https://nabeelkhan.com/ Essays, articles, and field notes on enterprise AI, governance, and cognition at scale. By Nabeel Khan. en Sun, 23 Aug 2026 00:00:00 GMT https://nabeelkhan.com/expertise-as-interface https://nabeelkhan.com/expertise-as-interface Sun, 23 Aug 2026 00:00:00 GMT Governed production AI, agent authority and machine-accessible expertise, and the architectural pattern underneath them: Expertise-as-Interface. https://nabeelkhan.com/agent-authority-stack https://nabeelkhan.com/agent-authority-stack Sun, 23 Aug 2026 00:00:00 GMT Agent Authority defined, and the ten-layer agent governance stack: identity, purpose, authority, capabilities, policy, memory, evidence, action, verification, escalation. https://nabeelkhan.com/rag-is-not-expertise https://nabeelkhan.com/rag-is-not-expertise Sun, 23 Aug 2026 00:00:00 GMT Why retrieval augmented generation is not expertise, and what machine-accessible expertise adds: methodology, evidence, an authority boundary and escalation. https://nabeelkhan.com/evidence-by-design https://nabeelkhan.com/evidence-by-design Sun, 23 Aug 2026 00:00:00 GMT Evidence by Design: why explainability and evidence are different artifacts, and what a defensible AI decision record has to capture as it runs. https://nabeelkhan.com/mcp-governance-surface https://nabeelkhan.com/mcp-governance-surface Sun, 23 Aug 2026 00:00:00 GMT The Model Context Protocol as a governance surface: what each tool definition discloses, why it slips through review, and how to bound it. https://nabeelkhan.com/weekly-paperclip-05 https://nabeelkhan.com/weekly-paperclip-05 Tue, 11 Aug 2026 00:00:00 GMT Week 5 of the Weekly Paperclip. Five papers on auditing agents, judge identity bias and evaluation stopping rules, scored on the N.I.C.E. framework, and the Coverage Ceiling every oversight mechanism runs into. Oversight has a capacity; past it the mechanism stops producing oversight and starts producing the appearance of it. A dispatch by Nabeel Khan. https://nabeelkhan.com/weekly-paperclip-04 https://nabeelkhan.com/weekly-paperclip-04 Tue, 11 Aug 2026 00:00:00 GMT Week 4 of the Weekly Paperclip. Five papers on where agent experience accumulates and whether it can be removed, scored on the N.I.C.E. framework, and the Deletion Boundary they draw between administrative and parametric forgetting. A dispatch by Nabeel Khan. https://nabeelkhan.com/weekly-paperclip-03 https://nabeelkhan.com/weekly-paperclip-03 Tue, 11 Aug 2026 00:00:00 GMT Week 3 of the Weekly Paperclip. Five papers on agent memory, scored on the N.I.C.E. framework, on the theme of memory as structured, agent-controlled and governed state rather than a flat retrieval store. Memory is not a bucket of text; it is state, and state has structure, an owner and a lifecycle. A dispatch by Nabeel Khan. https://nabeelkhan.com/weekly-paperclip-02 https://nabeelkhan.com/weekly-paperclip-02 Sat, 11 Jul 2026 00:00:00 GMT The monthly mega-synthesis. Reasoning became the product, agents crossed from demo to deployment, and capability outran control. The frontier is the distance between the two. A dispatch by Nabeel Khan. https://nabeelkhan.com/weekly-paperclip-01 https://nabeelkhan.com/weekly-paperclip-01 Thu, 25 Jun 2026 00:00:00 GMT Week 1 of the Weekly Paperclip. The top five AI and software-engineering papers scored on the N.I.C.E. framework, on the theme of the field learning to check itself. A dispatch by Nabeel Khan. https://nabeelkhan.com/ai-governance-in-the-wiring https://nabeelkhan.com/ai-governance-in-the-wiring Wed, 24 Jun 2026 00:00:00 GMT Governance is a property of the architecture or it is nothing. The five places it has to live in the wiring, and what the regulation actually requires right now. A dispatch by Nabeel Khan. https://nabeelkhan.com/defensible-ai-architecture https://nabeelkhan.com/defensible-ai-architecture Tue, 23 Jun 2026 00:00:00 GMT The governed-runtime thesis: identity, policy, audit and spend as first-class architecture. Five planes a defensible AI runtime must hold, and the operator checklist behind them. A dispatch by Nabeel Khan. https://nabeelkhan.com/adversarial-distillation-ai-governance https://nabeelkhan.com/adversarial-distillation-ai-governance Thu, 25 Jun 2026 00:00:00 GMT Adversarial distillation lets attackers clone an AI model through its API, never touching the weights. Using the Anthropic letter on the Alibaba-linked Qwen campaign as a teaching case, this dispatch explains how distillation works in four stages and lays out the AI governance control plane that defends against it: identity and KYC on access, rate limiting and volume anomaly detection, extraction-pattern detection, boundary-enforced geographic policy, output governance, and an audit trail. A dispatch by Nabeel Khan. https://nabeelkhan.com/pattern-language-production-llm-platforms https://nabeelkhan.com/pattern-language-production-llm-platforms Wed, 17 Jun 2026 00:00:00 GMT Governed routing, agent orchestration, and AI-native delivery in regulated environments, unified by one rule: a boundary is a clause the optimizer may not cross. A three-layer reference architecture and a pattern language of seventeen patterns, with the full paper to download. A dispatch by Nabeel Khan. https://nabeelkhan.com/cartography-of-memory https://nabeelkhan.com/cartography-of-memory Tue, 12 May 2026 00:00:00 GMT On why retrieval-augmented generation is the first floor, not the building, of cognition at scale. RAG is not retrieval. It is cognitive architecture, and memory is a building with several floors: retrieval, working context, consolidation, and institutional memory. A dispatch by Nabeel Khan.