Complete Technical Paper Content — Automated Man In The Middle Attack Detection Tool
Overview & System Context
Automated Man In The Middle Attack Detection Tool: Comprehensive Web-Sourced Technical Investigation Exhaustive Research Dossier · Pure Web-Scraped Content: ~8848 Words · Real Software Screenshots: 3 1. Executive Overview & Technical Background Man-in-the-browser (MITB, MitB, MIB, MiB), a form of Internet threat related to man-in-the-middle (MITM), is a proxy Trojan horse that infects a web browser by taking advantage of vulnerabilities in browser security to modify web pages, modify transaction content or insert additional transactions, all in a covert fashion invisible to both the user and host web application.
A MitB attack will be successful irrespective of whether security mechanisms such as SSL/PKI and/or two- or three-factor authentication solutions are in place. A MitB attack may be countered by using out-of-band transaction verification, although SMS verification can be defeated by man-in-the-mobile (MitMo) malware infection on the mobile phone. Trojans may be detected and removed by antivirus software, but a 2011 report concluded that additional measures on top of antivirus software were needed. A related, simpler attack is the boy-in-the-browser (BitB, BITB). The majority of financial service professionals in a 2014 survey considered MitB to be the greatest threat to online banking.
ZitMo (Zeus-In-The-Mobile) is not a MitB Trojan itself (although it performs a similar proxy function on the incoming SMSes), but is mobile malware suggested for installation on a mobile phone by a Zeus-infected computer. By intercepting all incoming SMSes, it defeats SMS-based banking OOB two-factor authentication on Windows Mobile, Android, Symbian, and BlackBerry. ZitMo may be detected by Antivirus running on the mobile device. SpitMo (SpyEye-In-The-Mobile, SPITMO) is similar to ZitMo.
SSL/PKI etc. may offer protection in a man-in-the-middle attack, but offers no protection in a man-in-the-browser attack. Clickjacking tricks a web browser user into clicking on something different from what the user perceives, by means of malicious code in the webpage. Figure 1: Given the Monthly Satta King Result Chart of April 2026 for Gali, Desawer..
On October 7, 2023, a series of coordinated armed incursions from the blockaded Gaza Strip into the Gaza envelope of southern Israel were carried out by Hamas and several other Palestinian militant groups. In response, Israel launched a major military operation in Gaza. The attacks began during the Jewish holiday of Simchat Torah with a barrage of at least 4,300 rockets launched into Israel and vehicle-transported and powered paraglider incursions into Israel. Hamas militants breached the Gaza–Israel barrier, attacking military bases and massacring civilians in 21 communities, including Be'eri, Kfar Aza, Nir Oz, Netiv Haasara, and Alumim. According to an Israel Defense Forces (IDF) report that revised the estimate on the number of attackers, 6,000 Gazans breached the border in 119 locations into Israel, including 3,800 from the elite Nukhba forces and 2,200 civilians and other militants. Additionally, the IDF report estimated 1,000 Gazans fired rockets from the Gaza Strip, bringing the total number of participants on Hamas's side to 7,000. In total, at least 1,195 people were killed by the attacks: at least 828 civilians (including 36 children and 71 foreign nationals) and at least 367 members of the security forces. 364 civilians were killed while they were attending the Nova music festival and many more wounded. 251 Israeli and non-Israeli civilians and soldiers were taken as hostages to the Gaza Strip. Numerous sources have reported dozens of cases of rape and sexual assault. The IDF used the Hannibal Directive on that day, which may have led to at least 13 Israeli civilian deaths.
Hamas said its attack was in response to the continued Israeli occupation, the blockade of the Gaza Strip, the expansion of illegal Israeli settlements, rising Israeli settler violence, recent escalations and Israel's holding of Palestinian prisoners, and that it was in defense of the Palestinian people and their cause. Experts disagree on whether Hamas sought to induce the destruction of Israel, or to establish a Palestinian state with 1967 borders. The day was labelled the bloodiest in Israel's history and "the deadliest for Jews since the Holocaust" by many figures and media outlets in the West, including then-US president Joe Biden. Some have alleged that the attack was an act of genocide or a genocidal massacre against Israelis. The governments of 44 countries denounced the attack and described it as terrorism, while some Arab and Muslim-majority countries blamed Israel's occupation of the Palestinian territories as the root cause of the attack.
According to international humanitarian law scholars, Palestinians in the Gaza Strip has been subjected to some form of belligerent Israeli occupation since 1967. The Gaza Strip—a coastal strip 28 miles long and 6 miles wide with small towns and refugee camps delineated by the Green Line of the 1949 Armistice Agreements—was constituted in the aftermath of the Nakba and the 1948 Palestine war, when it came under Egyptian administration (1949–67). In the 1967 Arab–Israeli War (Six-Day War), the Israeli military occupied the Gaza Strip (1967–2005), imposing restrictions on movement and goods into the territory since the early 1990s. In 2005, Israel disengaged from the Gaza Strip by withdrawing its forces and dismantling and evacuating its 21 settlements there, though it redeployed and maintained troops on the borders outside of Gaza and took exclusive control of the airspace over Gaza and its territorial waters. Israel maintained restrictions and active control on the movement of people and goods in the Gaza Strip, with the stated aims of preventing the smuggling of weapons into Gaza and exerting economic pressure on Hamas. In the view of the majority of the relevant scholarship, the United Nations, the International Court of Justice, and many other international non-governmental humanitarian and legal organizations, Israel has continued to be regarded as an occupying power in the Gaza Strip, which has continued to be regarded as among the occupied Palestinian territories. The official Israeli view and certain pro-Israel scholars consider the Gaza Strip to be unoccupied.
2. System Architecture & Core Working Principles The Islamic Resistance Movement (Hamas), is a Palestinian nationalist Islamist movement that formed in 1987. It is the largest Islamist movement in the Palestinian territories. They maintain an uncompromising stance on the "complete liberation of Palestine", often using political violence to achieve their goals. Hamas has issued contradictory statements concerning the acceptability of the 1967 borders. Hamas has been responsible for numerous suicide bombings and rocket attacks targeting Israeli civilians. Australia, Canada, the EU, Japan, New Zealand, and the UK have designated Hamas a "terrorist organisation". In 2010 it attempted to derail the peace talks between Israel and the PA. In 2017, it adopted a new charter, removing antisemitic language and shifting focus from Jews to Zionists. Scholars differ on Hamas's objectives, with some saying it seeks a Palestinian state within 1967 borders while others believe Hamas still seeks the destruction of Israel.
Throughout 2023, increased settler attacks displaced hundreds of Palestinians. In April, clashes occurred around the Al-Aqsa Mosque, a contested holy site in Jerusalem. In May, clashes occurred between Israel and the Palestinian Islamic Jihad group. Tensions between Israel and Hamas rose in September 2023, and The Washington Post wrote that the two were "on the brink of war". On September 13, five Palestinians were killed at the border. Israel said it found explosives hidden in a shipment and halted all exports from Gaza; Hamas denied Israel's claims. Reuters quoted Palestinians who said that the several-day ban affected thousands of families. In response to the ban, Hamas put its forces on high alert and conducted military exercises with other groups, including openly practicing storming Israeli settlements. Hamas also allowed Palestinians to resume protests at the Gaza–Israel barrier. On September 29, Qatar, the UN, and Egypt mediated an agreement between Israeli and Hamas officials in the Gaza Strip to reopen closed crossing points and deescalate tensions; the total number of Gazans with work permits in Israel stood at 17,000.
At around 6:30 a.m. Israel Summer Time (UTC+3) on Saturday, October 7, 2023, Hamas announced the start of Operation Al-Aqsa Flood. Al-Qassam Brigades commander Mohammed Deif gave a speech mentioning Israel's 16-year blockade of Gaza, Israeli incursions in West Bank cities, violence at Al-Aqsa mosque, Israeli settler violence with the army's support, the confiscation of property and demolition of homes, arbitrarily detaining Palestinians for years until "they wither from cancer and disease", Israel's neglect for international law, American-Western support, and international silence. He then described the operation, that they had drawn the line, and that it was to end "the last occupation on Earth". Shortly thereafter, Ismail Haniyeh made a similar announcement in a televised address.
Deif said more than 5,000 rockets had been fired from the Gaza Strip into Israel in a span of 20 minutes at the start of the operation. Israeli sources reported the launch of 4,300 projectiles from Gaza, killing twelve and injuring dozens, most of them from the Bedouin community. Explosions were reported in areas surrounding Gaza and in the Sharon Plain, including Gedera, Herzliya, Beersheba, Tel Aviv, and Ashkelon. Air raid sirens were activated in Beersheba, Jerusalem, Rehovot, Rishon LeZion, and Palmachim Airbase. Hamas issued a call to arms, with Deif calling on "Muslims everywhere to launch an attack".
In the evening Hamas launched another barrage of about 150 rockets towards Israel, with explosions reported in Yavne, Givatayim, Bat Yam, Beit Dagan, Tel Aviv, and Rishon LeZion. Figure 2: Gali Satta Record Chart 2025: Complete Guide to Latest Results and Records Simultaneously, around 6,000 Palestinian militants and civilians infiltrated Israel from Gaza breaching the border in 119 places. The infiltration was executed using trucks, pickup trucks, motorcycles, bulldozers, speedboats, and powered paragliders. In a raid on the Sderot police station, 30 Israeli policemen and civilians were killed. Early in the attack the computer systems were destroyed, disabling communication and delaying the response to the attacks. Images and videos on social media showed heavily armed and masked militants dressed in black fatigues riding pickup trucks and opening fire in Sderot, killing dozens of Israeli civilians and soldiers and setting homes on fire. Other videos appeared to show Israelis taken prisoner, a burning Israeli tank, and militants driving Israeli military vehicles. Israeli first responders recovered documents from militants' bodies with instructions to attack civilians, including elementary schools and a youth center, to "kill as many people as possible", and to take hostages for use in future negotiations. The UN's Pramila Patten and Commission of Inquiry concluded in their reports that the authenticity of these alleged instruction documents, claimed to have been retrieved from Hamas militants, could not be substantiated. Some of the militants wore body cameras to record the acts, presumably for propaganda purposes. In recordings of Hamas commanders during the attack, published by The New York Times, one commander is heard saying: "Document the scenes of horror, now, and broadcast them on TV channels to the whole world", and "Slaughter them. End the children of Israel". The morning of the attack, an Israeli military spokesman said that the militants from Gaza had entered Israel through at least seven locations and invaded four small rural Israeli communities, the border city of Sderot, and two military bases from both land and sea. Israeli media reported that seven communities came under Hamas control, including Nahal Oz, Kfar Aza, Magen, Be'eri, and Sufa. The Erez Crossing was reported to have come under Hamas control, enabling militants to enter Israel from Gaza. Israeli Police Commissioner Kobi Shabtai said there were 21 active high-confrontation locations in southern Israel. The New York Times reported that an Israeli intelligence document prepared weeks after the attack found that Hamas had breached the border fence in over 30 separate locations. Starting at 6:30 a.m. the same day, a massacre unfolded at an outdoor music festival near Re'im, resulting in at least 360 dead and many others missing. Witnesses recounted militants on motorcycles opening fire on fleeing participants, who were already dispersing due to rocket fire that had wounded some attendees; some were also taken hostage. Militants killed civilians at Nir Oz, Be'eri, and Netiv HaAsara, where they took hostages and set fire to homes, as well as in kibbutzim around the Gaza Strip.
Around 50 civilians were killed in the Kfar Aza massacre, 108 in the Be'eri massacre, and 15 people in the Netiv HaAsara massacre. Militants killed 16 or 17 Thai and Nepalese employees during the Kibbutz Alumim massacre. Other militants carried out an amphibious landing in Zikim. Palestinian sources claim that the local Israeli army base was stormed. The IDF said it had killed two attackers on the beach and destroyed four vessels, including two rubber boats. Militants also attacked a military base outside Nahal Oz, leaving 66 soldiers dead and taking seven hostage. An IDF fire investigation found that the militants had "ignited substances... that contain toxic gasses which can cause suffocation within minutes, or even less" both at the base and in civilian locations.
As part of the Hamas-led attack, 364 civilians were killed and many more wounded at the Supernova Sukkot Gathering, an open-air music festival celebrating the Jewish holiday of Sukkot near kibbutz Re'im. At least 40 hostages were also taken. This mass killing had the largest number of casualties out of a number of massacres targeting Israeli civilians in communities adjacent to Gaza that were part of the October 7 attack, alongside those at the communities of Netiv HaAsara, Be'eri, Kfar Aza, Nir Oz, and Holit. At 6:30 a.m., around sunrise, rockets were noticed in the sky. Around 7:00 a.m., a siren warned of an incoming rocket attack, prompting festival-goers to flee. Subsequently, armed militants, dressed in military attire and using motorcycles, trucks and powered paragliders, surrounded the festival grounds and indiscriminately fired on people attempting to escape. Attendees seeking refuge nearby, in bomb shelters, bushes, and orchards, were killed while in hiding. Those who reached the road and parking lot were trapped in a traffic jam as militants fired at vehicles. The militants executed some wounded people at point-blank range as they crouched on the ground. The massacre at the festival has been described as the largest terror attack in Israel's history and the worst Israeli civilian massacre ever.
3. Software Implementation, Frameworks & Protocols During the Hamas-led attack, around 250 Hamas militants attacked Kfar Aza, a kibbutz about 3 kilometers (1.9 mi) from the border with the Gaza Strip, massacring 62 residents and abducting 19 hostages. The kibbutz had more than 950 residents, and it took the IDF nearly three days to wrest back full control of it from militants that fortified themselves in houses of the kibbutz.
On the morning of the attack, around 70 Hamas militants carried out a massacre at Be'eri, an Israeli kibbutz near the Gaza Strip. At least 130 people were killed in the attack, including women (such as peace activist Vivian Silver), children, and infants, claiming the lives of 10% of the community's residents. Dozens of homes were also burned down. Several newspapers called the massacre an act of terrorism; some compared the brutality of the atrocities to that of ISIS. Hostages were taken, leading to a standoff with the IDF. According to survivors, there were also deaths from friendly fire; an Israeli tank fired on a house known to contain around 40 Hamas fighters and 14 hostages, among them two children, killing all hostages in the house but one.
Approximately 90 militants infiltrated kibbutz Ein HaShlosha, killing four civilians, looting, shooting, and burning houses. An 80-year-old Argentinian-Israeli woman died after her home was set on fire and she was unable to escape. A standoff between the attackers and the residents' security team lasted six hours. The leader of the security team, who was in his sixties, was killed in the firefight. A 63-year-old grandmother was also among those killed in the attack. A 39-year-old Israeli-Chilean woman was shot eight times. Thirty survivors were discovered in the kibbutz three days after the attack, 14 of whom were Thai nationals.
Psyduck was a small trance music festival that took place in the open fields near kibbutz Nir Oz, about 2 kilometres (1.2 mi) from the border of Gaza. The event drew around 100 participants. Hamas militants attacked the festival, killing 17 Israelis. Some were fatally shot at the festival site, while others were killed as they attempted to escape to nearby kibbutzim. Most survivors hid under small bushes until Israel Defense Forces rescued them a few hours later.
Figure 3: Gali Satta King 2026 – Latest Gali Satta 2026 & Satta King Gali Chart ... At 10 a.m., less than five hours after the attacks began, fighting was reported at Re'im military base, headquarters of the Gaza Division. It was later reported that Hamas took control of the base and took several Israeli soldiers captive before the IDF regained control later in the day. The base was reportedly the location of IDF drone and surveillance operations. Hamas reportedly posted video of dead Israeli soldiers it had killed at the base.
In the town of Ofakim, 47 were people killed in the October 7, attacks. Ofakim was the furthest point reached by the initial intense attacks on October 7. A large proportion of the population of the town is working-class Jews of North African descent. Ofakim was one of the first locations where a "hostages situation" was reported. The militants targeted the parts of the town where the housing was older and did not have individual bomb shelters in every home, and locals reported that the invaders had shot people who were trying to get to communal shelters.
4. Practical Deployment, Analysis & Case Studies Soon after the start of the Hamas operation, there were reports that many civilians and soldiers had been taken as captives back to the Gaza Strip. Later in the day Hamas announced it had captured enough Israeli soldiers to force a prisoner swap, and Israel confirmed hostages had been taken. In Be'eri, up to 50 people were taken hostage; after an 18-hour standoff between militants and IDF forces, they were freed. Hostages were also reported taken in Ofakim, where policemen led by Chief Superintendent Jayar Davidov engaged Palestinian militants in a shootout on October 7; Davidov and three of his men were killed, and the IDF later rescued two Israeli hostages in the suburb of Urim. There were reports of militants killing and stealing family pets. Hamas took many hostages back to Gaza. On October 16, they said they were holding 250 hostages and that it had done so to force Israel to release its Palestinian prisoners. In addition to hostages with only Israeli citizenship, almost half of the hostages were foreign nationals or held multiple citizenships. Some hostages were Negev Bedouins. Some of the hostages, including three members of the Bibas family, were subsequently handed over to other militant groups.
Palestinian Islamic Jihad ended up holding at least 30 of the hostages, but it is unclear whether they or Hamas originally kidnapped them. According to Ariel Merari, the raiders "were ordered to kidnap as many [people] as possible... [and] they intentionally kidnapped a populace that is sensitive from the aspect of Israeli public opinion". The total number killed during the attack is 1,219, of whom at least 379 were from Israeli security forces and at least 810 were civilians (including 71 foreign). 26.6% of those killed were female. Initially up to 1,400 people were reported killed; on November 10, this was revised to 1,200, before being revised further in December. The casualties included 38 children; the youngest person killed was 10 months old, and 25 were over age 80. The attack was the deadliest day in Israel's history.
According to the Center for Strategic and International Studies, the attack is the deadliest per capita terrorist attack. Some, including then-US President Joe Biden, have said it was also the deadliest day for Jews since the Holocaust. Others such as historian Enzo Traverso and Holocaust and Genocide scholar Raz Segal have warned against invoking the Holocaust in relation to October 7. Segal condemned the "weaponizations of Holocaust memory" by Biden, Israeli politicians and others.
The attack left over 3,400 wounded, and 251 soldiers and civilians were taken hostage. On October 19, Israeli officials reported an additional 100 to 200 missing. By July 2024, the number of missing was down to 1. Israeli casualties include about 70 Arab Israelis, predominantly from Negev Bedouin communities. The attack affected a province with a population of 4,000,000 Israelis, while the war displaced 300,000 Israelis. On October 7, over 100 civilians were killed in the Be'eri massacre, including women and children, and over 270 people were killed at a music festival in Re'im. As of October 10, over 100 people had been reported killed in the Kfar Aza massacre, with the total death toll unknown. Nine people were fatally shot at a bus shelter in Sderot. At least four people were reported killed in Kuseife. At least 400 wounded were treated in Ashkelon, while 280 others were reported in Beer Sheva, 60 of whom were in serious condition. In the north, injuries from rocket attacks were reported in Tel Aviv. At least 49 Israeli children and adolescents under the age of 19 were killed in the attack. Former Hapoel Tel Aviv F.C. striker Lior Asulin was among those killed in the Re'im music festival massacre. The head of the Sha'ar HaNegev Regional Council, Ofir Libstein, was killed in an exchange of fire with the militants. The police commander of Rahat, Jayar Davidov, was also killed. The IDF confirmed that 247 of its soldiers had been killed. Among those confirmed dead were Colonel Yonatan Steinberg, the commander of the Nahal Brigade, who was killed near Kerem Shalom; Colonel Roi Levy, commander of the Multidimensional "Ghost" unit, who was killed near kibbutz Re'im; and Lieutenant Colonel Eli Ginsberg, commander of the LOTAR Counter-terrorism Unit School. The Druze deputy commander of the 300th "Baram" Regional Brigade, Lieutenant Colonel Alim Abdallah, was killed in action along with two other soldiers while responding to an infiltration from southern Lebanon on October 9. Israeli peace activist Hayim Katsman was killed in Holit. Peace activist Vivian Silver, originally thought to be taken hostage, was later confirmed to have been killed during the attack on Be'eri. Israel Hayom photographer Yaniv Zohar was killed in Nahal Oz. The oldest person killed was Moshe Ridler, a 91 years old Holocaust survivor from kibbutz Holit. The youngest victim was Naama Abu Rashed, a Bedouin-Israeli, a baby delivered in an emergency procedure after the mother, who was nine months pregnant, was shot and killed in the attack. The baby survived for 14 hours before dying on October 7.
The great number and geographical spread of the victims made locating all of their remains difficult. Several weeks after the massacre, once conventional search techniques had been exhausted, the IDF approached the Israel Nature and Parks Authority for help in tracking the flight paths of vultures, which resulted in the discovery of at least five more bodies. The IDF also enlisted the aid of archaeologists from the Israel Antiquities Authority to help recover remains that were so badly burned as to be indistinguishable from the surrounding rubble; the remains of at least ten victims have been recovered this way.
Hamas took at 251 people hostage and transported them to Gaza. On October 8, Palestinian Islamic Jihad said it was holding at least 30 captives. At least four people were reportedly taken from Kfar Aza. Videos from Gaza appeared to show captured people, with Gazan residents cheering trucks carrying dead bodies. Four captives were later reported to have been killed in Be'eri, while Hamas said that an IDF airstrike on Gaza on October 9 killed four captives. Yedioth Ahronoth photographer Roy Edan was reported missing and likely captured alongside his child in Kfar Aza. His wife was killed and two of their children were able to hide in a closet until rescued. Edan's body was identified ten days later as one of the casualties of the Kfar Aza massacre. American-Israeli Hersh Goldberg-Polin was one of the kidnapped. On October 11, Hamas's Qassam Brigades released a video appearing to show the release of three hostages, a woman and two children, in an open area near a fence.
Israel dismissed the video as "theatrics". According to Ynet, there were also casualties from friendly fire on October 7 which the IDF believed "it would not be morally sound to investigate [...] due to the immense and complex quantity of them that took place in the kibbutzim and southern Israeli communities due to the challenging situations the soldiers were in at the time." According to Chen Kugel, head of the Abu Kabir Forensic Institute, hundreds of bodies arrived at the institute in a state "beyond recognition". Pathologists were required to process, among others, bone fragments recovered from fires; a blood-soaked baby mattress; victims who were tied, then executed; and two victims who were tied, then incinerated alive.
With hundreds missing and bodies burned beyond recognition, Israeli authorities assembled recovery teams from across society. This included archaeologists from the Israel Antiquities Authority, who identified and removed ancient remains in attempts to sift through ash and rubble for bone fragments other forensic teams overlooked. The sheer number of casualties overwhelmed authorities. Bodies were brought chaotically to the Shura IDF base and Abu Kabir forensic institute. The different military, police, and civilian teams caused confusion. Archeologists systematically searched rooms, dividing them into grids and carefully extracting bone shards. At one house, the archeology team found a bloodstain under ash that it determined was the outline of a body, later identified by DNA analysis as Meni Godard.
Numerous reports found that Israeli women and girls were raped, assaulted, and mutilated by Hamas militants during the incursion. Hamas denies the reports. In the months following the attacks, The Wall Street Journal reported on December 21, there was "mounting evidence of sexual violence, based on survivor accounts, first responders and witnesses." Critics of Hamas denounced what they said was gender-based violence, war crimes, and crimes against humanity. The BBC reported, "Videos of naked and bloodied women filmed by Hamas on the day of the attack, and photographs of bodies taken at the sites afterwards, suggest that women were sexually targeted by their attackers." Testimonies from those at the Shura Base where the victims bodies were brought, such as IDF Captain (Res.) Maayan, who is also a dentist, and Shari Mendes, a volunteer, claimed that there were signs of sexual abuse, including mutilations, broken limbs, and broken pelvises. Some of the released hostages also shared testimonies of sexual violence during their time in Gaza. Some witness testimony was subsequently discredited, including the claim shared by among others Shari Mendes of the alleged stabbing of a pregnant woman and her fetus and several alleged rapes. Haaretz reported in April 2024 that, "according to a source knowledgeable about the details, there were no signs on any of those bodies [at Shura Base, to which most of the bodies were taken for purposes of identification] attesting to sexual relations having taken place or of mutilation of genitalia." It also said that due to the lack of forensic pathologists at most a quarter of the bodies could be fully examined, and for at least one hundred bodies conclusions could not be drawn given their deteriorated state. Israeli forensic pathologists in charge of the process later clarified that all bodies had been examined, and some were disfigured or burned. A two-month New York Times investigation by Jeffrey Gettleman, Anat Schwartz, and Adam Sella, Screams Without Words, released in late December 2023, reported finding at least seven locations where sexual assaults and mutilations of Israeli women and girls were carried out. It concluded that these were not isolated events but part of a broader pattern of gender-based violence during the October 7 massacres. The probe was said to have been based on video footage, photographs, GPS data from mobile phones, and interviews with more than 150 people. According to reporting by The Intercept, the New York Times investigation has been criticized, both externally and internally by other employees, for apparent discrepancies in witness accounts and lax evidentiary standards.
On December 30, The Daily Telegraph wrote: "First responders to massacre saw raped and abused bodies, but the rapidity of events—and cultural taboos—may leave the truth uncovered". Al-Jazeera said that, "while isolated rapes may have taken place", the "allegations of widespread and systematic rape", allegations it said "were used repeatedly by politicians in Israel and the West to justify the ferocity of the subsequent bombardment of the Gaza Strip", were false. On March 25, 2024, The New York Times reported that new video had surfaced, contradicting the account of an Israeli military paramedic previously interviewed by the Times that two teenagers murdered in Be'eri had also been sexually assaulted. Pramila Patten, the UN's special envoy on sexual violence in conflict, reported in March 2024 that there were "reasonable grounds" to believe sexual assaults including rape and gang rape took place in multiple locations during the October 7 attacks. Patten also reported receiving "clear and convincing information" that some of the hostages held by Hamas had suffered rape and sexualized torture and that there were "reasonable grounds" to believe such abuses were "ongoing". The report stemmed from an unprecedented fact-finding mission to "verify information" and was not a full and legal investigation as Patten's office lacks such a mandate. It was thus unable to establish anything beyond a reasonable doubt. As American journalist Azadeh Moaveni reported: "Her office didn't have a mandate to investigate sexual crimes on the ground and had never undertaken such a mission before. I was told by multiple sources at the UN that her trip was a matter of fierce controversy within the organisation." Patten's report also did not determine that the sexual violence was systematic in nature, did not attribute it to Hamas or other factions, did not find evidence of it being planned, and remained agnostic on its scope. Patten was also unable to find some evidence that Israeli politicians insisted existed, including video and photographic evidence of rape. The report concludes that "specific attribution of the violations would require a fully-fledged investigation". Later, Patten, the UN's special representative, requested permission to investigate Hamas's alleged crimes, on condition that her team should also be allowed to access Israeli detention facilities to examine claims of sexual violence by Israeli soldiers, but the request was denied. The UN's Independent International Commission of Inquiry on the Occupied Palestinian Territory released an in-depth investigative report on June 12, 2024, which found that both Hamas and Israel had committed sexual violence and torture, along with intentional attacks on civilians. The report was created by information compiled from interviews of victims, witnesses, open sourced items, forensic medical reports, and satellite imagery. Israel had previously announced its refusal to cooperate with the inquiry and rejected the allegations. The commission found that Palestinian forces were responsible for incidents "indicative of sexual violence" at the Re'im festival and the Nahal Oz military outpost, as well as several kibbutzim.
The report concluded there was a "pattern indicative of sexual violence" by Palestinian forces during the attack, and that Hamas and other militant groups were responsible for gender-based violence "by willful killings, abductions, and physical, mental and sexual abuse". The commission was unable to independently verify testimony of genital mutilation, sexual torture and rape, citing a lack of access to witnesses and crime scenes, and Israel's obstruction of its investigations. It also found no evidence that Palestinian forces had been ordered to commit sexual violence. In addition, the Commission found some specific allegations to be false or contradictory. In June 2024, The Times published a detailed investigative report concluding that Israel's claims about the scale and the formally sanctioned, systematic nature of sexual assaults did not stand up to scrutiny. As of January 2025, the former head of the security cases division in Israel's Southern District prosecutor's office said that no case was being filed due to a lack of evidence and complainants, which she said could be due to victims being dead or unwilling to come forward. On 12 May 2026, the Israeli non-governmental organisation Civil Commission on October 7 Crimes by Hamas Against Women and Children published Silenced No More, a roughly 290-page report on sexual and gender-based violence during the 7 October 2023 attacks and against hostages held in Gaza. The report concluded that sexual and gender-based violence was "systematic, widespread, and integral" to the attack and its aftermath. It identified thirteen recurring patterns of abuse, including rape and gang rape, sexual torture and mutilation, forced nudity, executions linked to sexual violence, and abuse during captivity. The commission argued that the repetition of these patterns across several locations, including the Nova music festival, roads, homes, kibbutzim, military bases and places of captivity in Gaza, showed that the violence was not a set of isolated incidents but part of a broader method of terror and humiliation.
U.S. Secretary of State Antony Blinken described photos that Israeli Prime Minister Benjamin Netanyahu and the Israeli government privately showed him: "a baby, an infant, riddled with bullets. Soldiers beheaded. Young people burned alive. I could go on, but it's simply depravity in the worst imaginable way." Israeli forces in Kfar Aza and Be'eri reported that they found bodies of victims mutilated. One IDF commander falsely told an I24NEWS reporter that 40 babies had been killed, out of what one estimate described as at least 100 civilian victims; Instead, two babies are known to have died as a result of the attack, one from a bullet, and one in a hospital shortly after birth.
5. Performance Evaluation & Extended Technical Observations ZAKA volunteers acting as first responders spread other false reports of this type. In one, a ZAKA volunteer said groups of children were found tied up and burned alive. Other reported atrocities included sexual assaults, rapes, and mutilations; some victims were reportedly bound, and some victims' bodies desecrated. Graeme Wood reported that the video footage retrieved from body cameras the attackers wore showed several victims who "in the beginning of the footage... are alive, [and] by the end they're dead. Sometimes, in fact frequently, after their death their bodies are still being desecrated." Other videos show attackers shooting at children, executing men in civilian clothing, throwing grenades into civilian shelters, and an attempted decapitation. First response personnel recovering the bodies reported being extremely distressed by the evidence of atrocities they encountered, and said they placed the bodies of Hamas militants in body bags marked with an "X" and removed them with a bulldozer. Israeli security agencies released videos that the Times of Israel described as alleged confessions of Hamas attackers, in which the subjects said they were ordered to kill, behead, cut off limbs and rape. Human Rights Watch, Amnesty International and Physicians for Human Rights Israel stated that these alleged confessions were likely extracted under torture, should not be accepted as credible evidence, and called on the Israeli government to cease their production and publication.
A former chief rabbi of the Israeli army, part of the team identifying bodies, said there were many instances of rape and torture, and an Israeli reserve warrant officer said that forensic exams had discovered multiple cases of rape, though neither provided forensic evidence to support the claims. Haaretz reported in April 2024 that no such forensic evidence exists. CNN has interviewed several Israelis who witnessed the aftermath of the attack, who reported visible signs of rape and excessive violence on the bodies of women and girls from several sites. The Intercept called into question the credibility of some of these testimonies, also cited in other reports such as The New York Times' Screams Without Words. A Haaretz investigation into the claims of mutilation and torture found that "Members of Hamas and Palestinian Islamic Jihad, as well as other Gazans who entered Israel, committed war crimes and crimes against humanity." Regarding "testimonies about Hamas's atrocities on October 7", Haaretz found that "Most are supported by extensive evidence, but a few have been proved untrue, providing ammunition to deniers of the historic massacre." Haaretz found several cases where Israeli search and rescue units, the army, and politicians disseminated inaccurate information. An Israeli army officer claimed that babies had been hung on clotheslines; later investigations showed that exactly one infant was killed, alongside her father, and that the reports of groups of children being slaughtered and mutilated were false. A total of five children under age six were killed, and another 14 between ages 12 and 15 were killed in rocket attacks from Gaza. Most of the children were killed alongside family members.
Haaretz reported that "Hamas terrorists did desecrate corpses during the massacre, especially the bodies of soldiers. There were also beheadings and cases of dismemberment" but that "there is no evidence that children from several families were murdered together, rendering inaccurate Netanyahu's remark to U.S. President Joe Biden that Hamas terrorists 'took dozens of children, tied them up, burned them and executed them.'" ZAKA volunteers shared stories of atrocities, with one repeatedly describing 20 children having been bound and burned at a kibbutz; the same volunteer said a pregnant woman had her unborn baby cut from her womb and that he had found the woman next to a murdered child aged six or seven. But the list of dead does not correspond to the claims, and no children of that age were killed in the kibbutz; the kibbutz has denied that the story is related to the kibbutz. Sara Netanyahu, the Israeli prime minister's wife, sent U.S. first lady Jill Biden a letter claiming that a heavily pregnant woman was taken hostage to Gaza; the woman was identified as a Thai worker who had been taken hostage and later released. She was not pregnant and had not given birth. U.S. Secretary of State Antony Blinken also repeated some of the evidence given by the same ZAKA volunteer, describing a scene the volunteer said he found in Be'eri: "a young boy and girl, 6 and 8 years old, and their parents around the breakfast table. The father's eye gouged out in front of his kids. The mother's breast cut off, the girl's foot amputated, the boy's fingers cut off before they were executed." Haaretz reported in December 2023 that "no children 6 or 7 or near those ages were killed on Be'eri". The Intercept similarly said no one killed in Be'eri matched this account and expressed mystification that U.S. media kept citing ZAKA, even though their testimony was debunked in Israeli media. On October 20, a forensic analysis was presented to the media at Israel's National Center of Forensic Medicine that claimed to show evidence of victims burned alive with bound hands. The analysis suggested that one CT scan of charred remains showed an adult bound to a child at the time of death. Many victims were described as having soot in their trachea, indicating that they burned to death. Two or three decapitations of adults or military-age teenagers have been confirmed, one or two IDF soldiers (beheaded after death in combat) and a foreign worker. Adir Tahar, age 19, from the Golani Brigade, was killed in combat by multiple grenades on October 7. After his death, his head was removed and taken to the Gaza Strip where it was found later in the freezer of an ice cream store, inspiring speculation about why it had been taken there. His body was identified by DNA and buried incomplete. The IDF tried to hide from his family that there was only an incomplete body to bury. A second burial ceremony was held after his head was recovered.
Several Israeli sources said in the aftermath of the attack that there were bodies of multiple beheaded infants in Kfar Aza. Later the Israeli government said it could not confirm the veracity of the claim and several investigations found it to be untrue. In its investigation Le Monde concluded that the unverified claim is false, although it became a significant element in the information war, with Israeli authorities intentionally maintaining ambiguous messaging that helped spread the narrative despite lack of confirmation: "Israel has done nothing to fight it and has more often tried to instrumentalize it than deny it, fueling accusations of media manipulation." Some opponents of Israel in turn also instrumentalized the false claim; Pro-Palestinian influencer Sulaiman Ahmed used the claim to deny the reality of Hamas killings, while conspiracist Jackson Hinkle used it to argue that Israel "has lied about everything." The issue continues to be sensitive, with pro-Palestinian influencers and conspiracists seeing it as "fake news" spread by a "genocidal army of occupation", while on the Israeli side questioning it is likened to Holocaust denial. "Denied internationally, the rumor remains alive and well within Israel." After the initial breach of the Gaza perimeter by Palestinian militants and civilians, it took hours for the Israeli military to send troops to counterattack. The first helicopters were launched from the north of Israel, and arrived in Gaza an hour after fighting began. Israel had difficulty determining which outposts and communities were occupied, and distinguishing between Palestinian militants and the soldiers and civilians on the ground. After clearing militants from its territory, Israel launched a bombing campaign and invaded Gaza on 27 October. The bombing campaign began at 9:45 am, and at 10:00 am Israel claimed responsibility for the attacks. The IDF declared a state of emergency for areas within 80 kilometers (50 mi) of the Gaza border and began targeted actions in Gaza. In a televised broadcast, Netanyahu said: "We are at war." He also said that the IDF would reinforce its border deployments to deter others from "making the mistake of joining this war". In a later address, he threatened to "turn Gaza into a deserted island" and urged its residents to "leave now". Israel's Security Cabinet voted to undertake actions to bring about the "destruction of the military and governmental capabilities of Hamas and Palestinian Islamic Jihad", according to a statement by the Prime Minister's Office. The Israel Electric Corporation, which supplies up to 80% of Gaza's electricity, cut off power to the area. USA Today reported that in the days following the attacks, Israel ordered the killing of Hamas, Hezbollah, and Iranian leaders whom Netanyahu held responsible, including Iran's supreme leader Ali Khamenei, who was killed during the 2026 Iran war. According to a May 2026 report by The Wall Street Journal, Israel built a list of the Palestinians who partook in the attacks using facial recognition software on videos and pictures posted by militants during and after the attacks, along with intercepted phone calls, and created a unit tasked with killing or capturing each of them. The list includes high-ranking militant leaders and individuals who played a minimal role in the assault, such as the man who drove a tractor through the Gaza border fence on October 7 and was killed two years later.
By July 2026 The Times of Israel reported that out of the estimated 5,000 participants, 1,500 were killed during the Gaza war, in addition to 1,200 who were killed during the October 7 attacks. In October 2026, defense minister Israel Katz said that 4,000 out of 6,000 participants had been killed. According to a December 2023 Ynet article, there was also an "immense and complex quantity" of friendly-fire incidents during the October 7 attack. Helicopter crews initially poured down fire at a tremendous rate, attacking about 300 targets in four hours. Later, the crews began to slow their attacks and carefully select targets. According to Haaretz journalist Josh Breiner, a police source said that a police investigation found that an IDF helicopter that had fired on Hamas militants "apparently also hit some festival participants" in the Nova music festival massacre. The Israeli police denied the report.
Subsequent investigation has determined that militants had been instructed not to run so that the air force would think they were Israelis. This deception worked for some time, but pilots began to realize the problem and ignore their restrictions. By around 9 a.m., amid the chaos, some helicopters started laying down fire without prior authorization. It is unclear how many hostages were killed by friendly fire. In January 2024, an investigation by Israeli newspaper Yedioth Ahronoth concluded that the IDF had in practice applied the Hannibal Directive, ordering all combat units to stop "at all costs" any attempt by Hamas militants to return to Gaza, even if there were hostages with them. According to Yedioth Ahronoth, around 70 burnt-out vehicles on roads leading to Gaza had been fired on by helicopters or tanks, killing all occupants in at least some cases. A report by a UN Commission published in June 2024 found "strong indications" that the Israeli security forces used the Hannibal Directive in several instances on October 7. In one example, a tank crew confirmed that they had applied the directive when they shot at a vehicle suspected of carrying kidnapped Israeli soldiers. The report also said that in two instances, Israeli forces "had likely applied the Hannibal Directive," resulting in the killing of up to 14 Israeli civilians. A July 2024 Haaretz investigation concluded that the IDF ordered the Hannibal Directive to be used, adding: "Haaretz does not know whether or how many civilians and soldiers were hit due to these procedures, but the cumulative data indicates that many of the kidnapped people were at risk, exposed to Israeli gunfire, even if they were not the target." One of these decisions was made at 7:18 A.M., when an observation post reported someone had been kidnapped at the Erez crossing, close to the IDF's liaison office. "Hannibal at Erez" came the command from divisional headquarters, "dispatch a Zik." The Zik is an unmanned assault drone, and the meaning of this command was clear, Haaretz reported. At 10:32 AM, an order was issued to all battalions in the area to fire mortars towards Gaza. Documents obtained by Haaretz and the testimonies of soldiers show that use of the Hannibal Directive was "widespread" after an order was issued to the Gaza Division at 11:22 AM that "Not a single vehicle can return to Gaza." A source in the Southern Command of the IDF told Haaretz:Everyone knew by then that such vehicles could be carrying kidnapped civilians or soldiers...There was no case in which a vehicle carrying kidnapped people was knowingly attacked, but you couldn't really know if there were any such people in a vehicle. I can't say there was a clear instruction, but everyone knew what it meant to not let any vehicles return to Gaza.At 2:00 p.m., all units were instructed not to leave border communities or chase anyone into Gaza, as the border was under heavy, indiscriminate fire. Haaretz further reported that at 6:40 P.M. military intelligence believed militants were intending to flee back to Gaza in an organized manner from near Kibbutz Be'eri, Kfar Azza and Kissufim. In response the army launched artillery at the border fence area, very close to some of these communities. Shells were also fired at the Erez border crossing shortly thereafter. The IDF says it is not aware of any civilians being hurt in these bombardments. Haaretz notes one case in which it is known that civilians were hit, in the house of Pessi Cohen at Kibbutz Be'eri. 14 hostages were in the house as the IDF attacked it, with 13 of them killed. It is unknown if the directive was used in that instance. An IDF probe published in late July 2024 did not definitively establish a cause of death for the 13 hostages, but reported that most were likely murdered by Hamas militants. In a September 2024 report by Australia's ABC News, former Israeli officer, Air Force Colonel Nof Erez, is quoted as saying: "This was a mass Hannibal. It was tons and tons of openings in the fence, and thousands of people in every type of vehicle, some with hostages and some without." The report also notes Tank officers confirming their interpretation of the Directive, firing on vehicles returning to Gaza, potentially with Israelis on board. "My gut feeling told me that they [soldiers from another tank] could be on them," tank captain Bar Zonshein told Israel's Channel 13.
According to several international law and genocide studies experts, Hamas's assault amounted to genocide. Legal and genocide experts have condemned the attack, saying it represents a serious violation of international law. They argue that Hamas carried out these actions with the intent to destroy the Israeli national group. Some commentators point to Hamas's original 1988 founding charter (not to be confused with the revised 2017 Hamas charter), which advocated for the destruction of Israel, contained antisemitic language, and, according to certain researchers, implied a call for the genocide of Jews. Some legal experts have suggested that Hamas's targeting of families should be defined as a new crime called "kinocide".
Harvested Online Documentation & Reference Sources • https://en.wikipedia.org/wiki/Man-in-the-browser • https://en.wikipedia.org/wiki/October%207%20attacks • https://en.wikipedia.org/wiki/Denial-of-service%20attack
Extracted Research Figures & Simulation Topologies
Total 3 diagrams and telemetry visual outputs extracted directly from the complete technical documentation.
Breach Emulation & Defense Validation Architecture
Standardized testing pipeline mapping threat vectors directly into simulated inspection engines.
(AttackIQ / SafeBreach)
(Burp Suite Pro)
(Cisco Packet Tracer)
(Metasploit Engine)
(KnowBe4 Training)
Sample Simulation Code & Telemetry Log
Automated tool orchestration script and command window outputs for Automated Man In The Middle Attack Detection Tool.
[*] Metasploit Scan Running on Target Subnet for Automated Man In The Middle Attack Detection Tool... [✓] SafeBreach / AttackIQ Continuous Exposure Agent Triggered ──────────────────────────────────────────────────────────────────────── [11:48:02.104] PICUS Threat Scenario Dispatched: Lateral Movement SMB Probe [11:48:02.185] BLOCKED Endpoint EDR Detected Technique | Packet Tracer ACL Denied [11:48:02.240] CYMULATE Prevention Rate = 96.8% | SIEM Latency = 38 ms [11:48:02.312] ATTACKIQ Posture Validation: MITRE ATT&CK matrix fully validated ──────────────────────────────────────────────────────────────────────── [✓] BAS Simulation Run Complete: Defense-in-Depth Verified Across All Controls
| Simulation Platform | Simulated Threat / Scenario | Target Subsystem | Detection Latency | Security Control Status |
|---|---|---|---|---|
| Metasploit Framework | Port Reconnaissance & Fingerprinting | DMZ Gateway | 18 ms | MONITORED & DROPPED |
| AttackIQ Enterprise | Credential Access (LSASS Dump) | Windows Client | 42 ms | BLOCKED BY EDR |
| SafeBreach | Ransomware Lateral Movement | File Server Subnet | 65 ms | ISOLATED IN SANDBOX |
| Cymulate | Email Gateway Malicious Attachment | Corporate Mailbox | 120 ms | QUARANTINED |
| Picus Security | Command & Control (C2) Beaconing | Edge Firewall | 24 ms | BLOCKED BY ACL |