mager-bench 1.1: make the model find the bug
Astra scored 9.3 on mager-bench. Version 1.1 retires three easy tasks and introduces Counterexample Lab: compact regression tests scored against eight faulty ledgers.
Read the storyMy OpenAI API key was out of credits, but the local Codex CLI was already signed in to ChatGPT. I added a headless provider to mager-bench and ran GPT-5.6 Sol through all…
Astra scored 9.3 on mager-bench. Version 1.1 retires three easy tasks and introduces Counterexample Lab: compact regression tests scored against eight faulty ledgers.
Read the storyTesting TypeSafe's Jev through Vercel AI Gateway, putting it inside a decision-heavy skill, and building a matchup reader for my reputation-based sports picks app.
What changed when I could text an agent from iMessage: everyday cleanup, questions worth following up on, and the trust that makes casual delegation possible.
Define your agent in a directory, deploy it to Vercel's cloud with one command, and access it from anywhere. Months in, Eve has grown a platform around that model — capability registry, sandbox, subagents, agent-to-agent calls, MCP, evals — and my agent is still live, driven remotely from the eve TUI.
I'm moving off single-provider AI subscriptions toward a stack of parts — Eve for agents, Vercel AI Gateway as the primary model access and billing layer with no-markup provider pricing, and OpenCode Go kept as the fallback — and the enterprise version of that stack is the real product.
tmux is a 2007 terminal multiplexer that turns out to be the most native orchestration layer AI agents have: one session per agent, driven by any principal — human or model — with send-keys and capture-pane. No SDK, no plugin, no vendor lock-in; Claude, Codex, and OpenCode all speak it out of the box.
Vercel Labs shipped fx — a ~6MB, Zig-written coding agent that cold-starts in 10µs, speaks ACP, mounts MCP servers, and prints JSON. It's not a hosted service; it's a runtime you embed. Here's what it is, where I'd put it in my always-on harness, and how a large logistics operator would use it.
Recipes I come back to.
Ingredients I get curious about.
I picked up euglena powder on Ishigaki — a single-celled organism that's part plant, part animal, packed with vitamins, minerals, and omega-3s — and the package had a yogurt recipe on it. Here's my yogo parfait take, plus why euglena is amazing.
Blistered cherry tomatoes and garlic collapse into a full pasta sauce in twenty minutes — no peeling, no seeding, finished with butter and pasta water.
A five-ingredient Japanese-style spaghetti — butter, tamari, and parmesan tossed with hot pasta and finished with green onion. The wafu pasta I kept eyeing in Tokyo, made at home in ten minutes.
Hanshin Tigers vs. Chunichi Dragons at Koshien Stadium — the right-field cheering section, uriko beer vendors, 7th-inning balloons, and a walk-off home run to win it.
We missed the original ticket sale, got rescued by a tour, and spent an afternoon learning how much more fun sumo is when someone helps you understand what you're watching.