When Network Infrastructure Becomes
the Initial Access Vector
Over the past weeks, several critical vulnerabilities and active exploitations have surfaced across major enterprise infrastructure platforms highlighting once again that security perimeters are increasingly defined by mismanaged infrastructure components.
Here are a few developments worth paying attention to:
1. Cisco Catalyst SD-WAN Controllers (CVSS 10.0)
Cisco warned of active exploitation of CVE-2026-20127, allowing unauthenticated attackers to bypass authentication and gain administrative access. Researchers linked the activity to the UAT-8616 threat cluster, with indicators suggesting malicious control-plane peers and privilege escalation to root.
Impact:
Compromise of SD-WAN controllers effectively means control over the enterprise network fabric.
2. Microsoft MSHTML Zero-Day (CVE-2026-21513)
Microsoft patched a vulnerability in ieframe.dll enabling attackers to bypass Mark of the Web protections and Internet Explorer ESC. A malicious LNK sample linked to APT28 infrastructure demonstrates how legacy components continue to provide viable entry points.
Impact:
Malicious documents can trigger code execution paths in environments that still rely on MSHTML rendering components.
3. Additional Cisco SD-WAN Manager Exploits
Cisco confirmed exploitation of two additional flaws:
• CVE-2026-20122 – arbitrary file overwrite using API credentials
• CVE-2026-20128 – post login data exposure and privilege escalation (DCA)
Impact:
These flaws demonstrate how API surfaces and management planes remain high-value attack targets.
4. FortiGate as an Initial Breach Vector
A recent SentinelOne investigation shows attackers abusing FortiGate devices to extract configuration files containing Active Directory service account credentials
Once obtained, adversaries:
• Register rogue machines
• Move laterally inside the network
• Conduct internal reconnaissance
Impact:
Security appliances themselves are increasingly becoming the first compromised asset in breach chains.
Key Takeaway
The pattern across these incidents is clear:
Infrastructure security ≠ device hardening alone.
Organizations need:
• Continuous patch governance🤙🏾
• Management plane isolation
• Credential hygiene in network appliances
• Detection capabilities focused on control plane anomalies
• SOC playbooks covering network infrastructure compromise🤙🏾
In many breaches today, the firewall, SD-WAN controller, or edge appliance becomes the attacker’s first domain controller.
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.12
#CyberSecurity #ThreatIntelligence #SDWAN #Fortinet #CiscoSecurity #ZeroDay #APT28 #SecurityGovernance #SOC #vCISO
https://www.linkedin.com/posts/alirezaghahrood_cybersecurity-threatintelligence-sdwan-share-7437860289229910017-U23V
the Initial Access Vector
Over the past weeks, several critical vulnerabilities and active exploitations have surfaced across major enterprise infrastructure platforms highlighting once again that security perimeters are increasingly defined by mismanaged infrastructure components.
Here are a few developments worth paying attention to:
1. Cisco Catalyst SD-WAN Controllers (CVSS 10.0)
Cisco warned of active exploitation of CVE-2026-20127, allowing unauthenticated attackers to bypass authentication and gain administrative access. Researchers linked the activity to the UAT-8616 threat cluster, with indicators suggesting malicious control-plane peers and privilege escalation to root.
Impact:
Compromise of SD-WAN controllers effectively means control over the enterprise network fabric.
2. Microsoft MSHTML Zero-Day (CVE-2026-21513)
Microsoft patched a vulnerability in ieframe.dll enabling attackers to bypass Mark of the Web protections and Internet Explorer ESC. A malicious LNK sample linked to APT28 infrastructure demonstrates how legacy components continue to provide viable entry points.
Impact:
Malicious documents can trigger code execution paths in environments that still rely on MSHTML rendering components.
3. Additional Cisco SD-WAN Manager Exploits
Cisco confirmed exploitation of two additional flaws:
• CVE-2026-20122 – arbitrary file overwrite using API credentials
• CVE-2026-20128 – post login data exposure and privilege escalation (DCA)
Impact:
These flaws demonstrate how API surfaces and management planes remain high-value attack targets.
4. FortiGate as an Initial Breach Vector
A recent SentinelOne investigation shows attackers abusing FortiGate devices to extract configuration files containing Active Directory service account credentials
Once obtained, adversaries:
• Register rogue machines
• Move laterally inside the network
• Conduct internal reconnaissance
Impact:
Security appliances themselves are increasingly becoming the first compromised asset in breach chains.
Key Takeaway
The pattern across these incidents is clear:
Infrastructure security ≠ device hardening alone.
Organizations need:
• Continuous patch governance🤙🏾
• Management plane isolation
• Credential hygiene in network appliances
• Detection capabilities focused on control plane anomalies
• SOC playbooks covering network infrastructure compromise🤙🏾
In many breaches today, the firewall, SD-WAN controller, or edge appliance becomes the attacker’s first domain controller.
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.12
#CyberSecurity #ThreatIntelligence #SDWAN #Fortinet #CiscoSecurity #ZeroDay #APT28 #SecurityGovernance #SOC #vCISO
https://www.linkedin.com/posts/alirezaghahrood_cybersecurity-threatintelligence-sdwan-share-7437860289229910017-U23V
LinkedIn
#cybersecurity #threatintelligence #sdwan #fortinet #ciscosecurity #zeroday #apt28 #securitygovernance #soc #vciso | Alireza Ghahrood
When Network Infrastructure Becomes
the Initial Access Vector
Over the past weeks, several critical vulnerabilities and active exploitations have surfaced across major enterprise infrastructure platforms highlighting once again that security perimeters…
the Initial Access Vector
Over the past weeks, several critical vulnerabilities and active exploitations have surfaced across major enterprise infrastructure platforms highlighting once again that security perimeters…
👍1
When Initial Access Looks the Same, Forensics Makes the Difference
One of the growing challenges for incident responders today is ambiguity at the initial access stage.
The ClickFix technique is a clear example.
At first glance, most ClickFix incidents generate very similar telemetry typically involving PowerShell execution, script downloads, or user-triggered commands. From a SOC perspective, these alerts often look identical.
But the real question is:
What comes next? Is the payload:
•an information stealer like Lumma,
•a full remote access trojan such as AsyncRAT / DCRat,
•or a legitimate tool abused for persistence like NetSupport Manager?
Despite sharing the same entry technique, each of these payloads leaves behind distinct forensic artifacts. The whitepaper “From Ambiguity to Action: A Forensic Framework for Differentiating ClickFix Payloads” explores this problem and demonstrates how forensic analysis can help incident responders rapidly classify the threat by analyzing:
• persistence artifacts
• filesystem traces
• process lineage
• network telemetry
The key takeaway:
Initial access may look identical, but the forensic footprint never is. For SOC teams and DFIR analysts, shifting focus from the entry point to post execution artifacts can dramatically improve response prioritization and investigation speed.
I’m sharing the paper here for anyone working in:🤠
My sincere thanks to the authors of this valuable research for addressing a real world DFIR challenge and presenting a practical forensic framework for distinguishing ClickFix delivered malware families.🙏🤙🏾
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.13
#DFIR #IncidentResponse#MalwareAnalysis #ThreatHunting #SOC
https://www.linkedin.com/posts/alirezaghahrood_clickfix-forensic-framework-2026-activity-7437991463361220608-3tbx
One of the growing challenges for incident responders today is ambiguity at the initial access stage.
The ClickFix technique is a clear example.
At first glance, most ClickFix incidents generate very similar telemetry typically involving PowerShell execution, script downloads, or user-triggered commands. From a SOC perspective, these alerts often look identical.
But the real question is:
What comes next? Is the payload:
•an information stealer like Lumma,
•a full remote access trojan such as AsyncRAT / DCRat,
•or a legitimate tool abused for persistence like NetSupport Manager?
Despite sharing the same entry technique, each of these payloads leaves behind distinct forensic artifacts. The whitepaper “From Ambiguity to Action: A Forensic Framework for Differentiating ClickFix Payloads” explores this problem and demonstrates how forensic analysis can help incident responders rapidly classify the threat by analyzing:
• persistence artifacts
• filesystem traces
• process lineage
• network telemetry
The key takeaway:
Initial access may look identical, but the forensic footprint never is. For SOC teams and DFIR analysts, shifting focus from the entry point to post execution artifacts can dramatically improve response prioritization and investigation speed.
I’m sharing the paper here for anyone working in:🤠
My sincere thanks to the authors of this valuable research for addressing a real world DFIR challenge and presenting a practical forensic framework for distinguishing ClickFix delivered malware families.🙏🤙🏾
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.13
#DFIR #IncidentResponse#MalwareAnalysis #ThreatHunting #SOC
https://www.linkedin.com/posts/alirezaghahrood_clickfix-forensic-framework-2026-activity-7437991463361220608-3tbx
LinkedIn
ClickFix Forensic Framework 2026 | Alireza Ghahrood
When Initial Access Looks the Same, Forensics Makes the Difference
One of the growing challenges for incident responders today is ambiguity at the initial access stage.
The ClickFix technique is a clear example.
At first glance, most ClickFix incidents…
One of the growing challenges for incident responders today is ambiguity at the initial access stage.
The ClickFix technique is a clear example.
At first glance, most ClickFix incidents…
👍2
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
OSINT Is No Longer Optional It’s an Intelligence Discipline
The recently released “The Intelligence Analyst’s Playbook” (Feb 2026) highlights an important reality:
Open Source Intelligence is evolving from simple data collection into a structured analytical discipline.
For security teams, OSINT is no longer about searching the internet. It is about transforming publicly available data into decision grade intelligence.
A mature OSINT workflow typically includes:
1. Structured Collection
Identifying relevant open sources social platforms, infrastructure data, breach repositories, technical telemetry, and geopolitical signals.
2. Analytical Processing
Filtering noise, correlating signals, and identifying patterns that can support threat hypotheses.
3. Intelligence Structuring
Producing reports that follow an analytical framework context, evidence, confidence level, and operational impact.
4. Actionable Outcomes
Turning intelligence into decisions: threat hunting priorities, detection engineering updates, and strategic risk insights for leadership.
The key takeaway from this playbook is simple:
Intelligence is not information. Intelligence is analysis.
Organizations that integrate structured OSINT into their security operations gain:
• Earlier visibility into emerging threats
• Better attribution and threat actor context
• Improved decision making for cyber defense and risk governance
At Diyako Secure Bow, we strongly believe that cybersecurity maturity depends on intelligence maturity.
Building resilient organizations requires not only tools, but analytical frameworks that turn data into insight.
Because in modern cyber defense,
the organizations that understand the threat landscape faster are the ones that stay ahead of it.
Special Thanks 👌❤️🙏
SANS Institute
SANS Digital Forensics and Incident Response
2026.03.13
——————————————————
#CyberThreatIntelligence #OSINT #ThreatIntelligence #CyberSecurity #SecurityAnalytics #DiyakoSecureBow
https://www.linkedin.com/posts/intelligence-playbook-2026-sans-ugcPost-7437994319271301120-K6D3
————————————
CISO as a Service (vCISO)
OSINT Is No Longer Optional It’s an Intelligence Discipline
The recently released “The Intelligence Analyst’s Playbook” (Feb 2026) highlights an important reality:
Open Source Intelligence is evolving from simple data collection into a structured analytical discipline.
For security teams, OSINT is no longer about searching the internet. It is about transforming publicly available data into decision grade intelligence.
A mature OSINT workflow typically includes:
1. Structured Collection
Identifying relevant open sources social platforms, infrastructure data, breach repositories, technical telemetry, and geopolitical signals.
2. Analytical Processing
Filtering noise, correlating signals, and identifying patterns that can support threat hypotheses.
3. Intelligence Structuring
Producing reports that follow an analytical framework context, evidence, confidence level, and operational impact.
4. Actionable Outcomes
Turning intelligence into decisions: threat hunting priorities, detection engineering updates, and strategic risk insights for leadership.
The key takeaway from this playbook is simple:
Intelligence is not information. Intelligence is analysis.
Organizations that integrate structured OSINT into their security operations gain:
• Earlier visibility into emerging threats
• Better attribution and threat actor context
• Improved decision making for cyber defense and risk governance
At Diyako Secure Bow, we strongly believe that cybersecurity maturity depends on intelligence maturity.
Building resilient organizations requires not only tools, but analytical frameworks that turn data into insight.
Because in modern cyber defense,
the organizations that understand the threat landscape faster are the ones that stay ahead of it.
Special Thanks 👌❤️🙏
SANS Institute
SANS Digital Forensics and Incident Response
2026.03.13
——————————————————
#CyberThreatIntelligence #OSINT #ThreatIntelligence #CyberSecurity #SecurityAnalytics #DiyakoSecureBow
https://www.linkedin.com/posts/intelligence-playbook-2026-sans-ugcPost-7437994319271301120-K6D3
LinkedIn
Intelligence Playbook 2026 SANS | Diyako Secure Bow
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
OSINT Is No Longer Optional It’s an Intelligence Discipline
The recently released “The Intelligence Analyst’s Playbook” (Feb 2026) highlights an important reality:
Open Source Intelligence is evolving…
————————————
CISO as a Service (vCISO)
OSINT Is No Longer Optional It’s an Intelligence Discipline
The recently released “The Intelligence Analyst’s Playbook” (Feb 2026) highlights an important reality:
Open Source Intelligence is evolving…
👍2
History will judge which path was right: standing with those who bomb a nation, or defending one’s country and people even while challenging its governance.
نخست گندم بكاريد كه نان از بیگانه نخوريم سپس انسان پرورش دهيد تاعزت اين مملكت در دست فرزندانش بماند.
و
چیزی كه مردم جهان چندم بايد نجات دهند وطن شان نيست بلكه ابتدا بايد خود را نجات دهند زيرا بيشتر آن ها در اعماق نا آگاهی ، توهم دانايى دارند.
آنچه پس از جنگ باقی میماند جامعهای خسته، اقتصادی آسیبدیده و مردمی است که با امید و خشمهمزمان به آینده نگاه میکنند. واقعیت جنگ همیشه بسیار تلختر از روایتهایی است که از دور ساخته میشود. در میدان واقعی آنچه بیش از همه آسیب میبیند فقط زیرساختها نیست بلکه اعتماد اجتماعی، امید جمعی و امکان ساختن آیندهای پایدار نیز زخمی میشود.
تجربه تاریخ نشان داده هیچ کشوری از مسیر ویرانی ساخته نشده است. هزینه اصلی جنگها را همیشه مردم عادی میپردازند مردمی که سالها باید برای بازسازی زندگی، اقتصاد و اعتماد از دسترفته تلاش کنند.
آرزو دارم حکمرانی نیز این واقعیت را ببیند و مسیرهای متعدد اشتباه را اصلاح کند با فساد بهصورت جدی و بیملاحظه برخورد شود، قوانین شفاف و کارآمد بازنویسی شوند، شایستهسالاری جایگزین روابط و ملاحظات غیرحرفهای شود و مفسدان و ناکارآمدان بدون استثنا مورد محاکمه قرار گیرند.
ایران بیش از هر چیز به اصلاح، عقلانیت در تصمیمگیری و شجاعت و شرافت بازگشت به مسیر درست نیاز دارد مسیری که کرامت مردم، توسعه کشور و آینده نسلها را در اولویت قرار دهد در واقع آتش به اختیار متخصصین، کاربلد. سالم، صادق و میهن دوست باشد ولاغیر!
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.14
https://www.linkedin.com/posts/alirezaghahrood_history-will-judge-which-path-was-right-share-7438529943556435968-W-fP
نخست گندم بكاريد كه نان از بیگانه نخوريم سپس انسان پرورش دهيد تاعزت اين مملكت در دست فرزندانش بماند.
و
چیزی كه مردم جهان چندم بايد نجات دهند وطن شان نيست بلكه ابتدا بايد خود را نجات دهند زيرا بيشتر آن ها در اعماق نا آگاهی ، توهم دانايى دارند.
آنچه پس از جنگ باقی میماند جامعهای خسته، اقتصادی آسیبدیده و مردمی است که با امید و خشمهمزمان به آینده نگاه میکنند. واقعیت جنگ همیشه بسیار تلختر از روایتهایی است که از دور ساخته میشود. در میدان واقعی آنچه بیش از همه آسیب میبیند فقط زیرساختها نیست بلکه اعتماد اجتماعی، امید جمعی و امکان ساختن آیندهای پایدار نیز زخمی میشود.
تجربه تاریخ نشان داده هیچ کشوری از مسیر ویرانی ساخته نشده است. هزینه اصلی جنگها را همیشه مردم عادی میپردازند مردمی که سالها باید برای بازسازی زندگی، اقتصاد و اعتماد از دسترفته تلاش کنند.
آرزو دارم حکمرانی نیز این واقعیت را ببیند و مسیرهای متعدد اشتباه را اصلاح کند با فساد بهصورت جدی و بیملاحظه برخورد شود، قوانین شفاف و کارآمد بازنویسی شوند، شایستهسالاری جایگزین روابط و ملاحظات غیرحرفهای شود و مفسدان و ناکارآمدان بدون استثنا مورد محاکمه قرار گیرند.
ایران بیش از هر چیز به اصلاح، عقلانیت در تصمیمگیری و شجاعت و شرافت بازگشت به مسیر درست نیاز دارد مسیری که کرامت مردم، توسعه کشور و آینده نسلها را در اولویت قرار دهد در واقع آتش به اختیار متخصصین، کاربلد. سالم، صادق و میهن دوست باشد ولاغیر!
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.14
https://www.linkedin.com/posts/alirezaghahrood_history-will-judge-which-path-was-right-share-7438529943556435968-W-fP
LinkedIn
History will judge which path was right: standing with those who bomb a nation, or defending one’s country and people even while…
History will judge which path was right: standing with those who bomb a nation, or defending one’s country and people even while challenging its governance.
نخست گندم بكاريد كه نان از بیگانه نخوريم سپس انسان پرورش دهيد تاعزت اين مملكت در دست فرزندانش بماند.…
نخست گندم بكاريد كه نان از بیگانه نخوريم سپس انسان پرورش دهيد تاعزت اين مملكت در دست فرزندانش بماند.…
👌5
HomeLand
Still Standing, Even When the World Is Loud
گفت: سرم بازار مسگرهاست
بله، آدم میتونه همزمان که داره برای آینده برنامهریزی میکنه به این فکر کنه که کاش شب بخوابه و صبح بیدار نشه این وسط شاید زندگی مرا بد خلق کرد البته نه برای بالا پایین و چپ و راستش! بلکه برای موجودات دو پا ناندرتال بیس منافق و دارای رقص بالماسکه متعدد!
اما با این حال در بد ذات کردن من هرگز موفق نشد.
ما نسلی بودیم که هم سعی کردیم برایپدر و مادرامون فرزند خوبی باشیم هم برای بچههامون والدین امروزی و روشن فکر و منطقی و صبور باشیم، ما هم همه تلاشمونو کردیم ما قطع کننده نسل سوخته بودیم
و باید باشیم که نسل بعد از ما هرگز آسیبهای ما رو تجربه نکنند.
چون ما بجای اونها هم سوختیم و خاکستر شدیم
ما پرورش دهنده یک نسل جسور، با سلامت روان و رفاه نسبی هستیم
باید باشیماما تو تاریخی که آیندگان مینویسند نقشی پررنگ داریم…
این وسط یکسری ها حرفشان مثلا تمدن است، عملشان توهین
شعارشان وطن است اما چشمشان را روی جنایت بیگانه بستهاند.
کسی که درِ قلعه را به روی دشمن میگشاید، خیال میکند سهمی از فردا خواهد داشت غافل از آنکه دشمن، پیمان را نمیشناسد و خیانت را هم بیپاسخ نمیگذارد آنکه امروز راه را نشان میدهد فردا نخستین کسیست که از دم تیغ میگذرد چون برای فاتحان، خائن همیشه خائن است…حتی اگر روزی همدستشان بوده باشد.
دلم برای ایران میسوزه…جایی بمباران میشه، اول باید قسم و آیه بخورن که به خدا اینجا پادگان نبود…مسکونی بود. درمانی بود. خدماتی بود… انگار اول باید به یه مشت وطنفروش ثابت بشه
که قربانی، مردم بودن…
بگذریم؛ موضع من ایران است چه به نام چه به ننگ✌️
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.15
https://www.linkedin.com/posts/alirezaghahrood_homeland-still-standing-even-when-the-world-share-7438757229299675136-ZLGY
Still Standing, Even When the World Is Loud
گفت: سرم بازار مسگرهاست
بله، آدم میتونه همزمان که داره برای آینده برنامهریزی میکنه به این فکر کنه که کاش شب بخوابه و صبح بیدار نشه این وسط شاید زندگی مرا بد خلق کرد البته نه برای بالا پایین و چپ و راستش! بلکه برای موجودات دو پا ناندرتال بیس منافق و دارای رقص بالماسکه متعدد!
اما با این حال در بد ذات کردن من هرگز موفق نشد.
ما نسلی بودیم که هم سعی کردیم برایپدر و مادرامون فرزند خوبی باشیم هم برای بچههامون والدین امروزی و روشن فکر و منطقی و صبور باشیم، ما هم همه تلاشمونو کردیم ما قطع کننده نسل سوخته بودیم
و باید باشیم که نسل بعد از ما هرگز آسیبهای ما رو تجربه نکنند.
چون ما بجای اونها هم سوختیم و خاکستر شدیم
ما پرورش دهنده یک نسل جسور، با سلامت روان و رفاه نسبی هستیم
باید باشیماما تو تاریخی که آیندگان مینویسند نقشی پررنگ داریم…
این وسط یکسری ها حرفشان مثلا تمدن است، عملشان توهین
شعارشان وطن است اما چشمشان را روی جنایت بیگانه بستهاند.
کسی که درِ قلعه را به روی دشمن میگشاید، خیال میکند سهمی از فردا خواهد داشت غافل از آنکه دشمن، پیمان را نمیشناسد و خیانت را هم بیپاسخ نمیگذارد آنکه امروز راه را نشان میدهد فردا نخستین کسیست که از دم تیغ میگذرد چون برای فاتحان، خائن همیشه خائن است…حتی اگر روزی همدستشان بوده باشد.
دلم برای ایران میسوزه…جایی بمباران میشه، اول باید قسم و آیه بخورن که به خدا اینجا پادگان نبود…مسکونی بود. درمانی بود. خدماتی بود… انگار اول باید به یه مشت وطنفروش ثابت بشه
که قربانی، مردم بودن…
بگذریم؛ موضع من ایران است چه به نام چه به ننگ✌️
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.15
https://www.linkedin.com/posts/alirezaghahrood_homeland-still-standing-even-when-the-world-share-7438757229299675136-ZLGY
LinkedIn
HomeLand
Still Standing, Even When the World Is Loud
سرم بازار مسگرهاست
بله، آدم میتونه همزمان که داره برای آینده برنامهریزی…
Still Standing, Even When the World Is Loud
سرم بازار مسگرهاست
بله، آدم میتونه همزمان که داره برای آینده برنامهریزی…
HomeLand
Still Standing, Even When the World Is Loud
سرم بازار مسگرهاست
بله، آدم میتونه همزمان که داره برای آینده برنامهریزی میکنه به این فکر کنه که کاش شب بخوابه و صبح بیدار نشه این وسط شاید زندگی مرا بد خلق کرد البته نه برای بالا ، پایین و چپ و راستش!…
Still Standing, Even When the World Is Loud
سرم بازار مسگرهاست
بله، آدم میتونه همزمان که داره برای آینده برنامهریزی میکنه به این فکر کنه که کاش شب بخوابه و صبح بیدار نشه این وسط شاید زندگی مرا بد خلق کرد البته نه برای بالا ، پایین و چپ و راستش!…
👍2😍1
PurpleTeam Exercises
EDR Silencing
EDR Silencing is a technique that enables threat actors with elevated privileges on the asset to restrict endpoint detection and response visibility in order to execute less opsec oriented techniques.
https://ipurple.team/2026/01/12/edr-silencing
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.15
https://www.linkedin.com/posts/alirezaghahrood_purpleteam-exercises-edr-silencing-edr-silencing-activity-7439191925951340544-6iIt
EDR Silencing
EDR Silencing is a technique that enables threat actors with elevated privileges on the asset to restrict endpoint detection and response visibility in order to execute less opsec oriented techniques.
https://ipurple.team/2026/01/12/edr-silencing
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.15
https://www.linkedin.com/posts/alirezaghahrood_purpleteam-exercises-edr-silencing-edr-silencing-activity-7439191925951340544-6iIt
👍1
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
Security Reviews Shouldn’t Be Slowed Down
by Manual Processes
Security questionnaires have become a standard part of vendor assessments, compliance reviews, and third party risk management. Yet in many organizations, they are still handled manually creating delays, inconsistencies, and unnecessary operational risk.
Automation can significantly improve this process by making responses consistent, traceable, and scalable.
This 5 Step Security Automation Readiness Checklist highlights the foundational steps that GRC and Information Security teams should consider before implementing automated security review workflows.
Key focus areas include:
• Establishing a reliable security knowledge base
• Structuring standardized response frameworks
• Aligning security controls with compliance requirements
• Improving response consistency and audit defensibility
• Preparing teams and processes for scalable automation
Organizations that prepare these foundations early can significantly reduce the operational burden of security questionnaires while improving accuracy, transparency, and governance maturity.
Special Thanks🙏♥️😇
Optro
Read the checklist:
https://thn.news/automated-sec-checklist
2026.03.16
——————————————————
#CyberSecurity #SecurityAutomation #GRC #ThirdPartyRisk #InformationSecurity #DigitalTrust #SecurityGovernance
https://www.linkedin.com/posts/diyako-secure-bow_diyakosecurebow-cybersecurity-securityautomation-activity-7439201190623686656-ITHA
————————————
CISO as a Service (vCISO)
Security Reviews Shouldn’t Be Slowed Down
by Manual Processes
Security questionnaires have become a standard part of vendor assessments, compliance reviews, and third party risk management. Yet in many organizations, they are still handled manually creating delays, inconsistencies, and unnecessary operational risk.
Automation can significantly improve this process by making responses consistent, traceable, and scalable.
This 5 Step Security Automation Readiness Checklist highlights the foundational steps that GRC and Information Security teams should consider before implementing automated security review workflows.
Key focus areas include:
• Establishing a reliable security knowledge base
• Structuring standardized response frameworks
• Aligning security controls with compliance requirements
• Improving response consistency and audit defensibility
• Preparing teams and processes for scalable automation
Organizations that prepare these foundations early can significantly reduce the operational burden of security questionnaires while improving accuracy, transparency, and governance maturity.
Special Thanks🙏♥️😇
Optro
Read the checklist:
https://thn.news/automated-sec-checklist
2026.03.16
——————————————————
#CyberSecurity #SecurityAutomation #GRC #ThirdPartyRisk #InformationSecurity #DigitalTrust #SecurityGovernance
https://www.linkedin.com/posts/diyako-secure-bow_diyakosecurebow-cybersecurity-securityautomation-activity-7439201190623686656-ITHA
optro.ai
Your 5-step automated security readiness checklist
Download this 5-step checklist to prepare your team for accurate, scalable, and defensible security automation.
👍1
The Real Bottleneck in Many SOCs Isn’t Technology
It’s Tier 1 Operations
Over the years working with SOC teams, I’ve seen a recurring pattern. Most organizations invest heavily in tools: SIEM, SOAR, EDR, threat intelligence feeds, and automated detection platforms , els.
Yet the actual bottleneck often sits at Tier 1.
Why?
Because Tier 1 analysts operate under the most difficult conditions:
• highest alert volume
• least operational experience
• constant pressure for fast triage
This combination often leads to:
•alert fatigue
•high false positive handling time
•missed contextual signals
•delayed escalation to Tier 2 and Tier 3
In practice, the challenge is rarely just detection capability
it’s decision capability at the first layer of defense. That’s where contextual threat intelligence and sandbox analysis become critical. When integrated properly into SOC workflows, they help transform raw alerts into actionable decisions, enabling Tier 1 analysts to validate indicators faster, reduce false positives, prioritize real threats earlier in the kill chain, and escalate incidents with stronger context.
A mature SOC is not defined only by the tools it deploys.
It is defined by how effectively analysts at every tier can make confident decisions under pressure. And strengthening Tier 1 is often one of the highest-ROI improvements a SOC can make.
https://thehackernews.com/2026/03/building-high-impact-tier-1-3-steps.html
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.16
#CyberSecurity #SOC #ThreatIntelligence #SecurityOperations #BlueTeam
https://www.linkedin.com/posts/alirezaghahrood_cybersecurity-soc-threatintelligence-share-7439240266861068288-G0t-
It’s Tier 1 Operations
Over the years working with SOC teams, I’ve seen a recurring pattern. Most organizations invest heavily in tools: SIEM, SOAR, EDR, threat intelligence feeds, and automated detection platforms , els.
Yet the actual bottleneck often sits at Tier 1.
Why?
Because Tier 1 analysts operate under the most difficult conditions:
• highest alert volume
• least operational experience
• constant pressure for fast triage
This combination often leads to:
•alert fatigue
•high false positive handling time
•missed contextual signals
•delayed escalation to Tier 2 and Tier 3
In practice, the challenge is rarely just detection capability
it’s decision capability at the first layer of defense. That’s where contextual threat intelligence and sandbox analysis become critical. When integrated properly into SOC workflows, they help transform raw alerts into actionable decisions, enabling Tier 1 analysts to validate indicators faster, reduce false positives, prioritize real threats earlier in the kill chain, and escalate incidents with stronger context.
A mature SOC is not defined only by the tools it deploys.
It is defined by how effectively analysts at every tier can make confident decisions under pressure. And strengthening Tier 1 is often one of the highest-ROI improvements a SOC can make.
https://thehackernews.com/2026/03/building-high-impact-tier-1-3-steps.html
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.16
#CyberSecurity #SOC #ThreatIntelligence #SecurityOperations #BlueTeam
https://www.linkedin.com/posts/alirezaghahrood_cybersecurity-soc-threatintelligence-share-7439240266861068288-G0t-
LinkedIn
#cybersecurity #soc #threatintelligence #securityoperations #blueteam | Alireza Ghahrood
The Real Bottleneck in Many SOCs Isn’t Technology
It’s Tier 1 Operations
Over the years working with SOC teams, I’ve seen a recurring pattern. Most organizations invest heavily in tools: SIEM, SOAR, EDR, threat intelligence feeds, and automated detection…
It’s Tier 1 Operations
Over the years working with SOC teams, I’ve seen a recurring pattern. Most organizations invest heavily in tools: SIEM, SOAR, EDR, threat intelligence feeds, and automated detection…
👍1
In the Middle of Pain and Chaos, A Small Sign of Life
In other words
Even in the Darkest Days, Life Finds a Way to Bloom
در روزهایی که بسیاری از ما زیر فشار غمها، فشارهای اقتصادی، بیعدالتیها و نابرابریها نفس میکشیمدر روزهایی که دیدن دود و ویرانی در گوشههایی از جهان عادی شدهو این روزها نیز جنگ، به جفای زورگویی بر سر مردم سایه انداخته است…
و دردناکتر از همه، کشته شدن هموطنانماندردی که قلب هر انسان آزادهای را سنگین میکند. از طرفی، برای بسیاری از ما کار هم متوقف نشده. ساعتها درگیر تغییر و تنظیم مجدد کانفیگهای VPN برای برقراری اتصال هستیم، حداقل های که نداریم! آن هم با سرعت اینترنتی که گاهی حس میداد دوباره برگشتهایم به کارتهای اینترنتی دهه ۷۰ و ۸۰ و پر از استرس ابلاغ و پیامک…!
امروز سری کوتاه به شرکت زدم دلم برای همکاران تنگ شد در سکوت دفتر، چیزی توجهم را جلب کردگل سانسوریا شکوفه داده بود.
راستش تا امروز ندیده بودم سانسوریا گل بدهد.
همانجا یاد این بیت سعدی افتادم:
برگ درختان سبز در نظر هوشیار
هر ورقش دفتری است معرفت کردگار
گاهی طبیعت، در سادهترین شکلش
پیامی میدهد که هیچ خبر و تحلیلی نمیتواند منتقل کند. در آستانه سال ۱۴۰۵ هستیم.شاید این شکوفه کوچک یادآوری باشد که حتی در سختترین روزها هم زندگی راه خودش را پیدا میکند.به فال نیک میگیرمش.
امیدوارم سال پیش رو برای همه ما
سال آرامش، انسانیت و زندگی باشد. 🌱✌️
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.16
https://www.linkedin.com/posts/alirezaghahrood_in-the-middle-of-pain-and-chaos-a-small-share-7439342251224326144-Te_X
In other words
Even in the Darkest Days, Life Finds a Way to Bloom
در روزهایی که بسیاری از ما زیر فشار غمها، فشارهای اقتصادی، بیعدالتیها و نابرابریها نفس میکشیمدر روزهایی که دیدن دود و ویرانی در گوشههایی از جهان عادی شدهو این روزها نیز جنگ، به جفای زورگویی بر سر مردم سایه انداخته است…
و دردناکتر از همه، کشته شدن هموطنانماندردی که قلب هر انسان آزادهای را سنگین میکند. از طرفی، برای بسیاری از ما کار هم متوقف نشده. ساعتها درگیر تغییر و تنظیم مجدد کانفیگهای VPN برای برقراری اتصال هستیم، حداقل های که نداریم! آن هم با سرعت اینترنتی که گاهی حس میداد دوباره برگشتهایم به کارتهای اینترنتی دهه ۷۰ و ۸۰ و پر از استرس ابلاغ و پیامک…!
امروز سری کوتاه به شرکت زدم دلم برای همکاران تنگ شد در سکوت دفتر، چیزی توجهم را جلب کردگل سانسوریا شکوفه داده بود.
راستش تا امروز ندیده بودم سانسوریا گل بدهد.
همانجا یاد این بیت سعدی افتادم:
برگ درختان سبز در نظر هوشیار
هر ورقش دفتری است معرفت کردگار
گاهی طبیعت، در سادهترین شکلش
پیامی میدهد که هیچ خبر و تحلیلی نمیتواند منتقل کند. در آستانه سال ۱۴۰۵ هستیم.شاید این شکوفه کوچک یادآوری باشد که حتی در سختترین روزها هم زندگی راه خودش را پیدا میکند.به فال نیک میگیرمش.
امیدوارم سال پیش رو برای همه ما
سال آرامش، انسانیت و زندگی باشد. 🌱✌️
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.16
https://www.linkedin.com/posts/alirezaghahrood_in-the-middle-of-pain-and-chaos-a-small-share-7439342251224326144-Te_X
LinkedIn
In the Middle of Pain and Chaos, A Small Sign of Life
In other words
Even in the Darkest Days, Life Finds a Way to Bloom
در روزهایی…
In other words
Even in the Darkest Days, Life Finds a Way to Bloom
در روزهایی…
In the Middle of Pain and Chaos, A Small Sign of Life
In other words
Even in the Darkest Days, Life Finds a Way to Bloom
در روزهایی که بسیاری از ما زیر فشار غمها، فشارهای اقتصادی، بیعدالتیها و نابرابریها نفس میکشیمدر روزهایی که دیدن دود و ویرانی در…
In other words
Even in the Darkest Days, Life Finds a Way to Bloom
در روزهایی که بسیاری از ما زیر فشار غمها، فشارهای اقتصادی، بیعدالتیها و نابرابریها نفس میکشیمدر روزهایی که دیدن دود و ویرانی در…
❤2
When a 10.0 CVSS Isn’t Just a Number
It’s a Governance Failure
The recent case of Interlock ransomware exploiting a Cisco firewall zero day is not just another vulnerability story. It’s a reminder of something deeper:
Security failures rarely start at the technical layer they start at the governance layer.☺️
What Actually Happened (Technical View)
•A critical (CVSS 10.0) vulnerability in Cisco FMC
•Exploited as a zero-day before public disclosure
•Attack vector: Insecure deserialization
•Impact:
•Root level access
•Deployment of RATs, proxies, persistence mechanisms
•Full attacker foothold inside the network
This is not exploitation. This is full compromise of control plane security.
Strategic Insight (What Most Miss)
This incident highlights three systemic gaps:
1. Over reliance on “Trusted Infrastructure”
Firewalls are supposed to be trust anchors. But when the security control itself becomes the entry point:
You are no longer defending you are blind.
2. Patch-Based Security is Too Late
If attackers are exploiting weeks before disclosure:
•Your patch cycle = irrelevant
•Your vulnerability management = reactive
👉 This is where most organizations fail:
They defend against known threats, not active adversaries.
3. Lack of Detection Depth (Post-Exploitation)
The attacker didn’t just get access. They:
•Established persistence
•Deployed lateral movement tools
•Blended into the environment
Which means:
Detection capabilities were either weak, delayed, or absent.
What This Means for Mature Organizations If your strategy is still:
•“We have NGFW”
•“We patch regularly”
•“We are compliant”
You are not secure you are optimistically exposed.
What Should Change (Real Recommendations)
1. Move from Perimeter Security → Assumed Breach
•Treat every control as potentially compromised
•Validate continuously (Zero Trust enforcement)
2. Invest in Detection Engineering
•Behavioral analytics (not just signatures)
•SOC rules aligned with post exploitation TTPs
•Map to MITRE ATT&CK (Persistence, Privilege Escalation)
3. Secure the Security Stack
•Harden management planes (FMC, SIEM, EDR consoles)
•Isolate and monitor admin interfaces
•Apply out of band monitoring
4. Threat Led Validation
•Red Team / Adversary Simulation
•Attack Surface Management (ASM)
•Continuous breach & attack simulation (BAS)
Final Thought
Cybercrime has industrialized. And attackers no longer break in through the weakest point they break in through the most trusted one. If your architecture cannot survive the compromise of its own security controls,
it was never resilient only layered.
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.19
#CyberSecurity #ZeroTrust #Ransomware #Cisco #SOC #ThreatDetection #vCISO #SecurityArchitecture #DSB
https://www.linkedin.com/posts/alirezaghahrood_cybersecurity-zerotrust-ransomware-share-7440268439258243072-V2Pn
It’s a Governance Failure
The recent case of Interlock ransomware exploiting a Cisco firewall zero day is not just another vulnerability story. It’s a reminder of something deeper:
Security failures rarely start at the technical layer they start at the governance layer.☺️
What Actually Happened (Technical View)
•A critical (CVSS 10.0) vulnerability in Cisco FMC
•Exploited as a zero-day before public disclosure
•Attack vector: Insecure deserialization
•Impact:
•Root level access
•Deployment of RATs, proxies, persistence mechanisms
•Full attacker foothold inside the network
This is not exploitation. This is full compromise of control plane security.
Strategic Insight (What Most Miss)
This incident highlights three systemic gaps:
1. Over reliance on “Trusted Infrastructure”
Firewalls are supposed to be trust anchors. But when the security control itself becomes the entry point:
You are no longer defending you are blind.
2. Patch-Based Security is Too Late
If attackers are exploiting weeks before disclosure:
•Your patch cycle = irrelevant
•Your vulnerability management = reactive
👉 This is where most organizations fail:
They defend against known threats, not active adversaries.
3. Lack of Detection Depth (Post-Exploitation)
The attacker didn’t just get access. They:
•Established persistence
•Deployed lateral movement tools
•Blended into the environment
Which means:
Detection capabilities were either weak, delayed, or absent.
What This Means for Mature Organizations If your strategy is still:
•“We have NGFW”
•“We patch regularly”
•“We are compliant”
You are not secure you are optimistically exposed.
What Should Change (Real Recommendations)
1. Move from Perimeter Security → Assumed Breach
•Treat every control as potentially compromised
•Validate continuously (Zero Trust enforcement)
2. Invest in Detection Engineering
•Behavioral analytics (not just signatures)
•SOC rules aligned with post exploitation TTPs
•Map to MITRE ATT&CK (Persistence, Privilege Escalation)
3. Secure the Security Stack
•Harden management planes (FMC, SIEM, EDR consoles)
•Isolate and monitor admin interfaces
•Apply out of band monitoring
4. Threat Led Validation
•Red Team / Adversary Simulation
•Attack Surface Management (ASM)
•Continuous breach & attack simulation (BAS)
Final Thought
Cybercrime has industrialized. And attackers no longer break in through the weakest point they break in through the most trusted one. If your architecture cannot survive the compromise of its own security controls,
it was never resilient only layered.
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.19
#CyberSecurity #ZeroTrust #Ransomware #Cisco #SOC #ThreatDetection #vCISO #SecurityArchitecture #DSB
https://www.linkedin.com/posts/alirezaghahrood_cybersecurity-zerotrust-ransomware-share-7440268439258243072-V2Pn
LinkedIn
#cybersecurity #zerotrust #ransomware #cisco #soc #threatdetection #vciso #securityarchitecture #dsb | Alireza Ghahrood
When a 10.0 CVSS Isn’t Just a Number
It’s a Governance Failure
The recent case of Interlock ransomware exploiting a Cisco firewall zero day is not just another vulnerability story. It’s a reminder of something deeper:
Security failures rarely start at the…
It’s a Governance Failure
The recent case of Interlock ransomware exploiting a Cisco firewall zero day is not just another vulnerability story. It’s a reminder of something deeper:
Security failures rarely start at the…
👍1
When AI Security Becomes a National Security Discipline
The release of SL5 Standard for AI Security (v0.1, Mar 2026) structured as an OSCALbased overlay on NIST SP 800-53 signals a critical shift:
👉 We are no longer securing systems.
👉 We are securing decision making infrastructure.
What makes SL5 different?
• It targets frontier AI environments (not traditional IT)
• It aligns with nation state threat models (not enterprise baselines)
• It treats AI as critical infrastructure, not just software
Key Strategic Signals:
1.Control Framework Evolution
Extending NIST SP 800-53 via OSCAL means:
→ Machine readable, automatable compliance
→ Continuous assurance instead of periodic audits
2.AI Specific Threat Surface
SL5 implicitly addresses risks beyond classic cyber:
• Model poisoning
• Data lineage compromise
• Inference manipulation
• Supply chain integrity of models
3.Security = Governance of Intelligence
This is the real shift:
→ Security is no longer about protecting assets
→ It’s about ensuring trustworthy cognition at scale
4.Timeline Matters (2028/2029)
This isn’t theoretical. It’s a roadmap toward:
→ Sovereign AI security posture
→ Strategic resilience against AIdriven adversaries
If your security architecture is still built around:
• Networks
• Endpoints
• Applications
You are already behind.🤓🥸
The next battlefield is:
👉 Models
👉 Data pipelines
👉 Decision integrity
Special Thanks to 🙏♥️😇
Lisa Thiergart
Yoav Tzfati
Peter Wagstaff
Luis Cosio
Philip Reiner
Security Level 5 Task Force
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.19
#AI_Security #CyberSecurity #NIST #OSCAL #ZeroTrust #AI #Governance #RiskManagement #Infosec #FutureOfSecurity
https://www.linkedin.com/posts/alirezaghahrood_ai-security-standard-2026-ugcPost-7440425257913470976-joPp
The release of SL5 Standard for AI Security (v0.1, Mar 2026) structured as an OSCALbased overlay on NIST SP 800-53 signals a critical shift:
👉 We are no longer securing systems.
👉 We are securing decision making infrastructure.
What makes SL5 different?
• It targets frontier AI environments (not traditional IT)
• It aligns with nation state threat models (not enterprise baselines)
• It treats AI as critical infrastructure, not just software
Key Strategic Signals:
1.Control Framework Evolution
Extending NIST SP 800-53 via OSCAL means:
→ Machine readable, automatable compliance
→ Continuous assurance instead of periodic audits
2.AI Specific Threat Surface
SL5 implicitly addresses risks beyond classic cyber:
• Model poisoning
• Data lineage compromise
• Inference manipulation
• Supply chain integrity of models
3.Security = Governance of Intelligence
This is the real shift:
→ Security is no longer about protecting assets
→ It’s about ensuring trustworthy cognition at scale
4.Timeline Matters (2028/2029)
This isn’t theoretical. It’s a roadmap toward:
→ Sovereign AI security posture
→ Strategic resilience against AIdriven adversaries
If your security architecture is still built around:
• Networks
• Endpoints
• Applications
You are already behind.🤓🥸
The next battlefield is:
👉 Models
👉 Data pipelines
👉 Decision integrity
Special Thanks to 🙏♥️😇
Lisa Thiergart
Yoav Tzfati
Peter Wagstaff
Luis Cosio
Philip Reiner
Security Level 5 Task Force
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.19
#AI_Security #CyberSecurity #NIST #OSCAL #ZeroTrust #AI #Governance #RiskManagement #Infosec #FutureOfSecurity
https://www.linkedin.com/posts/alirezaghahrood_ai-security-standard-2026-ugcPost-7440425257913470976-joPp
LinkedIn
AI Security Standard 2026 | Alireza Ghahrood
When AI Security Becomes a National Security Discipline
The release of SL5 Standard for AI Security (v0.1, Mar 2026) structured as an OSCALbased overlay on NIST SP 800-53 signals a critical shift:
👉 We are no longer securing systems.
👉 We are securing decision…
The release of SL5 Standard for AI Security (v0.1, Mar 2026) structured as an OSCALbased overlay on NIST SP 800-53 signals a critical shift:
👉 We are no longer securing systems.
👉 We are securing decision…
👍1
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
When Fixing a Vulnerability Becomes a Forensic Problem
In modern software ecosystems, identifying vulnerabilities is no longer the hard part. Understanding how they were actually fixed is where complexity begins.
Introducing FAVIA (Forensic Agent for Vulnerability fix Identification and Analysis) a 2026 researchdriven framework that reframes vulnerability remediation as a forensic and reasoningintensive process, not just pattern matching.
What Makes FAVIA Different?
Unlike traditional approaches that rely on:
•single pass analysis
•commit similarity
•or shallow heuristics
FAVIA adopts an evidence driven, multi step reasoning model:
✔️ Agent based forensic analysis of code changes
✔️ Iterative semantic reasoning across commits and contexts
✔️ Scalable candidate ranking for potential fixes
✔️ Identification of indirect, distributed, and multi file remediation patterns
👉 This is critical because real world fixes are rarely isolated or obvious.
⚠️ Why This Matters (From a Security Engineering Perspective)
Most organizations still assume:
“Fix = the commit that mentions the vulnerability”
But in practice:
•Fixes are often implicit
•Spread across multiple components
•Embedded in refactoring or architectural shifts
This leads to:
•❌ False assumptions in patch validation
•❌ Weak root cause analysis
•❌ Incomplete remediation tracking
FAVIA addresses this gap by treating vulnerability fixing as a traceable, explainable chain of evidence.
Strategic Implication for DevSecOps
This is more than a research artifact. It signals a shift:
➡️ From Detection centric security
➡️ To Evidence based remediation intelligence
In mature DevSecOps environments, this enables:
•Accurate fix attribution
•Better secure code review workflows
•Stronger auditability and compliance (e.g., ISO 27001, SSDLC)
•Integration with AI assisted code review and SAST/DAST pipelines
Where It Fits in a Modern Security Stack
At Diyako Secure Bow (DSB), we see this approach aligning with:
•Secure SDLC (SSDLC) maturity models
•Advanced Code Review (Manual + AI-assisted)
•Threat informed remediation (MITRE aligned)
•SOC & Detection Engineering feedback loops
Special Thans to 🙏✌️😇
Kudos to the authors for advancing evidence driven vulnerability remediation and pushing the boundaries of secure code analysis.
💬 Final Thought
Security is not just about finding vulnerabilities.
It’s about understanding the truth of how they are fixed.
And that requires moving from:
Tools that scan code
to
Systems that reason about change
2026.03.19
——————————————————
#DevSecOps #AppSec #SecureCoding #CodeReview #VulnerabilityManagement #AIinSecurity #CyberSecurity #DSB #SecureBusinessContinuity
https://www.linkedin.com/posts/diyako-secure-bow_forensic-agent-2026-activity-7440428066952146945-c-J6?
————————————
CISO as a Service (vCISO)
When Fixing a Vulnerability Becomes a Forensic Problem
In modern software ecosystems, identifying vulnerabilities is no longer the hard part. Understanding how they were actually fixed is where complexity begins.
Introducing FAVIA (Forensic Agent for Vulnerability fix Identification and Analysis) a 2026 researchdriven framework that reframes vulnerability remediation as a forensic and reasoningintensive process, not just pattern matching.
What Makes FAVIA Different?
Unlike traditional approaches that rely on:
•single pass analysis
•commit similarity
•or shallow heuristics
FAVIA adopts an evidence driven, multi step reasoning model:
✔️ Agent based forensic analysis of code changes
✔️ Iterative semantic reasoning across commits and contexts
✔️ Scalable candidate ranking for potential fixes
✔️ Identification of indirect, distributed, and multi file remediation patterns
👉 This is critical because real world fixes are rarely isolated or obvious.
⚠️ Why This Matters (From a Security Engineering Perspective)
Most organizations still assume:
“Fix = the commit that mentions the vulnerability”
But in practice:
•Fixes are often implicit
•Spread across multiple components
•Embedded in refactoring or architectural shifts
This leads to:
•❌ False assumptions in patch validation
•❌ Weak root cause analysis
•❌ Incomplete remediation tracking
FAVIA addresses this gap by treating vulnerability fixing as a traceable, explainable chain of evidence.
Strategic Implication for DevSecOps
This is more than a research artifact. It signals a shift:
➡️ From Detection centric security
➡️ To Evidence based remediation intelligence
In mature DevSecOps environments, this enables:
•Accurate fix attribution
•Better secure code review workflows
•Stronger auditability and compliance (e.g., ISO 27001, SSDLC)
•Integration with AI assisted code review and SAST/DAST pipelines
Where It Fits in a Modern Security Stack
At Diyako Secure Bow (DSB), we see this approach aligning with:
•Secure SDLC (SSDLC) maturity models
•Advanced Code Review (Manual + AI-assisted)
•Threat informed remediation (MITRE aligned)
•SOC & Detection Engineering feedback loops
Special Thans to 🙏✌️😇
Kudos to the authors for advancing evidence driven vulnerability remediation and pushing the boundaries of secure code analysis.
💬 Final Thought
Security is not just about finding vulnerabilities.
It’s about understanding the truth of how they are fixed.
And that requires moving from:
Tools that scan code
to
Systems that reason about change
2026.03.19
——————————————————
#DevSecOps #AppSec #SecureCoding #CodeReview #VulnerabilityManagement #AIinSecurity #CyberSecurity #DSB #SecureBusinessContinuity
https://www.linkedin.com/posts/diyako-secure-bow_forensic-agent-2026-activity-7440428066952146945-c-J6?
LinkedIn
Forensic Agent 2026 | Diyako Secure Bow
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
When Fixing a Vulnerability Becomes a Forensic Problem
In modern software ecosystems, identifying vulnerabilities is no longer the hard part. Understanding how they were actually fixed is where complexity…
————————————
CISO as a Service (vCISO)
When Fixing a Vulnerability Becomes a Forensic Problem
In modern software ecosystems, identifying vulnerabilities is no longer the hard part. Understanding how they were actually fixed is where complexity…
👍1
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
Hardening Windows 11 Beyond Defaults Measured, Automated, Repeatable
In our latest research, we explored how far Windows 11 security can be pushed using PowerShell Desired State Configuration (DSC) aligned with CIS Windows 11 Level 1 and BitLocker baseline recommendations.
Whitepaper
“Configuring Windows 11 Workgroup Computers to CIS L1 and BitLocker Baselines Using PowerShell DSC”
What we tested
Using three Azure Virtual Desktop instances (Windows 11 25H2), we evaluated three distinct security states:
1.Default Configuration
Baseline OS security with no hardening
2.Basic Hardening
Using in box PowerShell DSC resources
3.Enhanced Hardening
Leveraging:
•SecurityPolicyDsc
•AuditPolicyDsc
(PowerShell Gallery DSC Resource Kit)
📊 Key Insights
• Default Windows configurations still leave significant attack surface exposure
• Native DSC provides structured, repeatable baseline enforcement
• Community DSC modules enable granular control over security & audit policies
• Alignment with CIS benchmarks is achievable in an automated and scalable way
• BitLocker enforcement plays a critical role in data-at-rest protection maturity
Why this matters
Hardening is not a one time checklist it’s a continuous, codified process.
Using DSC transforms security from:
➡️ Manual & inconsistent
to
➡️ Policy as Code, auditable, and enforceable at scale
This is especially critical in:
•Distributed environments (AVD / Remote workforce)
•Workgroup based systems lacking domain controls
•Organizations aiming for baseline compliance (CIS, ISO 27001, NIST)
🛡️ DSB Perspective
At Diyako Secure Bow, we see endpoint hardening as part of a broader control system:
Security = Architecture + Governance + Continuous Enforcement
DSC based hardening is not just technical optimization
it is a governance enabler for measurable cyber resilience.
📌 If you’re working on:
•Windows hardening at scale
•CIS benchmark alignment
•Secure endpoint baselines in hybrid environments
Special Thanks to 🙏✌️😇
SANS Institute
SANS Technology Institute
SANS Cyber Defense
Let’s exchange insights.
2026.03.20
——————————————————
#CyberSecurity #Windows11 #Hardening #PowerShell #DSC #BitLocker #CISBenchmark #EndpointSecurity #ZeroTrust #SecurityArchitecture #DiyakoSecureBow
https://www.linkedin.com/posts/cis-win-11-hardening-configuration-2026-ugcPost-7440564764008792064-E4Ws
————————————
CISO as a Service (vCISO)
Hardening Windows 11 Beyond Defaults Measured, Automated, Repeatable
In our latest research, we explored how far Windows 11 security can be pushed using PowerShell Desired State Configuration (DSC) aligned with CIS Windows 11 Level 1 and BitLocker baseline recommendations.
Whitepaper
“Configuring Windows 11 Workgroup Computers to CIS L1 and BitLocker Baselines Using PowerShell DSC”
What we tested
Using three Azure Virtual Desktop instances (Windows 11 25H2), we evaluated three distinct security states:
1.Default Configuration
Baseline OS security with no hardening
2.Basic Hardening
Using in box PowerShell DSC resources
3.Enhanced Hardening
Leveraging:
•SecurityPolicyDsc
•AuditPolicyDsc
(PowerShell Gallery DSC Resource Kit)
📊 Key Insights
• Default Windows configurations still leave significant attack surface exposure
• Native DSC provides structured, repeatable baseline enforcement
• Community DSC modules enable granular control over security & audit policies
• Alignment with CIS benchmarks is achievable in an automated and scalable way
• BitLocker enforcement plays a critical role in data-at-rest protection maturity
Why this matters
Hardening is not a one time checklist it’s a continuous, codified process.
Using DSC transforms security from:
➡️ Manual & inconsistent
to
➡️ Policy as Code, auditable, and enforceable at scale
This is especially critical in:
•Distributed environments (AVD / Remote workforce)
•Workgroup based systems lacking domain controls
•Organizations aiming for baseline compliance (CIS, ISO 27001, NIST)
🛡️ DSB Perspective
At Diyako Secure Bow, we see endpoint hardening as part of a broader control system:
Security = Architecture + Governance + Continuous Enforcement
DSC based hardening is not just technical optimization
it is a governance enabler for measurable cyber resilience.
📌 If you’re working on:
•Windows hardening at scale
•CIS benchmark alignment
•Secure endpoint baselines in hybrid environments
Special Thanks to 🙏✌️😇
SANS Institute
SANS Technology Institute
SANS Cyber Defense
Let’s exchange insights.
2026.03.20
——————————————————
#CyberSecurity #Windows11 #Hardening #PowerShell #DSC #BitLocker #CISBenchmark #EndpointSecurity #ZeroTrust #SecurityArchitecture #DiyakoSecureBow
https://www.linkedin.com/posts/cis-win-11-hardening-configuration-2026-ugcPost-7440564764008792064-E4Ws
LinkedIn
CIS Win 11 Hardening Configuration 2026 | Diyako Secure Bow
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
Hardening Windows 11 Beyond Defaults Measured, Automated, Repeatable
In our latest research, we explored how far Windows 11 security can be pushed using PowerShell Desired State Configuration (DSC)…
————————————
CISO as a Service (vCISO)
Hardening Windows 11 Beyond Defaults Measured, Automated, Repeatable
In our latest research, we explored how far Windows 11 security can be pushed using PowerShell Desired State Configuration (DSC)…
👍1
“Many cloud services are insecure by default and require proper configuration to reduce attack surface.”
Secure by Default? Not Really.
One of the most dangerous assumptions in modern IT:
“Systems are secure out of the box.”
According to SANS cloud security guidance,
many services across AWS, Azure, and GCP are not secure by default and require explicit configuration to reduce attack surface
This is not just a Cloud problem
The same pattern exists across endpoints.
What became clear
Default configurations prioritize usability not security
Manual hardening introduces inconsistency and drift
Only policy driven, automated enforcement provides:
✔ Repeatability
✔ Measurability
✔ Auditability
The real issue is deeper than tools
Across both Cloud and Endpoint environments,
we consistently see the same gaps:
• Over reliance on vendor defaults
• Lack of defined security baselines
• No automated enforcement
• Limited visibility into configuration drift
Lessons from Cloud Security (SANS perspective)
From the SEC510 guidance:
• Default networks and overly permissive access must be removed
• Logging and monitoring must be explicitly enabled
• Encryption should be enforced for data at rest and in transit
• IAM must follow strict least privilege principles
These are not advanced controls
they are baseline requirements.🤙🏾
💡 So what actually works?
Security becomes effective when:
👉 Configuration becomes codified (Policy as Code)
👉 Enforcement becomes continuous, not manual
👉 Governance aligns security with business risk
🧩 DSB Perspective
Diyako Secure Bow
Hardening is not a checklist
it is a control system
Security = Baseline + Enforcement + Visibility + Governance
📌 If your organization still relies on manual hardening,
you are not managing security
you are managing its illusion.
Special Thanks To 🙏😇✌️
SANS Institute
SANS Technology Institute
SANS Security Leadership
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.20
#CyberSecurity #CloudSecurity #Windows11 #Hardening #DSC #CISBenchmark #BitLocker #SecurityArchitecture #ZeroTrust #DiyakoSecureBow
https://www.linkedin.com/posts/alirezaghahrood_sans-sec510-wall-poster-2026-ugcPost-7440568792520396801-eH4c
Secure by Default? Not Really.
One of the most dangerous assumptions in modern IT:
“Systems are secure out of the box.”
According to SANS cloud security guidance,
many services across AWS, Azure, and GCP are not secure by default and require explicit configuration to reduce attack surface
This is not just a Cloud problem
The same pattern exists across endpoints.
What became clear
Default configurations prioritize usability not security
Manual hardening introduces inconsistency and drift
Only policy driven, automated enforcement provides:
✔ Repeatability
✔ Measurability
✔ Auditability
The real issue is deeper than tools
Across both Cloud and Endpoint environments,
we consistently see the same gaps:
• Over reliance on vendor defaults
• Lack of defined security baselines
• No automated enforcement
• Limited visibility into configuration drift
Lessons from Cloud Security (SANS perspective)
From the SEC510 guidance:
• Default networks and overly permissive access must be removed
• Logging and monitoring must be explicitly enabled
• Encryption should be enforced for data at rest and in transit
• IAM must follow strict least privilege principles
These are not advanced controls
they are baseline requirements.🤙🏾
💡 So what actually works?
Security becomes effective when:
👉 Configuration becomes codified (Policy as Code)
👉 Enforcement becomes continuous, not manual
👉 Governance aligns security with business risk
🧩 DSB Perspective
Diyako Secure Bow
Hardening is not a checklist
it is a control system
Security = Baseline + Enforcement + Visibility + Governance
📌 If your organization still relies on manual hardening,
you are not managing security
you are managing its illusion.
Special Thanks To 🙏😇✌️
SANS Institute
SANS Technology Institute
SANS Security Leadership
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.20
#CyberSecurity #CloudSecurity #Windows11 #Hardening #DSC #CISBenchmark #BitLocker #SecurityArchitecture #ZeroTrust #DiyakoSecureBow
https://www.linkedin.com/posts/alirezaghahrood_sans-sec510-wall-poster-2026-ugcPost-7440568792520396801-eH4c
LinkedIn
SANS SEC510 Wall Poster 2026 | Alireza Ghahrood
“Many cloud services are insecure by default and require proper configuration to reduce attack surface.”
Secure by Default? Not Really.
One of the most dangerous assumptions in modern IT:
“Systems are secure out of the box.”
According to SANS cloud security…
Secure by Default? Not Really.
One of the most dangerous assumptions in modern IT:
“Systems are secure out of the box.”
According to SANS cloud security…
❤1👍1
Nowruz 1405 — Between Fire and Hope
مرگ، برای من همیشه مفهومی آرامشبخش بوده. فکر اینکه زندگیام میتواند هر لحظه به پایان برسد، مرا آزاد میکند تا بتوانم
زیبایی، هنر و حتی تمام وحشتهای این دنیا را عمیقتر درک و تجربه کنم. نوروز ۱۴۰۵ را در حالی آغاز میکنیم که پشت سرمان تنها یک سال نیست، بلکه سالهاییست پر از زخمهای انباشته.
از جنگهایی که هنوز صدایشان خاموش نشده، تا انسانهایی که جانشان را از دست دادند چه در میدانهای جنگ و چه در خیابانهایی که باید محل زندگی میبودند، نه مرگ. از اعتراضات به حقی که بهایش را انسانها پرداختند، تا خانوادههایی که هنوز در سکوت، داغدارند.
از تورمی که فقط اقتصاد را تحت فشار نگذاشت، بلکه کیفیت و کرامت زندگی را فرسوده کرد، تا نابرابریهایی که در سالهای اخیر عمیقتر شدند
و شکاف عدالت را بیشتر نمایان کردند.
اینها صرفا رویداد نبودند
اینها بخشی از تجربه زیسته ما بودند.
اما در دل همین تاریکی
چیزی هنوز باقی مانده است:
توان ایستادن
توان ساختن
و امیدی که با وجود همه فشارها، هنوز خاموش نشده.
نوروز، فقط تغییر تقویم نیست یادآوری این است که حتی پس از سختترین زمستانها، زندگی راهی برای ادامه پیدا میکند.
برای سال ۱۴۰۵، بیش از هر آرزوی ساده
آرزوی آگاهی، مسئولیتپذیری و انسانیت دارم برای خودمان، برای جامعهمان
و برای تصمیمهایی که آینده را شکل میدهند.
امیدوارم امسال، کمتر شاهد از دست دادن باشیم و بیشتر شاهد بازسازی نه فقط در ظاهر بلکه در اعتماد، عدالت و کرامت انسانی.
نوروزتان آگاهانه، انسانی و امیدوار. 🙏♥️😇✌️
1405.01.01
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.20
https://www.linkedin.com/posts/alirezaghahrood_nowruz-1405-between-fire-and-hope-%D9%85%D8%B1%DA%AF-share-7440759929877172224-y8P0
مرگ، برای من همیشه مفهومی آرامشبخش بوده. فکر اینکه زندگیام میتواند هر لحظه به پایان برسد، مرا آزاد میکند تا بتوانم
زیبایی، هنر و حتی تمام وحشتهای این دنیا را عمیقتر درک و تجربه کنم. نوروز ۱۴۰۵ را در حالی آغاز میکنیم که پشت سرمان تنها یک سال نیست، بلکه سالهاییست پر از زخمهای انباشته.
از جنگهایی که هنوز صدایشان خاموش نشده، تا انسانهایی که جانشان را از دست دادند چه در میدانهای جنگ و چه در خیابانهایی که باید محل زندگی میبودند، نه مرگ. از اعتراضات به حقی که بهایش را انسانها پرداختند، تا خانوادههایی که هنوز در سکوت، داغدارند.
از تورمی که فقط اقتصاد را تحت فشار نگذاشت، بلکه کیفیت و کرامت زندگی را فرسوده کرد، تا نابرابریهایی که در سالهای اخیر عمیقتر شدند
و شکاف عدالت را بیشتر نمایان کردند.
اینها صرفا رویداد نبودند
اینها بخشی از تجربه زیسته ما بودند.
اما در دل همین تاریکی
چیزی هنوز باقی مانده است:
توان ایستادن
توان ساختن
و امیدی که با وجود همه فشارها، هنوز خاموش نشده.
نوروز، فقط تغییر تقویم نیست یادآوری این است که حتی پس از سختترین زمستانها، زندگی راهی برای ادامه پیدا میکند.
برای سال ۱۴۰۵، بیش از هر آرزوی ساده
آرزوی آگاهی، مسئولیتپذیری و انسانیت دارم برای خودمان، برای جامعهمان
و برای تصمیمهایی که آینده را شکل میدهند.
امیدوارم امسال، کمتر شاهد از دست دادن باشیم و بیشتر شاهد بازسازی نه فقط در ظاهر بلکه در اعتماد، عدالت و کرامت انسانی.
نوروزتان آگاهانه، انسانی و امیدوار. 🙏♥️😇✌️
1405.01.01
— CISO as a Service —
Strategic Cyber Defense & GRC
Resilient Through Knowledge
2026.03.20
https://www.linkedin.com/posts/alirezaghahrood_nowruz-1405-between-fire-and-hope-%D9%85%D8%B1%DA%AF-share-7440759929877172224-y8P0
LinkedIn
Nowruz 1405 — Between Fire and Hope
مرگ، برای من همیشه مفهومی آرامشبخش بوده. فکر اینکه زندگیام میتواند هر لحظه به پایان برسد،…
مرگ، برای من همیشه مفهومی آرامشبخش بوده. فکر اینکه زندگیام میتواند هر لحظه به پایان برسد،…
Nowruz 1405 — Between Fire and Hope
مرگ، برای من همیشه مفهومی آرامشبخش بوده. فکر اینکه زندگیام میتواند هر لحظه به پایان برسد، مرا آزاد میکند تا بتوانم
زیبایی، هنر و حتی تمام وحشتهای این دنیا را عمیقتر درک و تجربه کنم. نوروز ۱۴۰۵ را در حالی آغاز میکنیم…
مرگ، برای من همیشه مفهومی آرامشبخش بوده. فکر اینکه زندگیام میتواند هر لحظه به پایان برسد، مرا آزاد میکند تا بتوانم
زیبایی، هنر و حتی تمام وحشتهای این دنیا را عمیقتر درک و تجربه کنم. نوروز ۱۴۰۵ را در حالی آغاز میکنیم…
❤1
Forwarded from cissp (CISO as a Service)
#DiyakoSecureBow
————————————
CISO as a Service (vCISO)
🔍 Trojans in Artificial Intelligence
What the TrojAI Program Really Revealed
The IARPA TrojAI Final Report (2026) surfaces a critical reality for modern cybersecurity:
AI models are no longer just assets they are attack surfaces.
🎯 Core Insight
AI Trojans (backdoors) are intentionally embedded manipulations within models that remain dormant under normal conditions but activate via specific triggers — enabling adversarial control without degrading baseline performance.
Key Technical Findings
1. Detection is Possible But Not Reliable Yet
TrojAI advanced two primary detection paradigms:
•Weight space analysis → identifying statistical anomalies inside model parameters
•Trigger inversion → reconstructing hidden triggers via model probing
However:
Detection performance is highly variable and context dependent.
Meaning:
•No universal detector exists
•Generalization across architectures remains weak
2. “Natural Trojans” Change the Game
One of the most important findings:
Some models exhibit Trojanlike behaviors without intentional poisoning.
Implication:
•Security cannot rely solely on provenance or trust in training pipelines
•Emergent behavior = new attack surface category
3. Model Integrity ≠ Data Integrity
Traditional security assumes:
“If data is clean, model is safe.”
TrojAI disproves this.
Attack vectors include:
•Training time poisoning
•Model supply chain compromise
•Third party pretrained model risks
4. Trojan Removal is Still an Open Problem
The report is explicit:
Removing Trojans from a trained model is not reliably solvable today.
So practically:
•Detection ≠ remediation
•In many cases → replace, not repair
Strategic Implications (What Leaders Should Understand)
1. AI Must Be Treated as Critical Infrastructure
AI systems in:
•Banking
•Defense
•Autonomous systems
are now mission critical AND adversary controllable.
2. MLSecOps is No Longer Optional
Organizations need:
•Model validation pipelines
•Pre deployment security testing
•Continuous behavioral monitoring
Equivalent of:
•DevSecOps → now MLSecOps
3. Zero Trust Must Extend to AI Models
4. Supply Chain Risk is the Biggest Blind Spot
Pretrained / third party models introduce:
•Hidden backdoors
•Undetectable triggers
•Long term persistence risk
_ _ _
Organizations that fail to:
•validate AI behavior
•control model supply chains
•and integrate MLSecOps
will be operating blind inside their own intelligent systems.
Special Thanks to 🙏😇✌️
Office of the Director of National Intelligence
“In the era of AI, the question is no longer ‘Is your system secure?’ but ‘Can you trust the decisions your AI makes under adversarial conditions?’”
2026.03.21
——————————————————
#CyberSecurity #AISecurity #MLSecOps #ArtificialIntelligence #AITrust #ZeroTrust #CyberResilience #AdversarialAI #ModelSecurity #SupplyChainSecurity #SecurityGovernance
https://www.linkedin.com/posts/trojan-ai-final-report-2026-cti-ugcPost-7440909471280816128-XuZF
————————————
CISO as a Service (vCISO)
🔍 Trojans in Artificial Intelligence
What the TrojAI Program Really Revealed
The IARPA TrojAI Final Report (2026) surfaces a critical reality for modern cybersecurity:
AI models are no longer just assets they are attack surfaces.
🎯 Core Insight
AI Trojans (backdoors) are intentionally embedded manipulations within models that remain dormant under normal conditions but activate via specific triggers — enabling adversarial control without degrading baseline performance.
Key Technical Findings
1. Detection is Possible But Not Reliable Yet
TrojAI advanced two primary detection paradigms:
•Weight space analysis → identifying statistical anomalies inside model parameters
•Trigger inversion → reconstructing hidden triggers via model probing
However:
Detection performance is highly variable and context dependent.
Meaning:
•No universal detector exists
•Generalization across architectures remains weak
2. “Natural Trojans” Change the Game
One of the most important findings:
Some models exhibit Trojanlike behaviors without intentional poisoning.
Implication:
•Security cannot rely solely on provenance or trust in training pipelines
•Emergent behavior = new attack surface category
3. Model Integrity ≠ Data Integrity
Traditional security assumes:
“If data is clean, model is safe.”
TrojAI disproves this.
Attack vectors include:
•Training time poisoning
•Model supply chain compromise
•Third party pretrained model risks
4. Trojan Removal is Still an Open Problem
The report is explicit:
Removing Trojans from a trained model is not reliably solvable today.
So practically:
•Detection ≠ remediation
•In many cases → replace, not repair
Strategic Implications (What Leaders Should Understand)
1. AI Must Be Treated as Critical Infrastructure
AI systems in:
•Banking
•Defense
•Autonomous systems
are now mission critical AND adversary controllable.
2. MLSecOps is No Longer Optional
Organizations need:
•Model validation pipelines
•Pre deployment security testing
•Continuous behavioral monitoring
Equivalent of:
•DevSecOps → now MLSecOps
3. Zero Trust Must Extend to AI Models
4. Supply Chain Risk is the Biggest Blind Spot
Pretrained / third party models introduce:
•Hidden backdoors
•Undetectable triggers
•Long term persistence risk
_ _ _
Organizations that fail to:
•validate AI behavior
•control model supply chains
•and integrate MLSecOps
will be operating blind inside their own intelligent systems.
Special Thanks to 🙏😇✌️
Office of the Director of National Intelligence
“In the era of AI, the question is no longer ‘Is your system secure?’ but ‘Can you trust the decisions your AI makes under adversarial conditions?’”
2026.03.21
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#CyberSecurity #AISecurity #MLSecOps #ArtificialIntelligence #AITrust #ZeroTrust #CyberResilience #AdversarialAI #ModelSecurity #SupplyChainSecurity #SecurityGovernance
https://www.linkedin.com/posts/trojan-ai-final-report-2026-cti-ugcPost-7440909471280816128-XuZF
LinkedIn
Trojan AI- Final Report 2026 (CTI) | Diyako Secure Bow
#DiyakoSecureBow
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CISO as a Service (vCISO)
🔍 Trojans in Artificial Intelligence
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The IARPA TrojAI Final Report (2026) surfaces a critical reality for modern cybersecurity:
AI models are no longer just…
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CISO as a Service (vCISO)
🔍 Trojans in Artificial Intelligence
What the TrojAI Program Really Revealed
The IARPA TrojAI Final Report (2026) surfaces a critical reality for modern cybersecurity:
AI models are no longer just…
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