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Finding SSL/TLS Master Secrets with PANDA

Introduction

Monitoring SSL/TLS-encrypted traffic is a classic problem for intrusion detection systems. Currently, hypervisor- or network- based IDSes that wish to analyze encrypted traffic must perform a man-in-the-middle attack on the connection, presenting a false server certificate to the client. Not only does this require the client to cooperate by trusting certificates signed by the intrusion detection system, it also takes control of the certificate verification process out of the hands of the client---a dangerous step, given that many existing SSL/TLS interception proxies have a history of certificate trust vulnerabilities.

Instead of a man-in-the-middle attack, we can instead attempt to locate the code that generates SSL/TLS master secret; this secret is sufficient to decrypt any encrypted traffic in a given session, giving us a "man-on-the-inside". Once we have identified the location of the code that generates this secret, we can hook it using any number of standard techniques in order to dump out the master secret. This secret can then be provided to an IDS to decrypt the content of the SSL stream; it may also be provided to a tool like Wireshark to decrypt packet captures after the fact (even if perfect forward secrecy is used).

In this tutorial, we will show how to use a PANDA plugin called keyfind, which examines memory accesses made during a recorded session and looks for code that processes SSL/TLS master secrets.

Setting up the VM

For this tutorial, we'll be working off of an i386 Debian squeeze virtual machine created by Aurelien Jarno. If you're interested in using these virtual machines, you'll need a more recent copy of qemu to convert these images to a lower version of qcow2 which PANDA supports. You can do this with:

qemu-img convert -f qcow2 -O qcow2 -o compat=0.10 \
debian_squeeze_i386_desktop.qcow2 debian_squeeze_i386_desktop_tut.qcow2

where debian_squeeze_i386_desktop.qcow2 is the example name of the qcow2 image you're looking to downgrade and debian_squeeze_i386_desktop_tut.qcow2 is the new output file. Also, note again that this is using your distro's more recent version of qemu-img, not PANDA's. This command is needed if you're running into the following error:

'ide0-hd0' uses a qcow2 feature which is not supported by this qemu
version: QCOW version 3

If you want to follow along without creating your own recording, you can download the ssltut recording from rrshare.org.

Once you have the VM, boot it using

x86_64-softmmu/qemu-system-x86_64 -hda debian_squeeze_i386_desktop_tut.qcow2 \
    -m 256 -monitor stdio -net nic,model=e1000 -net user

After it has booted, log in with the default username and password (user:user) and open up a terminal. We're going to install debug symbols for the OpenSSL inside the VM so that when we eventually find the code that generates the master secret, we can find out the names of the actual functions rather than just their addresses. As root (password: root), issue:

# apt-get update
# apt-get install libssl0.9.8-dbg gdb

Once this is done, you can shut down the VM.

Creating the Recording

The keyfind plugin runs on a recorded execution in which an SSL connection is made. It works by examining every memory access made by the system and checking whether the data being accessed forms a valid master secret that can decrypt some data provided by the user. One may wonder why the plugin cannot run on a live execution. There are two reasons: first, because it does several cryptographic operations for every memory access performed, it is extremely computationally intensive, with a slowdown of around 500x over normal execution. Second, at the time the master secret is generated, no packets have been sent, so there is no encrypted data we can use to test whether a candidate key is correct.

Instead, we start by creating a recording using PANDA's record and replay feature. In this recording session, we will run a command that makes an SSL connection (in this case, openssl s_client). We will also do a packet capture so that we have some encrypted data we can use to test any potential keys against.

To get started, boot up the VM. In addition to the arguments used to boot the VM in the previous section, we will also tell QEMU to capture all packets sent and received by the VM to a file called ssltut.pcap:

x86_64-softmmu/qemu-system-x86_64 -hda debian_squeeze_i386_desktop_tut.qcow2 \
    -m 256 -monitor stdio -net nic,model=e1000 \
    -net user -net dump,file=ssltut.pcap

Once the VM is booted and we have logged in, we start up openssl inside gdb, which will allow us to resolve symbols alter.

gdb --args openssl s_client -connect google.com:443

This launches gdb but does not yet start running openssl (which is good, since at this point we are not yet recording anything!). Now, in the QEMU monitor, we start the recording:

QEMU 1.0,1 monitor - type 'help' for more information
(qemu) begin_record ssltut

This will create a snapshot inside the QCOW named ssltut-rr-snp, and an on-disk log file called ssltut-rr-nondet.log. Taking the snapshot can take a long time (on the order of a few minutes), because QEMU's default policy is to issue an fsync after every write, which is extremely slow. Once the snapshot is made, the VM will resume. Type run into the gdb session, and openssl will make the SSL connection to google.com. If you like, once it has connected, you can issue a request like GET / HTTP/1.0 in order to have some actual traffic in the SSL session aside from the handshake. This isn't required, however.

Once the connection has been successfully made, end the recording session from the QEMU monitor and quit.

(qemu) end_record
(qemu) quit

Examining the Encrypted Data

Now that we have a recording and a packet capture, we need to extract enough information from the packet capture to allow keyfind to test potential keys. Included with PANDA is the program scripts/list_enc.py, which will extract and print out the necessary information and create a configuration file for keyfind. It depends on the community-supported version of scapy, which can be installed using Mercurial:

$ hg clone https://bitbucket.org/secdev/scapy-com
$ cd scapy-com
$ sudo python setup.py install

When run on the packet capture, list_enc.py will produce a configuration file suitable for use with keyfind. In our sample capture, its output looks like this:

# ==== 10.0.2.15:35295 <-> 74.125.140.100:443 ====
Client-Random: cfcc650a27e439ebd5395f8fcdf1341085e49e6dcbb7347f76a6804be7eddf53
Server-Random: 52251293ef208ac7b2f942d71665785fc16a819d70e11e8dc5b0dcb359d93625
Content-Type:  16
Version:       0301
Enc-Msg:       a70adb2eeff6e23f7d528f0cd52285097f4077d93786fb2ed63418a8ad266e2d577b14b1
Cipher:        RC4
MAC:           SHA1
Ciphersuite:   TLS_RSA_WITH_RC4_128_SHA
Session-ID:    acd4b061aee65594d0ebdec5212076c35cfe5bf9c895305d2036584b17bdc889

Place this output into a file named keyfind_config.txt in the panda/qemu directory. Alternatively, the same information can be derived by hand using a tool like Wireshark and copied into keyfind_config.txt, but this is rather more labor intensive.

Locating the Master Key Code

Finally, we can run a replay with the keyfind plugin enabled to find out what code generates the master secret. Because the keyfind plugin tracks the calling function in order to better identify different memory accesses, we also need to enable the callstack_instr plugin, which keeps track of function calls and returns. We'll also use QEMU's VNC output rather than the default SDL because replays don't show any GUI output.

Using keyfind can be quite slow! On my machine, this short session, which takes only 12 seconds to replay with no plugins, takes almost 2 hours to run with keyfind enabled. This is what the output looks like:

brendan@brendantemp:~/git/panda/qemu$ echo "begin_replay ssltut" | \
    x86_64-softmmu/qemu-system-x86_64 -hda debian_squeeze_i386_desktop_tut.qcow2 \
    -m 256 -monitor stdio -vnc :0 -net nic,model=e1000 -net user \
    -panda "callstack_instr;keyfind"
Initializing plugin callstack_instr
Initializing plugin keyfind
Couldn't open keyfind_candidates.txt; no key tap candidates defined.
We will proceed, but it may be SLOW.
Unknown key: Ciphersuite
Unknown key: Session-ID
QEMU 1.0,1 monitor - type 'help' for more information
(qemu) begin_replay ssltut
(qemu) loading snapshot
... done.

Logging all cpu states
CPU #0:
EAX=c1358000 EBX=c13b9f04 ECX=c180295c EDX=00000001
ESI=00000000 EDI=c135b000 EBP=0166a003 ESP=c1359fd0
EIP=c101a7f4 EFL=00000246 [---Z-P-] CPL=0 II=0 A20=1 SMM=0 HLT=1
ES =007b 00000000 ffffffff 00cff300 DPL=3 DS   [-WA]
CS =0060 00000000 ffffffff 00cf9a00 DPL=0 CS32 [-R-]
SS =0068 00000000 ffffffff 00c09300 DPL=0 DS   [-WA]
DS =007b 00000000 ffffffff 00cff300 DPL=3 DS   [-WA]
FS =00d8 003ee000 ffffffff 008f9300 DPL=0 DS16 [-WA]
GS =00e0 c1807fe0 00000018 00409100 DPL=0 DS   [--A]
LDT=0000 00000000 00000000 00008200 DPL=0 LDT
TR =0080 c1805e20 0000206b 00008900 DPL=0 TSS32-avl
GDT=     c1800000 000000ff
IDT=     c135b000 000007ff
CR0=8005003b CR2=0927707c CR3=0e0cd000 CR4=000006d0
DR0=0000000000000000 DR1=0000000000000000 DR2=0000000000000000 DR3=0000000000000000 
DR6=0000000000000000 DR7=0000000000000000
EFER=0000000000000000
FCW=037f FSW=7a00 [ST=7] FTW=80 MXCSR=00001f80
FPR0=0000000000000000 0000 FPR1=bb00000000000000 4006
FPR2=0000000000000000 0000 FPR3=0000000000000000 0000
FPR4=0000000000000000 0000 FPR5=8000000000000000 3fff
FPR6=0000000000000000 0000 FPR7=fb80000000000000 4014
XMM00=00000000ffffff000000000000000000 XMM01=0000001f0000001f0000001f0000001f
XMM02=00000000000000000000000000000000 XMM03=00000000000000000000000000000000
XMM04=00000000000000000000000000000000 XMM05=00000000000000000000000000000000
XMM06=00000000000000000000000000000000 XMM07=00000000000000000000000000000000
opening nondet log for read :   /home/brendan/rrlogs/ssltut-rr-nondet.log
/home/brendan/rrlogs/ssltut-rr-nondet.log:  143814 of 11080621 (1.30%) bytes, 4541541 of 453214375 (1.00%) instructions processed.
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/home/brendan/rrlogs/ssltut-rr-nondet.log:  2273534 of 11080621 (20.52%) bytes, 77402116 of 453214375 (17.08%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  2277726 of 11080621 (20.56%) bytes, 82434861 of 453214375 (18.19%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  2279274 of 11080621 (20.57%) bytes, 86646747 of 453214375 (19.12%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  2335598 of 11080621 (21.08%) bytes, 91064503 of 453214375 (20.09%) instructions processed.
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/home/brendan/rrlogs/ssltut-rr-nondet.log:  3162679 of 11080621 (28.54%) bytes, 104446100 of 453214375 (23.05%) instructions processed.
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/home/brendan/rrlogs/ssltut-rr-nondet.log:  6635949 of 11080621 (59.89%) bytes, 209082088 of 453214375 (46.13%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6638413 of 11080621 (59.91%) bytes, 213349182 of 453214375 (47.07%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6641053 of 11080621 (59.93%) bytes, 218154703 of 453214375 (48.13%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6643329 of 11080621 (59.95%) bytes, 222555714 of 453214375 (49.11%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6645877 of 11080621 (59.98%) bytes, 226861370 of 453214375 (50.06%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6648061 of 11080621 (60.00%) bytes, 231548405 of 453214375 (51.09%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6650981 of 11080621 (60.02%) bytes, 236143832 of 453214375 (52.10%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6653529 of 11080621 (60.05%) bytes, 240879388 of 453214375 (53.15%) instructions processed.
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/home/brendan/rrlogs/ssltut-rr-nondet.log:  6696133 of 11080621 (60.43%) bytes, 249747822 of 453214375 (55.11%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  6935907 of 11080621 (62.59%) bytes, 254304094 of 453214375 (56.11%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7063439 of 11080621 (63.75%) bytes, 258609527 of 453214375 (57.06%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7374417 of 11080621 (66.55%) bytes, 263001263 of 453214375 (58.03%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7795148 of 11080621 (70.35%) bytes, 267434787 of 453214375 (59.01%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7845894 of 11080621 (70.81%) bytes, 271937269 of 453214375 (60.00%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7936689 of 11080621 (71.63%) bytes, 276525822 of 453214375 (61.01%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7968405 of 11080621 (71.91%) bytes, 281052338 of 453214375 (62.01%) instructions processed.
MAC match found at 00000000b7e82bad 00000000b7d3cb16 000000000e101000
Key: f6e162a5891fa91fd60d16bedc1718d201e18dedde6defbcc68e5a15b82932e2a84d4832a2816fab5c6663a8d4187c91
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7979525 of 11080621 (72.01%) bytes, 285717048 of 453214375 (63.04%) instructions processed.
MAC match found at 00000000b7e82bad 00000000b7d3cb16 000000000e101000
Key: f6e162a5891fa91fd60d16bedc1718d201e18dedde6defbcc68e5a15b82932e2a84d4832a2816fab5c6663a8d4187c91
MAC match found at 00000000b7e82bad 00000000b7d3cb16 000000000e101000
Key: f6e162a5891fa91fd60d16bedc1718d201e18dedde6defbcc68e5a15b82932e2a84d4832a2816fab5c6663a8d4187c91
/home/brendan/rrlogs/ssltut-rr-nondet.log:  7998242 of 11080621 (72.18%) bytes, 290267484 of 453214375 (64.05%) instructions processed.
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/home/brendan/rrlogs/ssltut-rr-nondet.log:  9884689 of 11080621 (89.21%) bytes, 403759578 of 453214375 (89.09%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  9887829 of 11080621 (89.24%) bytes, 408636625 of 453214375 (90.16%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10121787 of 11080621 (91.35%) bytes, 412493014 of 453214375 (91.01%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10261175 of 11080621 (92.60%) bytes, 417075719 of 453214375 (92.03%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10366717 of 11080621 (93.56%) bytes, 421688356 of 453214375 (93.04%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10379709 of 11080621 (93.67%) bytes, 426207758 of 453214375 (94.04%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10617913 of 11080621 (95.82%) bytes, 430657217 of 453214375 (95.02%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10639237 of 11080621 (96.02%) bytes, 435163591 of 453214375 (96.02%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10696611 of 11080621 (96.53%) bytes, 439645747 of 453214375 (97.01%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10795111 of 11080621 (97.42%) bytes, 444228835 of 453214375 (98.02%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  10855619 of 11080621 (97.97%) bytes, 448922948 of 453214375 (99.05%) instructions processed.
/home/brendan/rrlogs/ssltut-rr-nondet.log:  log is empty.
Replay completed successfully.
Time taken was: 6839 seconds.
Stats:
RR_INPUT_1 number = 0, size = 0 bytes
RR_INPUT_2 number = 0, size = 0 bytes
RR_INPUT_4 number = 14947, size = 448410 bytes
RR_INPUT_8 number = 109960, size = 3738640 bytes
RR_INTERRUPT_REQUEST number = 43307, size = 1212596 bytes
RR_EXIT_REQUEST number = 0, size = 0 bytes
RR_SKIPPED_CALL number = 1088, size = 5680925 bytes
RR_DEBUG number = 0, size = 0 bytes
max_queue_len = 671
670 items on recycle list, 48240 bytes total
Replay completed successfully.
Logging all cpu states
CPU #0:
EAX=1858d431 EBX=00000000 ECX=00000000 EDX=000000cc
ESI=00000030 EDI=c180397c EBP=c18085e0 ESP=c1359f00
EIP=c1007569 EFL=00000017 [----APC] CPL=0 II=0 A20=1 SMM=0 HLT=0
ES =007b 00000000 ffffffff 00cff300 DPL=3 DS   [-WA]
CS =0060 00000000 ffffffff 00cf9a00 DPL=0 CS32 [-R-]
SS =0068 00000000 ffffffff 00c09300 DPL=0 DS   [-WA]
DS =007b 00000000 ffffffff 00cff300 DPL=3 DS   [-WA]
FS =00d8 003ee000 ffffffff 008f9300 DPL=0 DS16 [-WA]
GS =00e0 c1807fe0 00000018 00409100 DPL=0 DS   [--A]
LDT=0000 00000000 00000000 00008200 DPL=0 LDT
TR =0080 c1805e20 0000206b 00008900 DPL=0 TSS32-avl
GDT=     c1800000 000000ff
IDT=     c135b000 000007ff
CR0=8005003b CR2=0a040000 CR3=0c052000 CR4=000006d0
DR0=0000000000000000 DR1=0000000000000000 DR2=0000000000000000 DR3=0000000000000000 
DR6=0000000000004000 DR7=0000000000000000
EFER=0000000000000000
FCW=037f FSW=3900 [ST=7] FTW=80 MXCSR=00001f80
FPR0=00000000d2771d00 3ffe FPR1=0000000000000000 3fff
FPR2=0000000000000000 4001 FPR3=0000000000000000 3ffd
FPR4=0000000000000000 0000 FPR5=0000000000000000 4008
FPR6=0000000000000000 4008 FPR7=fb80000000000000 4014
XMM00=000000000000000000000000d2771d00 XMM01=00000000000000000000000000000000
XMM02=ffffffffffffffffffffffffffffffff XMM03=00000000000000000000000000000000
XMM04=00110000000000000012000000000000 XMM05=01010101010101010101010101010101
XMM06=00ff000f001d003000ff000f001d0030 XMM07=00010001000100010006000600060006
0 / 0 blocks instrumented.
Misses: 61850 Total: 9584516

This output somewhat cryptically tells us that the program point (the code we want to hook to extract the master secret) is at

00000000b7e82bad 00000000b7d3cb16 000000000e101000

Going from right to left, the numbers are: the address space identifier for the program (on x86, this is the value of the CR3 register), the program counter where the memory access happened, and call site of the function that called this one. This information is also saved to a file called key_matches.txt.

It also gives us the actual key, if we want to decrypt our packet capture:

Key: f6e162a5891fa91fd60d16bedc1718d201e18dedde6defbcc68e5a15b82932e2a84d4832a2816fab5c6663a8d4187c91

If we like, we can now paste this into a Wireshark config file and decrypt the session using the procedure documented here. For our sample capture the configuration file looks like:

RSA Session-ID:acd4b061aee65594d0ebdec5212076c35cfe5bf9c895305d2036584b17bdc889 Master-Key:f6e162a5891fa91fd60d16bedc1718d201e18dedde6defbcc68e5a15b82932e2a84d4832a2816fab5c6663a8d4187c91

After providing this information to Wireshark, we can decrypt the session:

A screenshot showing the decrypted SSL session

All this is great if we only want to decrypt one session, but we have a bit more work to do if we want to reliably identify the point within openssl where the keys are generated.

Validation

We should also validate that the code location found is what we want. One danger is that the combination of program counter and calling function doesn't uniquely identify the code that handles the data we want -- that same program point may handle other data as well. To check this, we will re-run the replay and tell PANDA to dump all the data passing through this program point.

This is done using the (somewhat misnamed) textprinter plugin, which dumps out all data passing through a given program point, as well as the full call stack. To use it, we create a file in panda/qemu called tap_points.txt, and put our program point into it, creating a file that looks like:

00000000b7e82bad 00000000b7d3cb16 000000000e101000

Now, we run the replay:

$ echo "begin_replay ssltut" | x86_64-softmmu/qemu-system-x86_64 -hda debian_squeeze_i386_desktop_tut.qcow2 \
    -m 256 -monitor stdio -vnc :0 -net nic,model=e1000 -net user \
    -panda 'callstack_instr;textprinter'

It will produce two files, read_tap_buffers.txt.gz and write_tap_buffers.txt.gz. Let's focus on write_tap_buffers.txt.gz for now. Each line in this file represents the write of a single byte in memory, and gives (in order): the full call stack, the program counter, the address space identifier, the address being written to, a counter indicating (with respect to the entire execution trace) which memory access this is, and finally the byte that was written.

As we feared, there is a lot more data passing through this point than just our master key. Let's look at the full stack where the first byte of our key is written:

0000000008055e71 00000000b7cdec76 000000000805672c 000000000805603d 000000000807eef0 00000000b7fb2e59 00000000b7fa531b 00000000b7fa4b33 00000000b7fb324a 00000000b7f9bd0b 00000000b7fa8aab 00000000b7fa72aa 00000000b7e82bad 00000000b7d3cb16 000000000e101000 00000000bfffe988 136342983 f6

Here's that same information expanded out a bit and annotated:

0000000008055e71 [Caller 13]
00000000b7cdec76 [Caller 12]
000000000805672c [Caller 11]
000000000805603d [Caller 10]
000000000807eef0 [Caller 9]
00000000b7fb2e59 [Caller 8]
00000000b7fa531b [Caller 7]
00000000b7fa4b33 [Caller 6]
00000000b7fb324a [Caller 5]
00000000b7f9bd0b [Caller 4]
00000000b7fa8aab [Caller 3]
00000000b7fa72aa [Caller 2]
00000000b7e82bad [Caller 1]
00000000b7d3cb16 [PC]
000000000e101000 [Address space]
00000000bfffe988 [Write address]
       136342983 [Index]
              f6 [Data]

Using zgrep, we can find out how many levels of callstack information we need in order to capture just the key we're interested in. We know that an SSL master secret is 48 bytes, so we can include successively more calling context until are left with data that is some multiple of 48 bytes, indicating that only SSL keys are being printed:

$ zgrep -c "00000000b7e82bad 00000000b7d3cb16" write_tap_buffers.txt.gz
504
$ zgrep -c "00000000b7fa72aa 00000000b7e82bad 00000000b7d3cb16" write_tap_buffers.txt.gz
192
$ zgrep -c "00000000b7fa8aab 00000000b7fa72aa 00000000b7e82bad 00000000b7d3cb16" write_tap_buffers.txt.gz
24

From this output, we can see that we need exactly two levels of calling context in addition to the program counter: with just one level, we get 504 bytes, meaning extra data is being included, whereas with three levels, we get only 24 bytes, which means parts of the key are being left out. With two levels, 192 bytes are produced, which is exactly the length of four SSL master secrets (it is a multiple rather than exactly 48 because openssl may generate multiple keys, and it may regenerate the same key multiple times in a single session).

Getting Function Names

Now that we know how much context is needed, we just need to translate the raw addresses we have back into symbolic names. Because we started openssl under gdb, this is easy. We can load up the snapshot that was taken at the start of recording and just directly ask gdb to look up the addresses for us. Start the VM back up at the snapshot with:

$ x86_64-softmmu/qemu-system-x86_64 -hda debian_squeeze_i386_desktop_tut.qcow2 \
    -m 256 -monitor stdio -net nic,model=e1000 -net user -loadvm ssltut-rr-snp

Next, we can enter the addresses into gdb. Because gdb doesn't load symbols until the program starts, we'll have to issue run and then use Control-C to break into the program after it starts:

(gdb) run
^C
Program received signal SIGINT, Interrupt.
0xb7fe2424 in __kernel_vsyscall ()
(gdb)

Now we can resolve the addresses using info symbol:

(gdb) info symbol 0xb7d3cb16
memcpy + 70 in section .text of /lib/i686/cmov/libc.so.6
(gdb) info symbol 0xb7e82bad
HMAC_Init_ex + 141 in section .text of /usr/lib/i686/cmov/libcrypto.so.0.9.8
(gdb) info symbol 0xb7fa72aa
tls1_P_hash + 154 in section .text of /usr/lib/i686/cmov/libssl.so.0.9.8

Conclusion

We now have all the information we need to reliably find SSL/TLS master keys generated by OpenSSL. This same process generalizes to any application that uses SSL/TLS. Indeed, in our 2013 CCS paper (Tappan Zee (North) Bridge: Mining Memory Accesses for Introspection), we found the key generation code for seven applications across three operating systems and three different hardware architectures. This flexibility demonstrates how valuable it is that PANDA is whole-system, architecture neutral, and traces can be recorded and later replayed under instrumentation.