Notes on systems, OSINT pipelines, and engineering.https://www.benmoataz.com/https://www.benmoataz.com/posts/system-heavy-scaling/https://www.benmoataz.com/posts/system-heavy-scaling/Analysts should supervise systems, not compensate for them. How to build sustainable feedback loops between engineering and analysis.Tue, 10 Mar 2026 00:00:00 GMThttps://www.benmoataz.com/posts/osint-collapse/https://www.benmoataz.com/posts/osint-collapse/OSINT platforms fail because they optimize for demos, not operations. Discussing the silent accumulation of technical and human debt.Thu, 05 Mar 2026 00:00:00 GMThttps://www.benmoataz.com/posts/sovrint-narratives/https://www.benmoataz.com/posts/sovrint-narratives/Narratives propagate like systems, not stories. A strategic deep dive into signal clustering, sentiment drift, and the velocity of coordinated information operations.Wed, 01 Jan 2025 00:00:00 GMThttps://www.benmoataz.com/posts/web-forensics/https://www.benmoataz.com/posts/web-forensics/The web leaves scars if you know where to look. A technical deep dive into session reconstruction, browser artifacts, and digital evidence decay.Sun, 01 Dec 2024 00:00:00 GMThttps://www.benmoataz.com/posts/telemetry-evasion/https://www.benmoataz.com/posts/telemetry-evasion/Detection happens at layers most engineers ignore. A technical deep dive into TLS fingerprinting, Canvas poisoning, and managing behavioral jitter in high-scale automation.Fri, 01 Nov 2024 00:00:00 GMThttps://www.benmoataz.com/posts/resilient-scrapers/https://www.benmoataz.com/posts/resilient-scrapers/Web scraping is no longer about CSS selectors; it is about adaptive systems. A technical exploration of LLM-based element recovery, visual anchors, and resilient web orchestration.Tue, 01 Oct 2024 00:00:00 GMThttps://www.benmoataz.com/posts/taskengine-architecture/https://www.benmoataz.com/posts/taskengine-architecture/Human-grade mobile automation is possible without invasive hooks. A technical breakdown of the TaskEngine runtime, Accessibility Services, and UI drift management.Sun, 01 Sep 2024 00:00:00 GMThttps://www.benmoataz.com/posts/automation-survival/https://www.benmoataz.com/posts/automation-survival/Automation must expect and embrace entropy. A philosophical and technical deep dive into building resilient systems that handle drift, decay, and adversarial environments.Thu, 01 Aug 2024 00:00:00 GMThttps://www.benmoataz.com/posts/entity-resolution/https://www.benmoataz.com/posts/entity-resolution/Identity is probabilistic, not deterministic. Confronting the instability of digital identity in open-source intelligence.Mon, 01 Jul 2024 00:00:00 GMThttps://www.benmoataz.com/posts/screenshots-evidence/https://www.benmoataz.com/posts/screenshots-evidence/Evidence must survive scrutiny, not just exist. A deep dive into Evidence Engineering, immutability, and the chain of custody for digital artifacts.Mon, 01 Jul 2024 00:00:00 GMThttps://www.benmoataz.com/posts/hybrid-search-tuning/https://www.benmoataz.com/posts/hybrid-search-tuning/Relevance tuning is an operational discipline, not a one-time configuration. A deep dive into evaluation metrics, bias suppression, and feedback loops for intelligence systems.Sat, 01 Jun 2024 00:00:00 GMThttps://www.benmoataz.com/posts/hybrid-search/https://www.benmoataz.com/posts/hybrid-search/OSINT relevance is multi-modal. A technical exploration of why keywords fail and how to fuse BM25 with Vector Embeddings for operator-grade retrieval.Wed, 15 May 2024 00:00:00 GMThttps://www.benmoataz.com/posts/billing-infrastructure/https://www.benmoataz.com/posts/billing-infrastructure/Billing is a distributed systems problem in disguise. Integrating real-time usage tracking with high-stakes intelligence signals.Wed, 01 May 2024 00:00:00 GMThttps://www.benmoataz.com/posts/probabilistic-correlation/https://www.benmoataz.com/posts/probabilistic-correlation/Identity in the digital wild is never certain—it is a score. A technical deep dive into probabilistic linkage, signal stacking, and confidence models for intelligence systems.Sat, 20 Apr 2024 00:00:00 GMThttps://www.benmoataz.com/posts/monitoring-vs-alerting/https://www.benmoataz.com/posts/monitoring-vs-alerting/Alerting is an interruption budget, not a metric. Designing high-signal, low-fatigue observability systems.Fri, 01 Mar 2024 00:00:00 GMThttps://www.benmoataz.com/posts/designing-for-disruption/https://www.benmoataz.com/posts/designing-for-disruption/Systems must degrade gracefully, not heroically. How to survive proxy pool collapses and API disruptions.Mon, 01 Jan 2024 00:00:00 GMThttps://www.benmoataz.com/posts/worker-fleets/https://www.benmoataz.com/posts/worker-fleets/Failures are classes, not surprises. Designing resilient worker fleets for complex, non-deterministic environments.Wed, 01 Nov 2023 00:00:00 GMThttps://www.benmoataz.com/posts/scaling-ingest/https://www.benmoataz.com/posts/scaling-ingest/Ingestion is a state machine, not a scraper. Lessons learned from building high-scale distributed collection pipelines.Fri, 01 Sep 2023 00:00:00 GMThttps://www.benmoataz.com/posts/shipping-systems/https://www.benmoataz.com/posts/shipping-systems/Shipping systems means shipping behavior under load, over time. A philosophical anchor for the operator-grade engineer.Sat, 01 Jul 2023 00:00:00 GMThttps://www.benmoataz.com/posts/intelligence-core/https://www.benmoataz.com/posts/intelligence-core/Intelligence is not a feature—it is a pipeline with failure modes. A deep dive into the canonical architecture of high-scale intelligence systems.Sun, 01 Jan 2023 00:00:00 GMT