https://aletheiaai.tech/blog/Writing from Aletheia AI on AI engineering, software and security.en https://aletheiaai.tech/blog/how-to-build-ai-proof-of-concept/https://aletheiaai.tech/blog/how-to-build-ai-proof-of-concept/Tue, 14 Apr 2026 00:00:00 GMTMost AI PoCs fail not because the technology does not work, but because the problem was never scoped correctly. Here is a practical, step-by-step guide for technical leaders who want to get it right the first time. https://aletheiaai.tech/blog/rag-pipeline-architecture-complete-guide/https://aletheiaai.tech/blog/rag-pipeline-architecture-complete-guide/Tue, 14 Apr 2026 00:00:00 GMTA deep technical guide to building production RAG pipelines — from chunking strategies and embedding models to retrieval, reranking and the failure modes that will bite you if you do not plan for them. https://aletheiaai.tech/blog/ai-in-healthcare-real-world-applications/https://aletheiaai.tech/blog/ai-in-healthcare-real-world-applications/Tue, 14 Apr 2026 00:00:00 GMTNot theoretical. Not in pilot. These five AI applications in healthcare are delivering measurable results in production today — and the engineering behind them is more practical than you might expect. https://aletheiaai.tech/blog/llm-security-checklist-enterprise/https://aletheiaai.tech/blog/llm-security-checklist-enterprise/Tue, 14 Apr 2026 00:00:00 GMTA practical, actionable security checklist for enterprises deploying LLMs in production — covering prompt injection, data leakage, access controls, red teaming and more. https://aletheiaai.tech/blog/multi-agent-systems-architecture-production/https://aletheiaai.tech/blog/multi-agent-systems-architecture-production/Tue, 14 Apr 2026 00:00:00 GMTA technical deep-dive on building multi-agent systems that survive production — covering agent architectures, orchestration patterns, state management, failure handling and real-world lessons from SwarmScope. https://aletheiaai.tech/blog/ai-automation-roi-decision-framework/https://aletheiaai.tech/blog/ai-automation-roi-decision-framework/Tue, 14 Apr 2026 00:00:00 GMTA practical framework for evaluating AI automation investments — covering candidate identification, true ROI calculation, hidden costs, build vs buy and phased rollout strategy. https://aletheiaai.tech/blog/graphrag-beyond-basic-rag/https://aletheiaai.tech/blog/graphrag-beyond-basic-rag/Sat, 11 Apr 2026 00:00:00 GMTStandard RAG retrieves chunks. GraphRAG understands relationships. Here is when you need it, how it works, and the engineering trade-offs involved. https://aletheiaai.tech/blog/solo-founder-shipping-three-products/https://aletheiaai.tech/blog/solo-founder-shipping-three-products/Fri, 10 Apr 2026 00:00:00 GMTI shipped Inscrape, Nirvana and SwarmScope while studying CS full-time. Here is the system that made it possible — and the mistakes I made along the way. https://aletheiaai.tech/blog/alert-noise-engineering-teams/https://aletheiaai.tech/blog/alert-noise-engineering-teams/Thu, 09 Apr 2026 00:00:00 GMTAlert fatigue is not a people problem — it is an engineering problem. Here is how we built Nirvana to cut alert noise by 90%. https://aletheiaai.tech/blog/building-5000-agent-simulation/https://aletheiaai.tech/blog/building-5000-agent-simulation/Tue, 07 Apr 2026 00:00:00 GMTSwarmScope turns unstructured data into living simulations. Here is the architecture behind running 5,000 autonomous agents with personalities, memory and social dynamics. https://aletheiaai.tech/blog/shipping-python-sdk-pypi/https://aletheiaai.tech/blog/shipping-python-sdk-pypi/Sat, 04 Apr 2026 00:00:00 GMTBuilding Inscrape taught me that the hard part of an SDK is not the code — it is the developer experience. Here is what I got right and what I would change. https://aletheiaai.tech/blog/rise-of-ai-powered-ransomware/https://aletheiaai.tech/blog/rise-of-ai-powered-ransomware/Sat, 28 Mar 2026 00:00:00 GMTRansomware operators are adopting AI to automate target selection, evade detection and accelerate encryption. Here is what your SOC needs to prepare for. https://aletheiaai.tech/blog/building-robust-ml-pipelines/https://aletheiaai.tech/blog/building-robust-ml-pipelines/Sat, 21 Mar 2026 00:00:00 GMTHard-won lessons about what separates ML pipelines that thrive from those that quietly decay — from data quality to training-serving skew. https://aletheiaai.tech/blog/zero-trust-beyond-the-buzzword/https://aletheiaai.tech/blog/zero-trust-beyond-the-buzzword/Sat, 14 Mar 2026 00:00:00 GMTZero trust has become one of the most overloaded terms in cybersecurity. Here is a practitioner's guide to what it actually means and how to implement it. https://aletheiaai.tech/blog/adversarial-attacks-on-llms/https://aletheiaai.tech/blog/adversarial-attacks-on-llms/Sat, 07 Mar 2026 00:00:00 GMTAs organisations rush to deploy LLMs, a new attack surface is emerging. From prompt injection to training data extraction, here are the threats you need to understand. https://aletheiaai.tech/blog/future-of-autonomous-soc/https://aletheiaai.tech/blog/future-of-autonomous-soc/Sat, 28 Feb 2026 00:00:00 GMTThe fully autonomous SOC is not science fiction — it is an engineering problem being solved today. Here is how the role of the human analyst is evolving. https://aletheiaai.tech/blog/data-poisoning-attacks-explained/https://aletheiaai.tech/blog/data-poisoning-attacks-explained/Sat, 21 Feb 2026 00:00:00 GMTData poisoning is one of the most insidious threats to machine learning systems. Learn how attackers manipulate training data and how to defend against it. https://aletheiaai.tech/blog/securing-kubernetes-at-scale/https://aletheiaai.tech/blog/securing-kubernetes-at-scale/Sat, 14 Feb 2026 00:00:00 GMTKubernetes is powerful but complex, and misconfigurations are the leading cause of cloud-native breaches. Here is a battle-tested checklist for production security. https://aletheiaai.tech/blog/multi-agent-ai-systems/https://aletheiaai.tech/blog/multi-agent-ai-systems/Sat, 07 Feb 2026 00:00:00 GMTBuilding AI systems where multiple agents collaborate is fundamentally different from building single-agent applications. Here are the architecture patterns that work. https://aletheiaai.tech/blog/dark-web-intelligence-primer/https://aletheiaai.tech/blog/dark-web-intelligence-primer/Sat, 31 Jan 2026 00:00:00 GMTDark web monitoring has become essential for proactive security. Here is what actually works, what does not and how to operationalise dark web intelligence. https://aletheiaai.tech/blog/responsible-ai-framework/https://aletheiaai.tech/blog/responsible-ai-framework/Sat, 24 Jan 2026 00:00:00 GMTMost responsible AI frameworks gather dust in shared drives. Here is how to build one that is operationally embedded, measurable and genuinely effective. https://aletheiaai.tech/blog/supply-chain-attacks-2026/https://aletheiaai.tech/blog/supply-chain-attacks-2026/Sat, 17 Jan 2026 00:00:00 GMTSupply chain attacks have evolved from targeting build systems to compromising AI model registries, open-source training data and inference APIs. https://aletheiaai.tech/blog/real-time-feature-engineering/https://aletheiaai.tech/blog/real-time-feature-engineering/Sat, 10 Jan 2026 00:00:00 GMTWhen your model needs features computed in real time at sub-100ms latency, standard batch approaches collapse. Here are the patterns that scale. https://aletheiaai.tech/blog/swarm-intelligence-cybersecurity/https://aletheiaai.tech/blog/swarm-intelligence-cybersecurity/Sat, 03 Jan 2026 00:00:00 GMTHow distributed agent architectures inspired by biological swarms are enabling a new paradigm of collective threat detection that no single sensor can achieve.