https://ai.soa.team Long-form writing on AI integration architecture — the systems behind the hype. en Wed, 03 Jun 2026 00:00:00 GMT https://ai.soa.team/writing/trustworthy-agent-governance/ https://ai.soa.team/writing/trustworthy-agent-governance/ Wed, 03 Jun 2026 00:00:00 GMT Eleven processes, and why each one earns its place. A pattern catalog drawn from building a reference implementation against the OWASP ASI threat model, for anyone designing systems where AI agents act on behalf of humans. https://ai.soa.team/writing/ai-research-lineage/ https://ai.soa.team/writing/ai-research-lineage/ Mon, 01 Jun 2026 00:00:00 GMT An interactive map of 56 foundational papers across nine research swim-lanes — how self-attention, diffusion, and reinforcement learning intertwined to produce today's frontier AI. https://ai.soa.team/writing/agent-workload-identity/ https://ai.soa.team/writing/agent-workload-identity/ Thu, 28 May 2026 00:00:00 GMT Most teams shipping agents use one shared API key for all of them. Here is why that fails and how to compose SPIFFE workload identity, OPA policy-as-code, Biscuit attenuation, and CAEP revocation into a system that can prove its own correctness. https://ai.soa.team/writing/agentic-authn-authz/ https://ai.soa.team/writing/agentic-authn-authz/ Thu, 21 May 2026 00:00:00 GMT What's being built, what's missing, and where the ROI is. A map of the converging protocol stack, the threat surface, the vendor landscape, and the reference architecture I'd propose to a CTO. https://ai.soa.team/writing/prompt-injection-defense-layer/ https://ai.soa.team/writing/prompt-injection-defense-layer/ Sun, 19 Apr 2026 00:00:00 GMT A hands-on guide to combining six open datasets, training a multi-stage classifier, and running a working prompt injection gate entirely on a single machine. No cloud account required. https://ai.soa.team/writing/build-skills-not-agents/ https://ai.soa.team/writing/build-skills-not-agents/ Sat, 18 Apr 2026 00:00:00 GMT A working mental model for agent systems that don't collapse in production — where the agent is thin, intent-only orchestration and every capability is a testable skill. https://ai.soa.team/writing/legacy-to-cloud-migration-intelligence/ https://ai.soa.team/writing/legacy-to-cloud-migration-intelligence/ Sat, 14 Mar 2026 00:00:00 GMT A short note on using LLMs to read an old codebase, classify its shape, and emit a defensible migration plan — not to do the migration, but to decide what the target should be. https://ai.soa.team/writing/fhir-integration-on-eks/ https://ai.soa.team/writing/fhir-integration-on-eks/ Sun, 22 Feb 2026 00:00:00 GMT How a minimal FHIR server runs inside a Kubernetes cluster under real healthcare compliance — what the request path looks like, and where the auditability lives.