Writing by Nipun Khannahttps://nipunkhanna.me/writing/Essays on AI agents, product decisions, research and consulting.enJev: the AI model that makes decisions instead of writinghttps://nipunkhanna.me/writing/jev-ai-model-decisions/https://nipunkhanna.me/writing/jev-ai-model-decisions/A new AI model is getting attention for something odd: it doesn’t write a single sentence. It’s called Jev.Tue, 29 Sep 2026 00:00:00 +0000How much of your job would an AI need to do before you called it AGI?https://nipunkhanna.me/writing/ai-computer-use-agi/https://nipunkhanna.me/writing/ai-computer-use-agi/Computer use got very real this year. Agents now open your apps, click the buttons and move through websites almost like you do.Thu, 24 Sep 2026 00:00:00 +0000AI got better at design when it worked in its own languagehttps://nipunkhanna.me/writing/ai-design-own-language/https://nipunkhanna.me/writing/ai-design-own-language/The poster needs visual atmosphere. The slide needs to carry a message in an order someone can follow.Thu, 24 Sep 2026 00:00:00 +0000What changes when an agent starts building the slides?https://nipunkhanna.me/writing/agent-building-slides/https://nipunkhanna.me/writing/agent-building-slides/What I wanted was an agent beside a live canvas, so the agent and the human could work on the same deck together.Sun, 13 Sep 2026 00:00:00 +0000Agent observability: how to find where an AI agent went wronghttps://nipunkhanna.me/writing/agent-observability/https://nipunkhanna.me/writing/agent-observability/When an AI agent returns the wrong result, the final answer is usually only the symptom.Sun, 30 Aug 2026 00:00:00 +0000Loops explained: graph engineering does not replace loopshttps://nipunkhanna.me/writing/graph-engineering-loops/https://nipunkhanna.me/writing/graph-engineering-loops/Graph engineering does not replace loop engineering.Sat, 08 Aug 2026 00:00:00 +0000Building better AI agents with harness-driven loopshttps://nipunkhanna.me/writing/harness-driven-loops/https://nipunkhanna.me/writing/harness-driven-loops/A loop alone is a liability. An unconstrained model with tools can wander, overspend, or confidently do the wrong thing.Wed, 05 Aug 2026 00:00:00 +0000Build a multi-model relay: Claude architects, Codex verifies, Antigravity implementshttps://nipunkhanna.me/writing/multi-model-relay/https://nipunkhanna.me/writing/multi-model-relay/The first rule: expensive models think, cheap models type.Thu, 23 Jul 2026 00:00:00 +0000How I Built a Jail for My OpenClaw Agent and Run It for Freehttps://nipunkhanna.me/writing/openclaw-agent-jail/https://nipunkhanna.me/writing/openclaw-agent-jail/Two problems with OpenClaw and how I fixed both in one weekend.Tue, 21 Apr 2026 00:00:00 +0000I Built an Agent-Operated Design Canvas. Here is What I Learned About Agentic Architecture.https://nipunkhanna.me/writing/agent-operated-design-canvas/https://nipunkhanna.me/writing/agent-operated-design-canvas/How JSON-driven state, LLM orchestration, and Fabric.js come together to let an AI design in real time.Tue, 31 Mar 2026 00:00:00 +0000What happens when AI stops answering questions and starts running your tools?https://nipunkhanna.me/writing/ai-starts-running-tools/https://nipunkhanna.me/writing/ai-starts-running-tools/We’re moving from models that answer questions to systems that take sustained, multi-step actions across tools.Thu, 26 Feb 2026 00:00:00 +0000I Thought I’d Automated Content Creation. I Hadn’t.https://nipunkhanna.me/writing/automated-content-creation/https://nipunkhanna.me/writing/automated-content-creation/A few months of building AI workflows taught me more about human judgment than automation.Sun, 15 Feb 2026 00:00:00 +0000AI Agents Won’t Kill Automation. They’ll Stand on Top of It.https://nipunkhanna.me/writing/ai-agents-and-automation/https://nipunkhanna.me/writing/ai-agents-and-automation/The future isn’t one or the other; it’s hybrid systems.Sun, 30 Nov 2025 00:00:00 +0000The Leverage Mindset: Why One Person + Great System Beats Five People + Mediocre Systemhttps://nipunkhanna.me/writing/the-leverage-mindset/https://nipunkhanna.me/writing/the-leverage-mindset/Most people think about scaling wrong.Sun, 09 Nov 2025 00:00:00 +0000