diff --git a/assets/complex_magnitude.svg b/assets/complex_magnitude.svg
new file mode 100644
index 000000000..c1ceb04c6
--- /dev/null
+++ b/assets/complex_magnitude.svg
@@ -0,0 +1,35 @@
+
+
+
diff --git a/assets/filter.png b/assets/filter.png
new file mode 100644
index 000000000..7d1bcc9de
Binary files /dev/null and b/assets/filter.png differ
diff --git a/assets/filter.py b/assets/filter.py
new file mode 100644
index 000000000..be4ac9050
--- /dev/null
+++ b/assets/filter.py
@@ -0,0 +1,36 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from scipy import signal
+import math
+
+pktlen = 38144 / 4
+
+raw = np.memmap("sample.bin", dtype=np.uint8, offset=(17600<<1)+2048+256, mode='r')
+
+window = raw[:pktlen].copy()
+level = 127.4
+iq = ((level-(window.astype(np.float64))) / level).view(np.complex128)
+
+fig, subplots = plt.subplots(nrows=2)
+fig.set_size_inches(9,9*0.6180339887)
+
+(mag_plot, spec_plot) = subplots
+
+mag = np.abs(iq)
+
+filtered = np.correlate(mag, np.append(np.ones(78), -np.ones(78)))
+
+kernel = np.append(np.ones(78), -np.ones(78))
+mag_plot.step(np.arange(kernel.size), kernel)
+mag_plot.grid(axis='both')
+mag_plot.autoscale(tight=True)
+mag_plot.set_ylim(-1.125, 1.125)
+mag_plot.set_xlim(-5, 78*2 + 5)
+mag_plot.xaxis.set_ticks([0,39, 78, 117, 156])
+
+spec_plot.plot(filtered)
+spec_plot.grid(axis='both')
+spec_plot.autoscale(tight=True)
+
+plt.savefig('filter.png', dpi=96, transparent=True, bbox_inches="tight")
+# plt.show()
diff --git a/assets/filter.svg b/assets/filter.svg
new file mode 100644
index 000000000..47ed13368
--- /dev/null
+++ b/assets/filter.svg
@@ -0,0 +1,78 @@
+
+
+
diff --git a/assets/magnitude.png b/assets/magnitude.png
new file mode 100644
index 000000000..569a18c6d
Binary files /dev/null and b/assets/magnitude.png differ
diff --git a/assets/magnitude.py b/assets/magnitude.py
new file mode 100644
index 000000000..0a7907fe7
--- /dev/null
+++ b/assets/magnitude.py
@@ -0,0 +1,28 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from scipy import signal
+import math
+
+pktlen = 38144 / 8
+
+raw = np.memmap("sample.bin", dtype=np.uint8, offset=(17600<<1)+2048+256, mode='r')
+
+window = raw[:pktlen].copy()
+level = 127.4
+iq = ((level-(window.astype(np.float64))) / level).view(np.complex128)
+
+fig, subplots = plt.subplots(nrows=2)
+fig.set_size_inches(9,9*0.6180339887)
+
+(mag_plot, spec_plot) = subplots
+
+mag_plot.plot(iq, linewidth=0.5)
+mag_plot.grid(axis='both')
+mag_plot.autoscale(tight=True)
+
+spec_plot.plot(np.abs(iq), linewidth=0.5)
+spec_plot.grid(axis='both')
+spec_plot.autoscale(tight=True)
+
+# plt.show()
+fig.savefig('magnitude.png', dpi=96, transparent=True, bbox_inches="tight")
\ No newline at end of file
diff --git a/assets/quantize.py b/assets/quantize.py
new file mode 100644
index 000000000..d29e8fe75
--- /dev/null
+++ b/assets/quantize.py
@@ -0,0 +1,33 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from scipy import signal
+import math
+
+pktlen = 38144 / 4
+
+raw = np.memmap("sample.bin", dtype=np.uint8, offset=(17600<<1)+2048+256, mode='r')
+
+window = raw[:pktlen].copy()
+level = 127.4
+iq = ((level-(window.astype(np.float64))) / level).view(np.complex128)
+
+fig, subplots = plt.subplots(nrows=1)
+fig.set_size_inches(9,9*0.6180339887 / 2)
+
+(mag_plot) = subplots
+
+mag = np.abs(iq)
+
+kernel = np.append(np.ones(78), -np.ones(78))
+filtered = np.correlate(mag, kernel)
+
+mag_plot.plot(filtered / filtered.max())
+filtered = np.digitize(filtered, [0]) * 2 - 1
+mag_plot.plot(filtered, color="red")
+
+mag_plot.grid(axis='both')
+mag_plot.autoscale(tight=True)
+mag_plot.set_ylim(-1.25, 1.25)
+
+plt.savefig('quantized.png', dpi=96, transparent=True, bbox_inches="tight")
+# plt.show()
diff --git a/assets/quantized.png b/assets/quantized.png
new file mode 100644
index 000000000..5da0a94ab
Binary files /dev/null and b/assets/quantized.png differ
diff --git a/assets/sample.bin b/assets/sample.bin
new file mode 100644
index 000000000..688286d50
--- /dev/null
+++ b/assets/sample.bin
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/assets/sample_rate.svg b/assets/sample_rate.svg
new file mode 100644
index 000000000..1111f047a
--- /dev/null
+++ b/assets/sample_rate.svg
@@ -0,0 +1,51 @@
+
+
+
diff --git a/assets/signal_flow.png b/assets/signal_flow.png
new file mode 100644
index 000000000..f51b82e6a
Binary files /dev/null and b/assets/signal_flow.png differ
diff --git a/assets/signal_flow.tex b/assets/signal_flow.tex
new file mode 100644
index 000000000..47a231319
--- /dev/null
+++ b/assets/signal_flow.tex
@@ -0,0 +1,53 @@
+\documentclass[tikz,crop,border=0.25cm]{standalone}
+
+\usepackage{tikz}
+\usetikzlibrary{calc,shapes,arrows,fit}
+
+\tikzset{
+ node distance=3.5cm,
+ auto,
+ >=latex',
+ punkt/.style={
+ rectangle,
+ draw=black,
+ semithick,
+ text width=6.5em,
+ minimum height=2.75em,
+ text centered
+ }
+}
+
+\begin{document}
+ \pagestyle{empty}
+ \sffamily
+ \begin{tikzpicture}[semithick, rounded corners=1mm]
+ \node[draw, regular polygon,regular polygon sides=3, rotate=180, rounded corners=0] (antenna) {};
+ \node [punkt, below right of=antenna, node distance=2cm, xshift=1.25cm] (rtl-sdr) {Receiver};
+ \node [punkt, right of=rtl-sdr, node distance=3.75cm] (rtl-tcp) {rtl\_tcp};
+ \node [punkt, right of=rtl-tcp] (demodulate) {Demodulate};
+ \node [punkt, right of=demodulate] (filter) {Matched Filter};
+ \node [punkt, below of=rtl-tcp, node distance=2cm] (decision) {Bit Decision};
+ \node [punkt, right of=decision] (preamble) {Preamble Search};
+ \node [punkt, right of=preamble] (decode) {Decode Packet};
+ \node [right of=decode, xshift=-0.5cm] (output) {Output};
+
+ \draw [->] (antenna) |- (rtl-sdr);
+ \draw [->] (rtl-sdr) -- (rtl-tcp);
+ \draw [->] (rtl-tcp) -- (demodulate);
+ \draw [->] (demodulate) -- (filter);
+
+ % $(u1.east) + (0.1cm, -0.4cm)$
+ \draw [->, rounded corners=1mm] (filter.south) -- ++(0, -0.5cm) -| (decision.north);
+
+ \draw [->] (decision) -- (preamble);
+ \draw [->] (preamble) -- (decode);
+ \draw [->] (decode) -- (output);
+
+ \node [punkt] (hardware) [fit=(antenna) (rtl-sdr), inner sep=0.25cm] {};
+ \node at (hardware.north) [above, inner sep=3mm] {Hardware};
+
+ \node [punkt] (software) [fit=(rtl-tcp) (decode), inner sep=0.25cm] {};
+ \node at (software.north) [above, inner sep=3mm] {Software};
+ \end{tikzpicture}
+
+\end{document}
\ No newline at end of file
diff --git a/assets/symbol_length.svg b/assets/symbol_length.svg
new file mode 100644
index 000000000..a578fcfb9
--- /dev/null
+++ b/assets/symbol_length.svg
@@ -0,0 +1,19 @@
+
+
+