MDLabCA — Offensive Security Red Team Threat Intelligence & AI-Powered Detection

MDLabCA is an advanced offensive security & threat intelligence lab. We deliver red teaming, DFIR, cloud & application security, and AI-driven detection engineering. Built for security leaders who need measurable outcomes.

MDLabCA is a security laboratory focused on attack simulation, adversary emulation, and AI‑assisted detection engineering. We help security leaders validate controls, reduce dwell time, and translate technical findings into board‑level risk language.

Get a Quote Explore Services No outsourcing • Senior-only delivery Remote‑first • Worldwide NDA‑friendly AI/ML‑assisted detections~14 minIllustrative MTTD in contained lab runs with tuned detections.

0 criticalsWe consider an engagement successful only when critical attack paths are closed.

>95%Typical reduction in alert noise after tuning with the purple team playbook.

Metrics above are illustrative benchmarks used for planning; replace with your validated internal KPIs if desired.

Senior consultants, clean deliverables, reproducible evidence, and remediation‑first reporting.

Red Team & Adversary Emulation

Goal‑oriented campaigns mirroring realistic tradecraft. Emphasis on detection fidelity, escalation paths, and executive narratives.

  • Assumed breach & lateral movement
  • Initial access simulation (phish, macro‑less, token abuse)
  • Detection‑focused purple teaming & kill‑chain mapping

Penetration Testing

Application, API, mobile, cloud, and internal pentests with reproducible PoCs and prioritized fixes.

  • Modern web & API (REST/GraphQL) with SBOM-aware guidance
  • Cloud posture (AWS/Azure/GCP), identities & misconfigurations
  • Secure SDLC consulting and dev enablement

Detection Engineering

Data‑driven detections, behavioral analytics, and ML‑assisted triage to reduce MTTD/MTTR without flooding the SOC.

  • Sigma/KQL/EDR rules with testable hypotheses
  • Alert fatigue reduction & pipeline tuning
  • Atomic tests integrated into CI and content lifecycle

Threat Intelligence

Actionable intel mapped to your attack surface and crown‑jewel risks.

  • Adversary profiling & playbooks aligned to MITRE ATT&CK
  • Surface/deep/dark exposure monitoring
  • TTP‑driven hunting back to detections

DFIR & Compromise Assessment

Rapid investigation, scoping, and containment assistance under confidentiality.

  • Memory/disk forensics, event correlation
  • Root cause & timeline reconstruction
  • Post‑incident hardening with control validation

Cloud & AppSec

Cloud‑native security and application hardening across the SDLC.

  • Identity & access reviews, least privilege at scale
  • Secrets management, IaC review, pipeline hardening
  • Threat modeling and architecture guidance

Goal‑oriented campaigns mirroring realistic tradecraft. Emphasis on detection fidelity, escalation paths, and executive narratives.

  • Assumed breach & lateral movement
  • Initial access simulation (phish, macro‑less, token abuse)
  • Detection‑focused purple teaming & kill‑chain mapping

Application, API, mobile, cloud, and internal pentests with reproducible PoCs and prioritized fixes.

  • Modern web & API (REST/GraphQL) with SBOM-aware guidance
  • Cloud posture (AWS/Azure/GCP), identities & misconfigurations
  • Secure SDLC consulting and dev enablement

Data‑driven detections, behavioral analytics, and ML‑assisted triage to reduce MTTD/MTTR without flooding the SOC.

  • Sigma/KQL/EDR rules with testable hypotheses
  • Alert fatigue reduction & pipeline tuning
  • Atomic tests integrated into CI and content lifecycle

Actionable intel mapped to your attack surface and crown‑jewel risks.

  • Adversary profiling & playbooks aligned to MITRE ATT&CK
  • Surface/deep/dark exposure monitoring
  • TTP‑driven hunting back to detections

Rapid investigation, scoping, and containment assistance under confidentiality.

  • Memory/disk forensics, event correlation
  • Root cause & timeline reconstruction
  • Post‑incident hardening with control validation

Cloud‑native security and application hardening across the SDLC.

  • Identity & access reviews, least privilege at scale
  • Secrets management, IaC review, pipeline hardening
  • Threat modeling and architecture guidance

Board‑Ready Reporting

We translate technical findings into business risk, residual exposure, and control maturity narratives that executives can act on.

  • Risk scoring tied to business impact
  • Prioritized remediation with effort estimates
  • Evidence packs with reproducible steps

Compliance‑Aware Execution

Our work maps cleanly to ISO 27001, SOC 2, PCI DSS, and NIST CSF practices without becoming checkbox security.

  • ATT&CK alignment & coverage tracking
  • Policy & control validation support
  • Executive & auditor‑friendly artifacts

Developer‑Friendly Outcomes

We meet engineers where they are: ticket‑ready issues with PoCs, fix patterns, and code‑level guidance that accelerates MTTR.

  • Dev‑first remediation plans
  • Secure defaults & guardrails
  • CI‑friendly atomic tests

We translate technical findings into business risk, residual exposure, and control maturity narratives that executives can act on.

  • Risk scoring tied to business impact
  • Prioritized remediation with effort estimates
  • Evidence packs with reproducible steps

Our work maps cleanly to ISO 27001, SOC 2, PCI DSS, and NIST CSF practices without becoming checkbox security.

  • ATT&CK alignment & coverage tracking
  • Policy & control validation support
  • Executive & auditor‑friendly artifacts

We meet engineers where they are: ticket‑ready issues with PoCs, fix patterns, and code‑level guidance that accelerates MTTR.

  • Dev‑first remediation plans
  • Secure defaults & guardrails
  • CI‑friendly atomic tests

Note: All engagements are delivered by senior practitioners. We do not resell/white‑label third‑party work.

01 • Scoping & Threat Modeling

We start with objectives, constraints, and your most likely threats. We align on crown‑jewel assets and risk hypotheses before any test begins.

  • Stakeholder interviews & environment inventory
  • Abuse case identification
  • Rules of engagement & safety checks

02 • Execution & Collaboration

We run iteratively with no‑surprises communication. For purple teaming, we partner with your SOC on detection and response tuning.

  • Daily progress notes & artifacts
  • Live demos for impactful chains
  • Defender‑first detection tuning

03 • Evidence & Reporting

Every finding ships with tractable reproduction steps, business impact context, and credible remediation options.

  • Screens/video (where permitted)
  • Prioritized backlog with fix patterns
  • Executive readout with next‑step plan

04 • Hardening & Retesting

Security value comes from closure. We include retesting windows and content handoff so improvements are verified.

  • Retesting included in scope windows
  • Control/coverage scorecards
  • Continuous validation options

We start with objectives, constraints, and your most likely threats. We align on crown‑jewel assets and risk hypotheses before any test begins.

  • Stakeholder interviews & environment inventory
  • Abuse case identification
  • Rules of engagement & safety checks

We run iteratively with no‑surprises communication. For purple teaming, we partner with your SOC on detection and response tuning.

  • Daily progress notes & artifacts
  • Live demos for impactful chains
  • Defender‑first detection tuning

Every finding ships with tractable reproduction steps, business impact context, and credible remediation options.

  • Screens/video (where permitted)
  • Prioritized backlog with fix patterns
  • Executive readout with next‑step plan

Security value comes from closure. We include retesting windows and content handoff so improvements are verified.

  • Retesting included in scope windows
  • Control/coverage scorecards
  • Continuous validation options

Fintech API Hardening

Scope: Public APIs, OAuth flows, cloud identities

  • Eliminated multi‑tenant data exposure via strict tenancy checks
  • Reduced token abuse with mTLS and PKCE constraints
  • Implemented least‑privilege roles & rotating workload keys

SaaS Lateral Movement

Scope: SSO, IdP, endpoint EDR, M365

  • Mapped privilege paths across identities and storage
  • Strengthened device trust with conditional access
  • Added behavior detections for suspicious MFA resets

Cloud Ransomware Readiness

Scope: Backups, key management, response

  • Validated immutable backups + recovery time objectives
  • Auto‑isolated suspicious encryptors via policy
  • Tabletop & purple team to improve playbooks

Scope: Public APIs, OAuth flows, cloud identities

  • Eliminated multi‑tenant data exposure via strict tenancy checks
  • Reduced token abuse with mTLS and PKCE constraints
  • Implemented least‑privilege roles & rotating workload keys

Scope: SSO, IdP, endpoint EDR, M365

  • Mapped privilege paths across identities and storage
  • Strengthened device trust with conditional access
  • Added behavior detections for suspicious MFA resets

Scope: Backups, key management, response

  • Validated immutable backups + recovery time objectives
  • Auto‑isolated suspicious encryptors via policy
  • Tabletop & purple team to improve playbooks

Case studies are anonymized and scenario‑based for confidentiality.

Typical scopes shown for planning. We’ll tailor deliverables and timelines to your environment and objectives.

Assessment

$7,900+Ideal for focused pentests or readiness checks.

  • Scoped testing (app/API/cloud/internal)
  • Evidence‑based report, risk & remediation
  • Retest window (limited)

Start Assessment

Red Team

$24,900+Adversary emulation with defender collaboration.

  • Goal‑oriented campaign & executive readout
  • Detection tuning & defender workshops
  • Retest + validation artifacts

Plan a Campaign

Continuous

$5,000+/moOngoing validation, content lifecycle & support.

  • Quarterly attack simulations
  • Detection engineering & metrics
  • Advisor hours & enablement

Talk to Sales $7,900+ Ideal for focused pentests or readiness checks.

  • Scoped testing (app/API/cloud/internal)
  • Evidence‑based report, risk & remediation
  • Retest window (limited)

Start Assessment $24,900+ Adversary emulation with defender collaboration.

  • Goal‑oriented campaign & executive readout
  • Detection tuning & defender workshops
  • Retest + validation artifacts

Plan a Campaign $5,000+/mo Ongoing validation, content lifecycle & support.

  • Quarterly attack simulations
  • Detection engineering & metrics
  • Advisor hours & enablement

Talk to Sales Prices are indicative and may change with scope and urgency. We work under NDA and fixed SOWs.

Designing High‑Signal Detections

Turning noisy events into actionable hypotheses that SOCs can trust.

10‑minute read • Jan 15, 2025Start with adversary behaviors, model the benign baseline, and test rules with atomic TTPs before production…

Modern Red Teaming without Surprise

Run collaborative exercises that uplift defenders, not just produce trophies.

8‑minute read • Feb 20, 2025We scope with clear objectives, safety nets, and hotwash sessions mapped to ATT&CK coverage…

Incident Response that Holds

From triage to root cause, then long‑term resilience.

7‑minute read • Mar 12, 2025Crisp scoping, data‑driven timelines, and post‑incident hardening so findings are not just write‑ups…

Turning noisy events into actionable hypotheses that SOCs can trust.

10‑minute read • Jan 15, 2025 Start with adversary behaviors, model the benign baseline, and test rules with atomic TTPs before production…

Run collaborative exercises that uplift defenders, not just produce trophies.

8‑minute read • Feb 20, 2025 We scope with clear objectives, safety nets, and hotwash sessions mapped to ATT&CK coverage…

From triage to root cause, then long‑term resilience.

7‑minute read • Mar 12, 2025 Crisp scoping, data‑driven timelines, and post‑incident hardening so findings are not just write‑ups…

What makes MDLabCA different?Senior‑only delivery, collaboration with defenders, and remediation‑first reporting. We aim for measurable improvements, not surprise demos.

Do you support NDA and private disclosures?Yes. All work can be conducted under NDA. We share sensitive details on a need‑to‑know basis and can tailor reports for different audiences.

Can you help us pass audits (ISO/SOC 2/PCI)?We don’t “pass audits” for you, but our testing and artifacts map cleanly to those frameworks and strengthen your control evidence.

How do you handle safety and production impact?We agree on rules of engagement, have abort paths, and prefer off‑hours/change windows for potentially disruptive actions. Read‑only and detect‑only modes are available.

Tell us about your goals and constraints. We’ll respond with scope options and next steps.

MDLabCA

Remote‑first • Worldwide

Email:email protected

PGP:fingerprint available on request

Availability: Mon–Fri • 09:00–18:00 (client timezone)

We can support urgent incidents upon request.

Legal: We work under statement of work (SOW) and mutual NDA. We respect responsible disclosure norms.

Remote‑first • Worldwide

Email:email protected

PGP:fingerprint available on request

Availability: Mon–Fri • 09:00–18:00 (client timezone)

We can support urgent incidents upon request.

Legal: We work under statement of work (SOW) and mutual NDA. We respect responsible disclosure norms.

We collect only the data necessary to respond to your requests. We do not sell data. If we use analytics, we choose privacy‑respecting solutions and avoid invasive tracking.

  • Data minimization and limited retention
  • NDA available before exchanging sensitive info
  • Security controls for data in transit and at rest

Services are provided under a mutually agreed statement of work (SOW). We follow safe testing practices with clear rules of engagement.

  • Confidentiality obligations under NDA
  • Scope, timelines, and deliverables defined in SOW
  • Responsible disclosure for vulnerabilities

Do not misuse our site or services. Testing against assets you do not own or control requires explicit authorization.

FAQ

Rulet oyununu kim icat etti?

Rulet oyununu kim icat etti? Ruletin kesin kökenleri, tarihçiler ve kumar meraklıları arasında pek çok tartışma ve spekülasyonun konusudur. Oyunun mucidi hakkında net bir fikir birliği olmasa da yaratılışıyla ilgili çeşitli teoriler mevcut. En popüler teorilerden biri oyunun 17. yüzyılda Blaise Pascal adlı Fransız matematikçi tarafından icat edildiğidir. Bu teoriye göre Pascal, yanlışlıkla rulet çarkını yarattığında sürekli hareket makinesi geliştirmeye çalışıyordu. Bu hikaye geniş çapta dolaşırken, onu destekleyecek çok az somut kanıt var.

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7258 sayılı Futbol ve Diğer Spor Müsabakalarında Bahis ve Şans Oyunları Düzenlenmesi Hakkında Kanun, bu fiilleri açıkça suç olarak tanımlar. Kanuna göre sadece devletin yetki verdiği kurum ve siteler aracılığıyla bahis oynanabilir. Bu çerçeve dışında kalan tüm faaliyetler yasa dışı kabul edilir ve cezalandırılır.11 thg 6, 2025

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Ruletin orijinal kuralları ve bahis seçenekleri nelerdi? Ruletin orijinal kuralları ve bahis seçenekleri nispeten basitti. Oyunda, genellikle 1’den 36’ya kadar numaralandırılmış ceplere sahip bir çıkrık bulunuyordu. Oyunun ilk versiyonlarında ayrıca tek bir sıfır cep de bulunuyordu, bu da eve hafif bir avantaj sağlıyordu. Bazı varyasyonlarda kasa avantajını daha da artıran çift sıfır cep de vardı. Oyuncular bahislerini çarktaki sayılara karşılık gelen bir ızgara düzenine sahip olan masaya koyarlardı. Bahis oranına bağlı olarak farklı ödemelerle tek bir sayıya veya bir grup sayıya bahis oynayabilirler.

Çevrimiçi kumarhanelerin ortaya çıkışı rulet oyununu nasıl etkiledi?

Çevrimiçi kumarhanelerin ortaya çıkışı rulet oyununu nasıl etkiledi? Çevrimiçi kumarhanelerin tanıtılmasının rulet oyunu üzerinde önemli bir etkisi oldu. Çevrimiçi kumarhaneler, rulet ve diğer kumarhane oyunlarını internet bağlantısı olan herkesin kolayca erişebilmesini sağladı. Oyuncular artık gerçek bir kumarhaneye gitmek zorunda kalmadan, en sevdikleri kumarhane oyunlarının keyfini kendi evlerinin konforunda çıkarabilecekler. Çevrimiçi kumarhaneler ayrıca, genellikle geleneksel kumarhanelerde bulunmayan çok tekerlekli rulet ve mini rulet gibi yeni rulet çeşitlerini de tanıttı. Ek olarak, birçok çevrimiçi kumarhane, fiziksel bir kumarhanede oynama deneyimini simüle eden canlı krupiyeli rulet sunmaktadır.

Rulet oyunu ilk kez ne zaman ve nerede oynandı?

Rulet oyunu ilk kez ne zaman ve nerede oynandı? Bugün bildiğimiz haliyle oyun ilk kez 1796’da Paris’te ortaya çıktı ve hızla Avrupa çapında, özellikle de Monte Carlo’daki kumarhanelerde popülerlik kazandı. 19. yüzyılın ortalarında Francois ve Louis Blanc tarafından sıfırın eklenmesi kasa avantajının artmasına ve oyunun kumarhaneler için daha karlı olmasına yardımcı oldu.

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