Simplest way to try out json api with Java 28 jbang gist.github.com/jbangbot/b80…

Maintaining two unofficial #Java SDKs for fast-moving AI APIs used to mean hours of manual spec diffing. Now, Google @antigravity automates my developer workflow every Monday at 9:00 AM via scheduled automations, with 2 Human-in-the-Loop gates! 🤖☕ Here is the setup 🧵👇

Are your AI subagents drowning in too many tools? 🛠️ By default, subagents inherit every active MCP server. This leads to context window bloat and degraded agent reasoning. I wrote a guide on how to isolate your subagents' context in @antigravity using: 🤝 Shared Plugin Servers 🛡️ Filtered Global Servers 🔒 Private Inline Servers ⚙️ Tool-Level Filtering Keep your subagents lean, focused, and equipped with only the tools they need. Read the full guide here 👇 linkedin.com/pulse/agent-plu… #AgenticEngineering #AI #AgentPlugins

Yes! For example, I developed this CLI & library to handle my 64x64 LED screen, and #Antigravity took care of the reverse engineering of the protocol & web API: github.com/glaforge/jixoo It's very powerful!

Yeah, in a way! I wouldn't develop & maintain those libraries otherwise. So it's actually more like extra work & contributions, than to really automate more of my existing work.

Indeed, agents are really good at that. They are also excellent at reverse-engineering!

This morning, both automations spotted upstream updates, implemented the changes after my plan review, and helped me ship v2.1.1 & v0.3.3 before 10:00 AM! Full walkthrough & configs: 👉 glaforge.dev/posts/2026/11/0…

I inspect the final git diff, push to main, manually trigger the Maven Central release via @JReleaser.

Gate 2️⃣: Review the accomplished work before release. Once approved, the agents update the code, deprecate removed schemas safely, write parity unit tests, and run ./mvnw test.

Human-in-the-Loop (with 2 human gates) 🛡️ I don't let unattended cron agents push code or publish artifacts on their own: Gate 1️⃣: Review the implementation plan. The 9 AM run stops after diffing & planning. Over coffee, I review the proposed changes before clicking Proceed.

2️⃣ My unofficial #Antigravity SDK for Java (checks PyPI wheels, native Go localharness & Protobufs): glaforge.dev/posts/2026/07/3…

The 2 projects audited every Monday: 1️⃣ My #Gemini Interactions API Java SDK (diffs the upstream OpenAPI spec): glaforge.dev/posts/2026/06/2…

Using /automation (or the Automations panel), you define a cron schedule (sidecar.json) that spins up a fresh agent session on a recurring cadence. Every Monday at 9 AM, 2 background agents wake up in my SDK workspaces & follow the AGENTS.md runbooks.

Le problème avec les cannelés que j'achète quand j'ai la chance de parler à @bdxio, c'est qu'ils ne restent pas longtemps dans la boîte, même quand j'en prends une grande ! Merci @LaToqueCuivree !

Built your own token optimizer? Fair. Measure it on total task cost, against a clean run. Some tricks break the prompt cache and raise the bill. Tokenade reduces token costs by 39% on average on long sessions (THOL, Sept 14). github.com/pi-infected/token…

[🇫🇷 version FR👇] A look back at atmospheric reentry, a rollercoaster both physically and emotionally! 🎥 @esa Retour sur les sensations fortes de la rentrée atmosphérique, tant dans le corps que dans la tête ! #εpsilon • @esaspaceflight • @ESA_fr • @Space_Station

And by the way, I've updated my blog post to mention your scorer 😉

Cool 😎 Thanks for the recommendation 🙏 I've implemented some extra checks as per your scorer's recommendations. I went from 66 to 88! But I can't get to 100 as I don't have control on the headers, as it's hosted on GitHub Pages.

🎃 Looks like today, #GitHub is featuring #halloween colors! 👻 🧙‍