--- title: "Matt Macosko (@ineedhemp) | Hashnode" description: "Builder @ Divine Tribe. Vaporizer hardware, A-Frame WebXR, Python automation, WordPress/Woo commerce. 13+ yrs cannabis tech." url: "https://hashnode.com/@ineedhemp" --- @ineedhemp # Matt Macosko @ineedhemp · Arcata, CA · Joined April 2026 Builder @ Divine Tribe. Vaporizer hardware, A-Frame WebXR, Python automation, WordPress/Woo commerce. 13+ yrs cannabis tech. ### [The Day Local AI Caught the Cloud: ds4, DeepSeek V4 Flash, and What Just Changed for Devs](https://ineedhemp.hashnode.dev/the-day-local-ai-caught-the-cloud-ds4-deepseek-v4-flash-and-what-just-changed-for-devs?utm_source=hashnode&utm_medium=feed) Antirez (the Redis guy) shipped ds4, a hand-tuned C+Metal inference engine for DeepSeek V4 Flash. Three architectural decisions worth understanding, and why the math just changed for compliance-sensitive devs. 6 min read · [ineedhemp.hashnode.dev](https://ineedhemp.hashnode.dev/the-day-local-ai-caught-the-cloud-ds4-deepseek-v4-flash-and-what-just-changed-for-devs?utm_source=hashnode&utm_medium=feed) [May 10](https://hashnode.com/posts/the-day-local-ai-caught-the-cloud-ds4-deepseek-v4-flash-and-what-just-changed-for-devs/6a001ddcf173bfce8d487dc7) ### [I Just Watched One Hacker Catch Up to a Trillion-Dollar Data Center](https://ineedhemp.hashnode.dev/i-just-watched-one-hacker-catch-up-to-a-trillion-dollar-data-center?utm_source=hashnode&utm_medium=feed) Antirez (the Redis guy) shipped ds4, a hand-tuned C inference engine for DeepSeek V4 Flash. I gave the same prompt to three engines on the same MacBook. Local DeepSeek beat cloud Claude on wall-clock time. 4 min read · [ineedhemp.hashnode.dev](https://ineedhemp.hashnode.dev/i-just-watched-one-hacker-catch-up-to-a-trillion-dollar-data-center?utm_source=hashnode&utm_medium=feed) [May 10](https://hashnode.com/posts/i-just-watched-one-hacker-catch-up-to-a-trillion-dollar-data-center/6a00149e363a23f6885f36bc) ### [HumanEval on a MacBook — 81.7% pass@1, Wi-Fi off](https://ineedhemp.hashnode.dev/humaneval-on-a-macbook-817-pass1-wi-fi-off?utm_source=hashnode&utm_medium=feed) Qwen 3 Coder 30B (8-bit MLX) scored 81.7% pass@1 on HumanEval running on a single M5 Max MacBook with Wi-Fi off. Real run, all 164 problems, 14 minutes wall-clock. The first measured number for this variant on this hardware. 3 min read · [ineedhemp.hashnode.dev](https://ineedhemp.hashnode.dev/humaneval-on-a-macbook-817-pass1-wi-fi-off?utm_source=hashnode&utm_medium=feed) [Apr 29](https://hashnode.com/posts/humaneval-on-a-macbook-817-pass1-wi-fi-off/69f249e6d44286ff9fe543a9) ### [Pulling 10x My Subscription Value Out of Claude — While Quietly Building the Backup Plan](https://ineedhemp.hashnode.dev/pulling-10x-my-subscription-value-out-of-claude-while-quietly-building-the-backup-plan?utm_source=hashnode&utm_medium=feed) Over three weeks I burned $2,976 of API-equivalent Claude usage. I paid $100. Why Anthropic is subsidizing power users 40x — and what I built on the side. 5 min read · [ineedhemp.hashnode.dev](https://ineedhemp.hashnode.dev/pulling-10x-my-subscription-value-out-of-claude-while-quietly-building-the-backup-plan?utm_source=hashnode&utm_medium=feed) [Apr 26](https://hashnode.com/posts/pulling-10x-my-subscription-value-out-of-claude-while-quietly-building-the-backup-plan/69ee54311ded8e9b29cb28d5) ### [Free AI on a MacBook vs $100-a-Month Claude Code — Hexagon Shootout](https://ineedhemp.hashnode.dev/free-ai-on-a-macbook-vs-100-a-month-claude-code-hexagon-shootout?utm_source=hashnode&utm_medium=feed) If you just want the video, it's here: \[FREE AI on a MacBook vs Claude Cloud — Hexagon Shootout\](https://www.youtube.com/watch?v=2KeTDDodE0A). 5 min read · [ineedhemp.hashnode.dev](https://ineedhemp.hashnode.dev/free-ai-on-a-macbook-vs-100-a-month-claude-code-hexagon-shootout?utm_source=hashnode&utm_medium=feed) [Apr 23](https://hashnode.com/posts/free-ai-on-a-macbook-vs-100-a-month-claude-code-hexagon-shootout/69e9a0f060b4d8a200665467)