 
   if (typeof val === 'string')
     val = new Buffer(val, enc);
 
   for (i = 0; i < this.n; i++) {
-    bit = this.hash(val, i);
-    pos = 1 << (bit & 0x1f);
-    shift = bit >>> 5;
-    shift *= 4;
-
-    this.filter.writeUInt32LE(
-      this.filter.readUInt32LE(shift, true) | pos,
-      shift,
-      true);
+    bits = this.hash(val, i);
+    pos = (bits >>> 5) * 4;
+    bits &= 0x1f;
+    bit = bits % 8;
+    pos += (bits - bit) / 8;
+    this.filter[pos] |= 1 << bit;
   }
 };
 
@@ -106,18 +106,18 @@ Bloom.prototype.add = function add(val, enc) {
  */
 
 Bloom.prototype.test = function test(val, enc) {
-  var i, bit, pos, shift;
+  var i, bits, pos, bit, oct;
 
   if (typeof val === 'string')
     val = new Buffer(val, enc);
 
   for (i = 0; i < this.n; i++) {
-    bit = this.hash(val, i);
-    pos = 1 << (bit & 0x1f);
-    shift = bit >>> 5;
-    shift *= 4;
-
-    if ((this.filter.readUInt32LE(shift, true) & pos) === 0)
+    bits = this.hash(val, i);
+    pos = (bits >>> 5) * 4;
+    bits &= 0x1f;
+    bit = bits % 8;
+    pos += (bits - bit) / 8;
+    if ((this.filter[pos] & (1 << bit)) === 0)
       return false;
   }
 
@@ -125,13 +125,32 @@ Bloom.prototype.test = function test(val, enc) {
 };
 
 /**
- * Return a Buffer representing the filter,
- * suitable for transmission on the network.
- * @returns {Buffer}
+ * Test whether data is present in the
+ * filter and potentially add data.
+ * @param {Buffer|String} val
+ * @param {String?} enc - Can be any of the Buffer object's encodings.
+ * @returns {Boolean} Whether data was added.
  */
 
-Bloom.prototype.toBuffer = function toBuffer() {
-  return this.filter;
+Bloom.prototype.added = function added(val, enc) {
+  var ret = false;
+  var i, bits, pos, bit, oct;
+
+  if (typeof val === 'string')
+    val = new Buffer(val, enc);
+
+  for (i = 0; i < this.n; i++) {
+    bits = this.hash(val, i);
+    pos = (bits >>> 5) * 4;
+    bits &= 0x1f;
+    bit = bits % 8;
+    pos += (bits - bit) / 8;
+    if (!ret && (this.filter[pos] & (1 << bit)) === 0)
+      ret = true;
+    this.filter[pos] |= 1 << bit;
+  }
+
+  return ret;
 };
 
 /**
@@ -153,57 +172,79 @@ Bloom.prototype.isWithinConstraints = function isWithinConstraints() {
  * Create a filter from a false positive rate.
  * @param {Number} items - Expeected number of items.
  * @param {Number} rate - False positive rate (0.0-1.0).
- * @param {Number} tweak
- * @param {Number} update
+ * @param {Number|String} update
  * @example
- * bcoin.bloom.fromRate(800000, 0.01, 0xdeadbeef);
+ * bcoin.bloom.fromRate(800000, 0.01, 'none');
  * @returns {Boolean}
  */
 
-Bloom.fromRate = function fromRate(items, rate, tweak, update) {
+Bloom.fromRate = function fromRate(items, rate, update) {
   var size, n;
 
   size = (-1 / LN2SQUARED * items * Math.log(rate)) | 0;
-  size = Math.min(size, constants.bloom.MAX_BLOOM_FILTER_SIZE * 8);
+
+  if (update !== -1)
+    size = Math.min(size, constants.bloom.MAX_BLOOM_FILTER_SIZE * 8);
 
   n = (size / items * LN2) | 0;
-  n = Math.min(n, constants.bloom.MAX_HASH_FUNCS);
 
-  return new Bloom(size, n, tweak, update);
+  if (update !== -1)
+    n = Math.min(n, constants.bloom.MAX_HASH_FUNCS);
+
+  return new Bloom(size, n, -1, update);
 };
 
 /**
- * A bloom filter that will reset itself
- * once the max number of items is reached.
+ * A rolling bloom filter used internally
+ * (do not relay this on the p2p network).
  * @exports RollingFilter
  * @constructor
  * @param {Number} items - Expected number of items.
- * @param {Number} rate - False positive rate.
- * @property {Bloom} filter
- * @property {Number} items
+ * @param {Number} rate - False positive rate (0.0-1.0).
  */
 
 function RollingFilter(items, rate) {
+  var logRate, max;
+
   if (!(this instanceof RollingFilter))
     return new RollingFilter(items, rate);
 
-  this.count = 0;
-  this.items = items;
+  logRate = Math.log(rate);
 
-  this.filter = Bloom.fromRate(items, rate);
+  this.entries = 0;
+  this.generation = 1;
+
+  this.n = Math.max(1, Math.min(Math.round(logRate / Math.log(0.5)), 50));
+  this.limit = (items + 1) / 2 | 0;
+  max = this.limit * 3;
+  this.size = -1 * this.n * max / Math.log(1.0 - Math.exp(logRate / this.n));
+  this.size = Math.ceil(this.size);
+  this.items = ((this.size + 63) / 64 | 0) << 1;
+  this.filter = new Buffer(this.items * 8);
+  this.tweak = (Math.random() * 0x100000000) >>> 0;
+
+  this.reset();
 }
 
+/**
+ * Perform the mumur3 hash on data.
+ * @param {Buffer} val
+ * @param {Number} seed
+ * @returns {Number}
+ */
+
+RollingFilter.prototype.hash = function hash(val, n) {
+  return murmur3(val, sum32(mul32(n, 0xfba4c795), this.tweak));
+};
+
 /**
  * Reset the filter.
  */
 
 RollingFilter.prototype.reset = function reset() {
-  if (this.count === 0)
-    return;
-
-  this.count = 0;
-
-  return this.filter.reset();
+  this.entries = 0;
+  this.generation = 1;
+  this.filter.fill(0);
 };
 
 /**
@@ -213,12 +254,54 @@ RollingFilter.prototype.reset = function reset() {
  */
 
 RollingFilter.prototype.add = function add(val, enc) {
-  if (this.count >= this.items)
-    this.reset();
+  var i, j, hash, bits, pos, pos1, pos2, bit, oct;
 
-  this.count++;
+  if (typeof val === 'string')
+    val = new Buffer(val, enc);
 
-  return this.filter.add(val, enc);
+  if (this.entries === this.limit) {
+    this.entries = 0;
+    this.generation += 1;
+
+    if (this.generation === 4)
+      this.generation = 1;
+
+    for (i = 0; i < this.items; i += 2) {
+      pos1 = i * 8;
+      pos2 = (i + 1) * 8;
+      for (j = 0; j < 64; j++) {
+        bit = j % 8;
+        oct = (j - bit) / 8;
+        bits = (this.filter[pos1 + oct] >>> bit) & 1;
+        bits |= ((this.filter[pos2 + oct] >>> bit) & 1) << 1;
+        if (bits === this.generation) {
+          this.filter[pos1 + oct] &= ~((this.generation & 1) << bit);
+          this.filter[pos2 + oct] &= ~((this.generation >>> 1) << bit);
+        }
+      }
+    }
+  }
+
+  this.entries += 1;
+
+  for (i = 0; i < this.n; i++) {
+    hash = this.hash(val, i);
+    bits = hash & 0x3f;
+    pos = (hash >>> 6) % this.items;
+    pos1 = (pos & ~1) * 8;
+    pos2 = (pos | 1) * 8;
+
+    bit = bits % 8;
+    oct = (bits - bit) / 8;
+    pos1 += oct;
+    pos2 += oct;
+
+    this.filter[pos1] &= ~(1 << bit);
+    this.filter[pos1] |= (this.generation & 1) << bit;
+
+    this.filter[pos2] &= ~(1 << bit);
+    this.filter[pos2] |= (this.generation >>> 1) << bit;
+  }
 };
 
 /**
@@ -229,25 +312,47 @@ RollingFilter.prototype.add = function add(val, enc) {
  */
 
 RollingFilter.prototype.test = function test(val, enc) {
-  if (this.count === 0)
-    return false;
+  var i, hash, bits, pos, pos1, pos2, bit, oct;
 
-  return this.filter.test(val, enc);
+  if (typeof val === 'string')
+    val = new Buffer(val, enc);
+
+  for (i = 0; i < this.n; i++) {
+    hash = this.hash(val, i);
+    bits = hash & 0x3f;
+    pos = (hash >>> 6) % this.items;
+    pos1 = (pos & ~1) * 8;
+    pos2 = (pos | 1) * 8;
+
+    bit = bits % 8;
+    oct = (bits - bit) / 8;
+    pos1 += oct;
+    pos2 += oct;
+
+    bits = (this.filter[pos1] >> bit) & 1;
+    bits |= (this.filter[pos2] >> bit) & 1;
+
+    if (bits === 0)
+      return false;
+  }
+
+  return true;
 };
 
 /**
- * Test whether data is present in the filter, add it if not.
+ * Test whether data is present in the
+ * filter and potentially add data.
  * @param {Buffer|String} val
  * @param {String?} enc - Can be any of the Buffer object's encodings.
- * @returns {Boolean}
+ * @returns {Boolean} Whether data was added.
  */
 
 RollingFilter.prototype.added = function added(val, enc) {
   if (typeof val === 'string')
     val = new Buffer(val, enc);
 
-  if (!this.filter.test(val)) {
-    this.filter.add(val);
+  if (!this.test(val)) {
+    this.add(val);
     return true;
   }
 
@@ -255,43 +360,18 @@ RollingFilter.prototype.added = function added(val, enc) {
 };
 
 /*
- * Murmur
+ * Murmur3
  */
 
-function mul32(a, b) {
-  var alo = a & 0xffff;
-  var blo = b & 0xffff;
-  var ahi = a >>> 16;
-  var bhi = b >>> 16;
-  var r, lo, hi;
+/**
+ * Murmur3 hash.
+ * @memberof Bloom
+ * @param {Buffer} data
+ * @param {Number} seed
+ * @returns {Number}
+ */
 
-  lo = alo * blo;
-  hi = (ahi * blo + bhi * alo) & 0xffff;
-
-  hi += lo >>> 16;
-  lo &= 0xffff;
-  r = (hi << 16) | lo;
-
-  if (r < 0)
-    r += 0x100000000;
-
-  return r;
-}
-
-function sum32(a, b) {
-  var r = (a + b) & 0xffffffff;
-
-  if (r < 0)
-    r += 0x100000000;
-
-  return r;
-}
-
-function rotl32(w, b) {
-  return (w << b) | (w >>> (32 - b));
-}
-
-function murmur(data, seed) {
+function murmur3(data, seed) {
   var c1 = 0xcc9e2d51;
   var c2 = 0x1b873593;
   var r1 = 15;
@@ -346,21 +426,45 @@ function murmur(data, seed) {
   return hash;
 }
 
-/**
- * Murmur3 hash.
- * @static
- * @function
- * @param {Buffer} data
- * @param {Number} seed
- * @returns {Number}
- */
+function mul32(a, b) {
+  var alo = a & 0xffff;
+  var blo = b & 0xffff;
+  var ahi = a >>> 16;
+  var bhi = b >>> 16;
+  var r, lo, hi;
 
-Bloom.hash = murmur;
+  lo = alo * blo;
+  hi = (ahi * blo + bhi * alo) & 0xffff;
 
-Bloom.rolling = RollingFilter;
+  hi += lo >>> 16;
+  lo &= 0xffff;
+  r = (hi << 16) | lo;
+
+  if (r < 0)
+    r += 0x100000000;
+
+  return r;
+}
+
+function sum32(a, b) {
+  var r = (a + b) & 0xffffffff;
+
+  if (r < 0)
+    r += 0x100000000;
+
+  return r;
+}
+
+function rotl32(w, b) {
+  return (w << b) | (w >>> (32 - b));
+}
 
 /*
  * Expose
  */
 
+exports = Bloom;
+exports.murmur3 = murmur3;
+exports.rolling = RollingFilter;
+
 module.exports = Bloom;
diff --git a/lib/bcoin/peer.js b/lib/bcoin/peer.js
index b08d7705..70d2ff15 100644
--- a/lib/bcoin/peer.js
+++ b/lib/bcoin/peer.js
@@ -100,8 +100,8 @@ function Peer(pool, options) {
   this.relay = true;
   this.localNonce = utils.nonce();
   this.filterRate = -1;
-  this.addrFilter = new bcoin.bloom.rolling(5000, 0.001);
-  this.invFilter = new bcoin.bloom.rolling(50000, 0.000001);
+  this.addrFilter = bcoin.bloom.fromRate(5000, 0.001, -1);
+  this.invFilter = bcoin.bloom.fromRate(50000, 0.000001, -1);
 
   this.challenge = null;
   this.lastPong = -1;
@@ -380,14 +380,8 @@ Peer.prototype.updateWatch = function updateWatch() {
   if (!this.pool.options.spv)
     return;
 
-  if (this.ack) {
-    this.write(this.framer.filterLoad({
-      filter: this.bloom.toBuffer(),
-      n: this.bloom.n,
-      tweak: this.bloom.tweak,
-      update: constants.filterFlags.NONE
-    }));
-  }
+  if (this.ack)
+    this.write(this.framer.filterLoad(this.bloom));
 };
 
 /**
diff --git a/lib/bcoin/pool.js b/lib/bcoin/pool.js
index bd8b3367..1fa0d62d 100644
--- a/lib/bcoin/pool.js
+++ b/lib/bcoin/pool.js
@@ -138,7 +138,7 @@ function Pool(options) {
 
   this.watchMap = {};
 
-  this.bloom = new bcoin.bloom(8 * 1024, 10);
+  this.bloom = bcoin.bloom.fromRate(10000, 0.01, constants.bloom.NONE);
 
   this.peers = {
     // Peers that are loading blocks themselves
@@ -167,12 +167,12 @@ function Pool(options) {
 
   this.tx = {
     filter: !this.mempool
-      ? new bcoin.bloom.rolling(50000, 0.000001)
+      ? bcoin.bloom.fromRate(50000, 0.000001, -1)
       : null,
     type: constants.inv.TX
   };
 
-  this.rejects = new bcoin.bloom.rolling(120000, 0.000001);
+  this.rejects = bcoin.bloom.fromRate(120000, 0.000001, -1);
 
   if (this.options.witness) {
     this.block.type |= constants.WITNESS_MASK;
diff --git a/test/bloom-test.js b/test/bloom-test.js
index 7b1b86b2..a2bc211e 100644
--- a/test/bloom-test.js
+++ b/test/bloom-test.js
@@ -2,17 +2,18 @@ var bcoin = require('../').set('main');
 var assert = require('assert');
 
 describe('Bloom', function() {
-  it('should do proper murmur3', function() {
-    var h = bcoin.bloom.hash;
+  this.timeout(20000);
 
-    assert.equal(h(new Buffer('', 'ascii'), 0), 0);
-    assert.equal(h(new Buffer('', 'ascii'), 0xfba4c795), 0x6a396f08);
-    assert.equal(h(new Buffer('00', 'ascii'), 0xfba4c795), 0x2a101837);
-    assert.equal(h(new Buffer('hello world', 'ascii'), 0), 0x5e928f0f);
+  it('should do proper murmur3', function() {
+    var murmur3 = bcoin.bloom.murmur3;
+    assert.equal(murmur3(new Buffer('', 'ascii'), 0), 0);
+    assert.equal(murmur3(new Buffer('', 'ascii'), 0xfba4c795), 0x6a396f08);
+    assert.equal(murmur3(new Buffer('00', 'ascii'), 0xfba4c795), 0x2a101837);
+    assert.equal(murmur3(new Buffer('hello world', 'ascii'), 0), 0x5e928f0f);
   });
 
   it('should test and add stuff', function() {
-    var b = bcoin.bloom(512, 10, 156);
+    var b = new bcoin.bloom(512, 10, 156);
 
     b.add('hello', 'ascii');
     assert(b.test('hello', 'ascii'));
@@ -26,4 +27,93 @@ describe('Bloom', function() {
     b.add('ping', 'ascii');
     assert(b.test('ping', 'ascii'));
   });
+
+  it('should test regular filter', function() {
+    var filter = bcoin.bloom.fromRate(210000, 0.00001, -1);
+    filter.tweak = 0xdeadbeef;
+    // ~1m operations
+    for (var i = 0; i < 1000; i++) {
+      var str = 'foobar' + i;
+      filter.add(str, 'ascii');
+      var j = i;
+      do {
+        var str = 'foobar' + j;
+        assert(filter.test(str, 'ascii') === true);
+        assert(filter.test(str + '-', 'ascii') === false);
+      } while (j--);
+    }
+  });
+
+  it('should test rolling filter', function() {
+    var filter = new bcoin.bloom.rolling(210000, 0.00001);
+    filter.tweak = 0xdeadbeef;
+    // ~1m operations
+    for (var i = 0; i < 1000; i++) {
+      var str = 'foobar' + i;
+      filter.add(str, 'ascii');
+      var j = i;
+      do {
+        var str = 'foobar' + j;
+        assert(filter.test(str, 'ascii') === true);
+        assert(filter.test(str + '-', 'ascii') === false);
+      } while (j--);
+    }
+  });
+
+  it('should handle rolling generations', function() {
+    var filter = new bcoin.bloom.rolling(50, 0.00001);
+    filter.tweak = 0xdeadbeee;
+    for (var i = 0; i < 25; i++) {
+      var str = 'foobar' + i;
+      filter.add(str, 'ascii');
+      var j = i;
+      do {
+        var str = 'foobar' + j;
+        assert(filter.test(str, 'ascii') === true);
+        assert(filter.test(str + '-', 'ascii') === false);
+      } while (j--);
+    }
+    for (var i = 25; i < 50; i++) {
+      var str = 'foobar' + i;
+      filter.add(str, 'ascii');
+      var j = i;
+      do {
+        var str = 'foobar' + j;
+        assert(filter.test(str, 'ascii') === true, str + i);
+        assert(filter.test(str + '-', 'ascii') === false, str);
+      } while (j--);
+    }
+    for (var i = 50; i < 75; i++) {
+      var str = 'foobar' + i;
+      filter.add(str, 'ascii');
+      var j = i;
+      do {
+        var str = 'foobar' + j;
+        assert(filter.test(str, 'ascii') === true, str);
+        assert(filter.test(str + '-', 'ascii') === false, str);
+      } while (j--);
+    }
+    for (var i = 75; i < 100; i++) {
+      var str = 'foobar' + i;
+      filter.add(str, 'ascii');
+      var j = i;
+      do {
+        var str = 'foobar' + j;
+        assert(filter.test(str, 'ascii') === true, str + ' GOOD');
+        assert(filter.test(str + '-', 'ascii') === false, str);
+      } while (j-- > 25);
+      assert(filter.test('foobar 24', 'ascii') === false);
+    }
+    for (var i = 100; i < 125; i++) {
+      var str = 'foobar' + i;
+      filter.add(str, 'ascii');
+      var j = i;
+      do {
+        var str = 'foobar' + j;
+        assert(filter.test(str, 'ascii') === true, str + ' GOOD');
+        assert(filter.test(str + '-', 'ascii') === false, str);
+      } while (j-- > 50);
+    }
+    assert(filter.test('foobar 49', 'ascii') === false);
+  });
 });