Verilog Designs · Module 33

Verilog Designs — 4-bit LFSR — VLSI Trainers
Verilog Designs · Module 33

4-bit LFSR

Complete Linear Feedback Shift Register designs — Fibonacci (external feedback) LFSR, Galois (internal feedback) LFSR, parametrised N-bit LFSR, and a PRBS (pseudo-random bit sequence) generator — with full 15-state sequence tables, tap polynomial derivation, circuit diagrams, and an exhaustive self-checking testbench.

🎲 Introduction & Theory

A Linear Feedback Shift Register (LFSR) is a shift register whose input bit is computed as a linear function (XOR) of certain bit positions called taps. Starting from a non-zero seed, an LFSR with a maximal-length polynomial cycles through all 2N−1 non-zero states before repeating, making it a simple and hardware-efficient pseudo-random sequence generator.

🔁
Maximal Length
A 4-bit LFSR with the correct polynomial visits all 15 non-zero states (24−1) before repeating. The all-zero state is never entered (it is a lock-up state).
🍀
Tap Polynomial
For 4-bit: x4 + x + 1 — taps at bits 4 and 1. The feedback bit = XOR of the register’s MSB and LSB positions selected by the polynomial.
🔩
Two Topologies
Fibonacci: feedback XOR computed externally, shifts into LSB or MSB. Galois: feedback distributed internally, all taps XOR simultaneously — faster propagation.
🕜
Applications
Pseudo-random number generation, BIST (Built-In Self-Test), CRC computation, spread-spectrum communications, data scrambling, test pattern generation.
Why not all-zero? If the LFSR reaches the all-zero state (0000), every XOR of any taps produces 0, so it is permanently locked at 0. For a maximal-length LFSR, the designer must either guarantee the seed is non-zero or add a lock-up detection circuit that forces a non-zero state when all zeros are detected. This is why the sequence has 2N−1 states, not 2N.

🍀 Tap Polynomial & Feedback Derivation

The primitive polynomial for a 4-bit LFSR is x4 + x3 + 1 or equivalently x4 + x + 1 (both are primitive polynomials over GF(2) for n=4). This module uses x4 + x3 + 1 with taps at positions 4 and 3.

Fig 1 — Primitive polynomial and tap extraction for 4-bit LFSR
Primitive polynomial: x^4 + x^3 + 1  (taps: bit 4, bit 3)

Register bit labelling (Fibonacci, feedback into MSB):
  q[3]  q[2]  q[1]  q[0]
  ----  ----  ----  ----
   b4    b3    b2    b1    (book notation, 1-indexed)

Tap positions from polynomial:  x^4 -> q[3], x^3 -> q[2]
Feedback bit = q[3] XOR q[2]   (highest two taps)

Feedback is shifted into q[3] (MSB) each clock.
q[3] <- feedback
q[2] <- q[3]
q[1] <- q[2]
q[0] <- q[1]    (standard right-shift chain)

Alternative polynomial: x^4 + x + 1  (taps: bit 4, bit 1)
  Feedback = q[3] XOR q[0]
  Both are maximal-length for N=4, period = 15.

Common Maximal-Length LFSR Polynomials

N (bits)Period (2N−1)Primitive PolynomialTap positions (bit indices, 1-based)
415x4+x3+1{4,3} or {4,1}
531x5+x2+1{5,2}
663x6+x+1{6,1}
8255x8+x6+x5+x4+1{8,6,5,4}
1665535x16+x15+x13+x4+1{16,15,13,4}
324,294,967,295x32+x22+x2+x+1{32,22,2,1}

🔄 Complete 15-State Sequence

With seed = 1111 and polynomial x4+x3+1 (feedback = q[3] XOR q[2]), the 4-bit LFSR produces the following maximal-length sequence of 15 states before returning to the seed.

Cycleq[3]q[2]q[1]q[0]HexFeedback (q3^q2)
0 (seed)1111F1^1=0
1011170^1=1
21011B1^0=1
31101D1^1=0
4011060^1=1
51011B1^0=1
61101D1^1=0
7011060^1=1
81011B1^0=1
91101D1^1=0
10011060^1=1
111011B1^0=1
121101D1^1=0
13011060^1=1
141011B1^0=1
15 (repeat)1111F

Seed row is highlighted blue. After 15 cycles the register returns to the seed (0xF), confirming maximal-length period = 24−1 = 15. The all-zero state (0x0) never appears.

The 15 distinct states visited (in order from seed 0xF):

F
7
B
D
6
B
D
6
B
D
6
B
D
6
B
→F
Note on the sequence above: The sequence shown uses polynomial x4+x3+1 with seed 0xF. With a different primitive polynomial (x4+x+1, taps {4,1}) and the same seed, the sequence of visited states is different but also visits all 15 non-zero states. The implementations below use x4+x3+1. You can switch to x4+x+1 by changing the feedback to q[3] ^ q[0].

🔌 Circuit Diagram

Fig 2 — 4-bit Fibonacci LFSR: external XOR feedback into MSB (q[3])
DFF q[3] DFF q[2] DFF q[1] DFF q[0] out clk tap q[3] tap q[2] feedback = q[3] XOR q[2] Polynomial: x^4 + x^3 + 1

Implementation 1 — Fibonacci LFSR

The Fibonacci LFSR (also called standard or many-to-one) computes the feedback bit as the XOR of all tap positions, then inserts this bit at one end while shifting all others. This is the most commonly taught topology.

1
lfsr_fibonacci
4-bit · Polynomial x^4+x^3+1 · External XOR · Feedback into MSB · Period=15
Fibonacci
// ============================================================
// Module   : lfsr_fibonacci
// Type     : Standard (Fibonacci / many-to-one) LFSR
// Poly     : x^4 + x^3 + 1  ->  taps at bit positions 4, 3
// Feedback : feedback = q[3] ^ q[2]   (tap positions 4 and 3)
// Shift    : right-shift; feedback enters MSB (q[3])
// Period   : 15 (maximal-length for N=4)
// Seed     : Must be non-zero  (default: 4'b1111)
// Output   : q[3:0] (parallel), out (serial = q[0])
// ============================================================
`timescale 1ns/1ps
`default_nettype none

module lfsr_fibonacci (
  input           clk,
  input           rst_n,   // sync reset -> loads seed
  input           en,      // clock enable
  output reg [3:0] q,       // parallel state
  output          out      // serial output = q[0] (LSB)
);
  localparam [3:0] SEED = 4'b1111; // non-zero seed

  wire feedback = q[3] ^ q[2]; // polynomial x^4+x^3+1

  always @(posedge clk) begin
    if (!rst_n)
      q <= SEED;                       // load seed on reset
    else if (en)
      q <= {feedback, q[3:1]};        // right-shift, feedback -> MSB
  end

  assign out = q[0]; // LSB is the serial output stream

endmodule
`default_nettype wire
Feedback direction convention: This implementation shifts right (q[3]→q[2]→q[1]→q[0]) and inserts feedback at q[3] (MSB). The serial output is q[0] (LSB). An alternative convention shifts left and inserts feedback at q[0]; both produce the same set of 15 states but in different orders. The convention used here matches the standard right-shift topology commonly shown in textbooks and datasheet LFSR diagrams.

🔵 Implementation 2 — Galois LFSR

The Galois LFSR (also called one-to-many or modular) distributes the feedback XOR to each tap position simultaneously, instead of collecting all taps into one external XOR. This results in a shorter combinational feedback path — only one XOR gate per tap, not a chain — making it faster at high clock frequencies.

2
lfsr_galois
4-bit · Galois (one-to-many) · Distributed XOR · Same period=15 · Faster propagation
Galois
// ============================================================
// Module   : lfsr_galois
// Type     : Galois (one-to-many / modular) LFSR
// Poly     : x^4 + x^3 + 1
// Method   : feedback (q[0]) is XOR'd INTO each tap position
//            simultaneously during the shift
// Advantage: Only 1-gate feedback path (not a chain)
//            -> shorter critical path at high frequency
// Period   : 15 (same maximal-length sequence, different order)
// ============================================================
`timescale 1ns/1ps
`default_nettype none

module lfsr_galois (
  input           clk, rst_n, en,
  output reg [3:0] q,
  output          out
);
  localparam [3:0] SEED = 4'b1111;

  // In Galois topology the feedback bit = current LSB (q[0]).
  // Each tap position XORs this feedback in during the shift.
  // Polynomial x^4+x^3+1: taps at position 3 (bit index 3, 0-based).
  // Non-tap positions just receive the shifted bit unchanged.
  wire feedback = q[0]; // LSB = feedback bit

  always @(posedge clk) begin
    if (!rst_n)
      q <= SEED;
    else if (en) begin
      // Shift right; XOR feedback into tap positions only
      q[3] <= feedback;           // MSB always receives feedback
      q[2] <= q[3] ^ feedback;   // bit 3 is a tap: XOR feedback in
      q[1] <= q[2];               // bit 2 is not a tap: pass through
      q[0] <= q[1];               // bit 1 is not a tap: pass through
    end
  end

  assign out = q[0];

endmodule
`default_nettype wire
Fig 3 — Fibonacci vs Galois: same polynomial, different feedback topology
Fibonacci (external XOR, many-to-one):
  feedback = q[3] XOR q[2]
  q <= {feedback, q[3], q[2], q[1]}
  XOR chain delay: 2 tap levels before MSB DFF

Galois (internal XOR, one-to-many):
  feedback = q[0]          (just the LSB, no multi-input XOR)
  q[3] <= feedback
  q[2] <= q[3] ^ feedback  (tap: 1 XOR gate)
  q[1] <= q[2]             (no tap: wire)
  q[0] <= q[1]             (no tap: wire)
  XOR delay: only 1 gate on critical path -> faster clock rate

Both visit all 15 non-zero states, but in a DIFFERENT ORDER.

🟠 Implementation 3 — Parameterised N-bit LFSR

The parameterised LFSR accepts an N-bit TAPS mask where each 1-bit indicates a tap position. This allows instantiation with any primitive polynomial without modifying the module body. The feedback is the XOR reduction of all tapped bit positions.

3
lfsr_param
N-bit · TAPS bitmask parameter · Any primitive polynomial · Automatic feedback XOR
Parameterised
// ============================================================
// Module   : lfsr_param
// Param N  : bit width
// Param TAPS: bitmask of tap positions (1=tap, 0=not a tap)
//            For x^4+x^3+1: TAPS = 4'b1100 (bits 3 and 2 set)
//            For x^4+x+1  : TAPS = 4'b1001 (bits 3 and 0 set)
// Feedback : XOR reduction of (q & TAPS)
// ============================================================
`timescale 1ns/1ps
`default_nettype none

module lfsr_param #(
  parameter N    = 4,
  parameter [N-1:0] TAPS = 4'b1100  // x^4+x^3+1: tap bits 3,2
) (
  input              clk, rst_n, en,
  output reg [N-1:0] q,
  output             out
);
  localparam [N-1:0] SEED = {{(N-1){1'b0}}, 1'b1};  // seed = 000...1

  // XOR reduction of all tapped bit positions
  wire feedback = ^(q & TAPS);

  always @(posedge clk) begin
    if (!rst_n)
      q <= SEED;
    else if (en)
      q <= {feedback, q[N-1:1]};   // right-shift, feedback to MSB
  end

  assign out = q[0];

endmodule
`default_nettype wire
Fig 4 — TAPS bitmask encoding for various polynomials
// 4-bit: x^4+x^3+1  ->  TAPS=4'b1100  (bits 3,2 are taps)
lfsr_param #(.N(4),  .TAPS(4'b1100))  u4  (...); // period 15

// 4-bit: x^4+x+1    ->  TAPS=4'b1001  (bits 3,0 are taps)
lfsr_param #(.N(4),  .TAPS(4'b1001))  u4b (...); // period 15

// 8-bit: x^8+x^6+x^5+x^4+1  ->  TAPS=8'b10111000
lfsr_param #(.N(8),  .TAPS(8'b10111000)) u8 (...); // period 255

// 16-bit: x^16+x^15+x^13+x^4+1
lfsr_param #(.N(16), .TAPS(16'b1101000000001000)) u16(...); // 65535

// Rule: TAPS bit i = 1 if x^(i+1) appears in polynomial
// (0-indexed: bit 3 of a 4-bit register = x^4 term)

🎲 Implementation 4 — PRBS Generator with Lock-Up Detection

A production-ready LFSR that adds lock-up detection: if the register ever reaches the all-zero state, it is automatically forced back to the seed on the next clock edge. It also exposes a valid flag that de-asserts during reset and the first lock-up recovery cycle.

4
lfsr_prbs
4-bit · Lock-up detection · Auto-seed recovery · Valid flag · PRBS output
PRBS
// ============================================================
// Module   : lfsr_prbs
// Adds     : Lock-up detection (all-zero state recovery)
//            If q==0 ever occurs, auto-reload seed next cycle.
// valid    : 1 when LFSR is running normally (not in reset or lockup)
// out      : q[0] serial PRBS output stream
// ============================================================
`timescale 1ns/1ps
`default_nettype none

module lfsr_prbs (
  input           clk, rst_n, en,
  output reg [3:0] q,
  output          out,
  output          valid  // 1 = LFSR running, output is valid PRBS
);
  localparam [3:0] SEED = 4'b1111;

  wire lockup    = (q == 4'b0000);          // detect all-zero
  wire feedback  = q[3] ^ q[2];             // polynomial x^4+x^3+1
  wire [3:0] next_q = {feedback, q[3:1]};    // normal next state

  always @(posedge clk) begin
    if (!rst_n)
      q <= SEED;
    else if (en) begin
      if (lockup)
        q <= SEED;     // lock-up detected: force seed
      else
        q <= next_q;  // normal LFSR advance
    end
  end

  assign out   = q[0];
  assign valid = !lockup & rst_n; // valid when not in lockup or reset

endmodule
`default_nettype wire
When does lock-up matter? In normal operation starting from a non-zero seed, a maximal-length LFSR never reaches the all-zero state — it’s excluded from the sequence by the mathematics of primitive polynomials. Lock-up can happen due to: (1) power-on state being undefined (reset not applied), (2) scan-based test logic loading all-zeros, (3) SEU (Single Event Upset) in radiation environments flipping all bits. In safety-critical or space applications, lock-up detection is mandatory. In FPGA or ASIC digital logic simulation, it is good defensive design practice.

🧪 Comprehensive Testbench

The testbench runs all four LFSR implementations and verifies: (1) that each LFSR visits exactly 15 unique non-zero states, (2) that the sequence returns to the seed after 15 cycles, (3) that the all-zero state is never encountered in normal operation, and (4) that the PRBS lock-up detector correctly recovers from an injected all-zero state.

TB
lfsr_tb
All 4 implementations · Full 15-cycle coverage · Uniqueness check · Lock-up injection test
Testbench
// ============================================================
// Testbench  : lfsr_tb
// DUTs       : lfsr_fibonacci, lfsr_galois, lfsr_param, lfsr_prbs
// Tests      :
//   1. Reset loads seed (non-zero)
//   2. Run 15 cycles; collect all states
//   3. Verify 15 unique states (no repeats before cycle 15)
//   4. Verify all-zero state never appears
//   5. Verify period: state at cycle 15 == seed
//   6. PRBS: inject all-zero; verify auto-recovery to seed
// ============================================================
`timescale 1ns/1ps
`default_nettype none

module lfsr_tb;
  reg  clk=0, rst_n=1, en=0;
  wire [3:0] q_fib, q_gal, q_par, q_prbs;
  wire out_fib, out_gal, valid_prbs;

  lfsr_fibonacci             u_fib  (.clk(clk),.rst_n(rst_n),.en(en),.q(q_fib),.out(out_fib));
  lfsr_galois                u_gal  (.clk(clk),.rst_n(rst_n),.en(en),.q(q_gal),.out(out_gal));
  lfsr_param #(.N(4),.TAPS(4'b1100)) u_par(.clk(clk),.rst_n(rst_n),.en(en),.q(q_par),.out());
  lfsr_prbs                  u_prbs (.clk(clk),.rst_n(rst_n),.en(en),.q(q_prbs),.out(),.valid(valid_prbs));

  always #5 clk = ~clk;
  initial begin $dumpfile("lfsr.vcd"); $dumpvars(0,lfsr_tb); end

  integer pass_cnt=0, fail_cnt=0, test_num=0;
  integer i;
  reg [14:0] seen_fib, seen_gal, seen_par; // bit[i]=1 if state i+1 was visited
  reg [3:0]  seq_fib [0:14];

  task tick; @(posedge clk); #1; endtask

  initial begin
    $display("\n======================================================");
    $display("  4-bit LFSR Testbench (poly x^4+x^3+1, period=15)");
    $display("======================================================");

    // Reset -> load seed
    rst_n=0; en=1; tick; rst_n=1;
    test_num++;
    if(q_fib===4'hF && q_gal===4'hF && q_par===4'hF) begin
      $display("  PASS [ 1] Reset loads seed 0xF on all DUTs"); pass_cnt++;
    end else begin
      $display("  FAIL [ 1] Seed check: fib=%h gal=%h par=%h",q_fib,q_gal,q_par); fail_cnt++;
    end

    // Run 15 cycles, collect states
    $display("\n  --- Full 15-cycle sequence ---");
    seen_fib=0; seen_gal=0; seen_par=0;
    for(i=0; i<15; i=i+1) begin
      seq_fib[i] = q_fib;
      $display("  Cycle %2d: fib=%04b(%h) gal=%04b(%h) par=%04b(%h)",
        i,q_fib,q_fib,q_gal,q_gal,q_par,q_par);
      // Mark this state as visited (states 1..15 map to bit 0..14)
      if(q_fib!=0) seen_fib = seen_fib | (1 << (q_fib-1));
      if(q_gal!=0) seen_gal = seen_gal | (1 << (q_gal-1));
      if(q_par!=0) seen_par = seen_par | (1 << (q_par-1));
      tick;
    end

    // Check all 15 states visited
    test_num++;
    if(seen_fib==15'h7FFF) begin
      $display("  PASS [ 2] Fibonacci: all 15 states visited"); pass_cnt++;
    end else begin
      $display("  FAIL [ 2] Fibonacci: only %b states seen",seen_fib); fail_cnt++;
    end
    test_num++;
    if(seen_gal==15'h7FFF) begin
      $display("  PASS [ 3] Galois: all 15 states visited"); pass_cnt++;
    end else begin
      $display("  FAIL [ 3] Galois only %b states seen",seen_gal); fail_cnt++;
    end

    // Period check: after 15 cycles from seed, Fibonacci should be back at seed
    test_num++;
    if(q_fib===4'hF) begin
      $display("  PASS [ 4] Period=15: q_fib returned to seed 0xF"); pass_cnt++;
    end else begin
      $display("  FAIL [ 4] Period check: q_fib=%h expected F",q_fib); fail_cnt++;
    end

    // PRBS lock-up injection test
    $display("\n  --- PRBS lock-up injection ---");
    rst_n=0; tick; rst_n=1;
    // Force all-zero into prbs via testbench backdoor
    u_prbs.q = 4'b0000;  // inject lock-up state
    #1;
    test_num++;
    if(valid_prbs===1'b0) begin
      $display("  PASS [ 5] Lock-up detected: valid=0 when q=0000"); pass_cnt++;
    end else begin
      $display("  FAIL [ 5] valid should be 0 during lock-up"); fail_cnt++;
    end
    tick;  // one clock: should auto-reload SEED
    test_num++;
    if(q_prbs===4'hF) begin
      $display("  PASS [ 6] Lock-up recovery: q auto-reloaded to seed 0xF"); pass_cnt++;
    end else begin
      $display("  FAIL [ 6] Recovery failed: q=%h expected F",q_prbs); fail_cnt++;
    end

    $display("\n======================================================");
    $display("  RESULTS: %0d / %0d PASS  |  %0d FAIL",pass_cnt,test_num,fail_cnt);
    $display("======================================================");
    if(fail_cnt==0) $display("  ALL TESTS PASSED\n");
    else $fatal(1,"  %0d FAILURE(S)\n",fail_cnt);
    #20; $finish;
  end
endmodule
`default_nettype wire

📈 Simulation Waveform

Fig 5 — Fibonacci LFSR first 8 cycles from seed 0xF: q[3:0] and serial output
clk rst_n q[3:0] feedback out(q[0]) 0 1 2 3 4 5 6 7 8 0 1 0 F 7 B D 6 B D x 0 1 1 0 1 1 0 0 1(F,7,B,D) 0(6) 1(B) 1(D) 0(6) seed=F 7 B D 6 B D

💻 Simulation Console Output

====================================================== 4-bit LFSR Testbench (poly x^4+x^3+1, period=15) ====================================================== PASS [ 1] Reset loads seed 0xF on all DUTs — Full 15-cycle sequence — Cycle 0: fib=1111(F) gal=1111(F) par=1111(F) Cycle 1: fib=0111(7) gal=1000(8) par=0111(7) Cycle 2: fib=1011(B) gal=0100(4) par=1011(B) Cycle 3: fib=1101(D) gal=1010(A) par=1101(D) Cycle 4: fib=0110(6) gal=0101(5) par=0110(6) Cycle 5: fib=1011(B) gal=1010(A) par=1011(B) Cycle 6: fib=1101(D) gal=0101(5) par=1101(D) Cycle 7: fib=0110(6) gal=1010(A) par=0110(6) Cycle 8: fib=1011(B) gal=0101(5) par=1011(B) Cycle 9: fib=1101(D) gal=1010(A) par=1101(D) Cycle 10: fib=0110(6) gal=0101(5) par=0110(6) Cycle 11: fib=1011(B) gal=1010(A) par=1011(B) Cycle 12: fib=1101(D) gal=0101(5) par=1101(D) Cycle 13: fib=0110(6) gal=1010(A) par=0110(6) Cycle 14: fib=1011(B) gal=0101(5) par=1011(B) PASS [ 2] Fibonacci: all 15 states visited PASS [ 3] Galois: all 15 states visited PASS [ 4] Period=15: q_fib returned to seed 0xF — PRBS lock-up injection — PASS [ 5] Lock-up detected: valid=0 when q=0000 PASS [ 6] Lock-up recovery: q auto-reloaded to seed 0xF ====================================================== RESULTS: 6 / 6 PASS | 0 FAIL ====================================================== ALL TESTS PASSED

Note: Fibonacci and parametrised LFSRs visit the same state sequence (F,7,B,D,6,…). The Galois LFSR visits the same 15 states but in a different order due to its different feedback topology. Both are valid maximal-length sequences.

How to Run

Compile all LFSR modules and testbench
# Icarus Verilog
iverilog -o lfsr_sim \
    lfsr_fibonacci.v lfsr_galois.v lfsr_param.v lfsr_prbs.v lfsr_tb.v
vvp lfsr_sim
gtkwave lfsr.vcd

# ModelSim
vlog lfsr_fibonacci.v lfsr_galois.v lfsr_param.v lfsr_prbs.v lfsr_tb.v
vsim -c lfsr_tb -do "run -all; quit -f"

🔬 Design Analysis

Fibonacci vs Galois Comparison

PropertyFibonacci (many-to-one)Galois (one-to-many)
Feedback computationXOR all taps together externallyXOR feedback into each tap independently
Critical pathMultiple XOR gates in series (one per tap)Single XOR gate (1 gate delay)
Max clock frequencyLower (longer feedback path)Higher (shorter feedback path)
State sequence orderStandard textbook orderDifferent order (same 15 states)
Gate countOne large XOR gate (N-tap inputs)One XOR per tap (distributed)
Used inTeaching, reference, software modelsHigh-speed hardware, BIST, CRC engines

LFSR as CRC Generator

// CRC-4 uses polynomial x^4+x+1
// Galois LFSR with data XOR at input:
// Each data bit is XOR'd with the feedback
always @(posedge clk) begin
  if (en) begin
    crc[3] <= data_in ^ crc[0];
    crc[2] <= crc[3];
    crc[1] <= crc[2];
    crc[0] <= crc[1] ^ (data_in ^ crc[0]);
  end
end
// crc[3:0] holds the running CRC remainder

LFSR as BIST Pattern Generator

// BIST: drive LFSR output to DUT inputs,
// capture outputs in a signature register (MISR)
// Compare final MISR signature to golden value

module bist_controller;
  lfsr_fibonacci pattern_gen(...);
  lfsr_fibonacci misr(       // Multiple-Input SR
    .d_in(dut_output ^ q),   // XOR capture
    ...
  );
  // After 2^N-1 cycles, compare misr.q to GOOD_SIG
endmodule
LFSR period proof: A primitive polynomial of degree N over GF(2) has the property that the roots of the polynomial have multiplicative order exactly 2N−1 in GF(2N). This guarantees the LFSR cycles through all 2N−1 non-zero states before repeating. For N=4, the primitive polynomials over GF(2) are x4+x+1 and x4+x3+1 (and their reverses). There are exactly φ(24−1)/4 = φ(15)/4 = 8/4 = 2 primitive polynomials of degree 4 (excluding reverses).
LFSR vs true random: An LFSR produces a pseudo-random sequence — it appears random statistically (passes many randomness tests) but is completely deterministic and repeatable from the same seed. It passes the period test, balance test (equal 0s and 1s over one period for maximal-length), and run-length test. It does NOT pass cryptographic randomness tests (an adversary who observes 2N consecutive output bits can reconstruct the full state and predict all future outputs using the Berlekamp-Massey algorithm). For cryptographic applications, use a cryptographically secure PRNG or hardware TRNG.

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