--- title: "Alex Chernysh (@alex-chernysh) | Hashnode" description: "alexchernysh.com. Read the latest articles by Alex Chernysh on Hashnode." url: "https://hashnode.com/@alex-chernysh" --- @alex-chernysh # Alex Chernysh @alex-chernysh · Tel Aviv, Israel · Joined April 2026 alexchernysh.com ### [Forecasting Without Prophecy: a plain-text discipline](https://alex-chernysh.hashnode.dev/forecasting-without-prophecy-a-plain-text-discipline?utm_source=hashnode&utm_medium=feed) Back to notes I am a fire Aries ruled by Mars, and even I will not pretend the future is a thing you can read off a chart. Calibrated uncertainty does the work prediction promises. The difference shows up six months later, when you can still grade wh... 10 min read · [alex-chernysh.hashnode.dev](https://alex-chernysh.hashnode.dev/forecasting-without-prophecy-a-plain-text-discipline?utm_source=hashnode&utm_medium=feed) [May 11](https://hashnode.com/posts/forecasting-without-prophecy-a-plain-text-discipline/6a01d640c3a27807b77a8dd7) ### [RightLayout: Shipping a Mac AI Tool, Then Letting Go](https://alex-chernysh.hashnode.dev/rightlayout-shipping-a-mac-ai-tool-then-letting-go?utm_source=hashnode&utm_medium=feed) Back to notes I built RightLayout because every keyboard-layout corrector I tried for macOS broke on names, code, and typos. It was a small bet: train a CoreML model from scratch, three layouts, on-device. It worked. Then the maintenance bill came du... 6 min read · [alex-chernysh.hashnode.dev](https://alex-chernysh.hashnode.dev/rightlayout-shipping-a-mac-ai-tool-then-letting-go?utm_source=hashnode&utm_medium=feed) [May 11](https://hashnode.com/posts/rightlayout-shipping-a-mac-ai-tool-then-letting-go/6a01d63fa4892522c7d8f20b) ### [1.10.1 through 1.10.6: the shipped things](https://bernstein.hashnode.dev/1101-through-1106-the-shipped-things?utm_source=hashnode&utm_medium=feed) The v1.10.0 post covered the regulated-deployment work. The five point releases since are not headline-shaped. They are the things people kept asking for in issues and the things that were quietly broken once we tried to use the orchestrator on a rea... 6 min read · [bernstein.hashnode.dev](https://bernstein.hashnode.dev/1101-through-1106-the-shipped-things?utm_source=hashnode&utm_medium=feed) [May 11](https://hashnode.com/posts/1101-through-1106-the-shipped-things/6a01d63cc3a27807b77a8dd5) ### [Shipping the orchestrator onto someone else's box](https://bernstein.hashnode.dev/shipping-the-orchestrator-onto-someone-elses-box?utm_source=hashnode&utm_medium=feed) This is the on-prem / regulated-deployment notes for 1.10 — mTLS cluster mode, signed lineage records, air-gapped install, a capability gate against the lethal-trifecta exfiltration class. If you're looking for "how to install it on my laptop," that'... 8 min read · [bernstein.hashnode.dev](https://bernstein.hashnode.dev/shipping-the-orchestrator-onto-someone-elses-box?utm_source=hashnode&utm_medium=feed) [May 11](https://hashnode.com/posts/shipping-the-orchestrator-onto-someone-elses-box/6a01d046bda17da10943d542) ### [Orchestration primitive or desktop ADE? Choosing your multi-agent coding layer in 2026](https://bernstein.hashnode.dev/orchestration-primitive-or-desktop-ade-choosing-your-multi-agent-coding-layer-in-2026?utm_source=hashnode&utm_medium=feed) The multi-agent coding category split into two shapes: desktop ADEs you download and open, and orchestration primitives you import. When to reach for each, and why both can live in the same stack. 5 min read · [bernstein.hashnode.dev](https://bernstein.hashnode.dev/orchestration-primitive-or-desktop-ade-choosing-your-multi-agent-coding-layer-in-2026?utm_source=hashnode&utm_medium=feed) [Apr 21](https://hashnode.com/posts/orchestration-primitive-or-desktop-ade-choosing-your-multi-agent-coding-layer-in-2026/69e78803cad495f1f44e07e5)