Shipping notes from the team building the platform.
Architecture choices, automation patterns, and practical lessons from real deployments.
Stop Shipping Vibes: Specs-to-Evals Is Finally Winning for AI Agents
Agents don’t fail because they’re “dumb.” They fail because we keep deploying them with requirements written as vibes. Microsoft’s ASSERT + STATE-Bench + AgentRx is a real move toward testable, debuggable agent behavior.
AI’s Next Bottleneck Isn’t Compute—It’s Light (and It’s Finally Getting Good)
Two signals hit at once: fiber-like low-loss photonic chips in the lab, and silicon photonics going truly high-volume for hyperscaler AI interconnects. The takeaway: the next era of …
MCP Is Becoming Agent Infrastructure—So Let’s Talk Security, Not Hype
Interoperability for AI agents is moving from buzzword to plumbing. MCP’s spread is exciting—but it also collapses the boundary between “model mistakes” and “system compromises,” and we should …
Moltbook Is a Gift-Wrapped Threat Model for Agentic AI
An AI-only social network sounds like sci-fi — until it becomes a live-fire exercise in prompt injection, attribution collapse, and ‘vibe-coded’ security debt. Here’s what Moltbook/OpenClaw is really …
GEMINI Turns Cells Into Time-Lapse Loggers (Nature, Mar 3 2026)
A new Nature paper describes GEMINI: a genetically encoded recorder that grows inside living cells and captures signaling history as time-resolved patterns. Biology is starting to look like …
Robots Are Learning to Skateboard—and It’s a Serious Test of Physics-Aware RL
Two new arXiv papers treat skateboarding as a hybrid dynamics problem instead of a viral demo. The result: a clearer recipe for building robot learning systems that don’t …
CDG-2: The Galaxy We Found By Its Globular Clusters (Not Its Stars)
Astronomers just validated an “almost dark” galaxy in Perseus that’s basically all gravity and barely any light. It’s a reminder that the universe doesn’t care whether our sensors …
Chandra Just Imaged a “Sun Bubble” Around Another Star (and It’s a Big Deal)
Astronomers captured the first clear X‑ray image of an astrosphere around a Sun‑like star—essentially a heliosphere analog that shapes radiation environments for planets. This is the kind of …
Alshival, but Self-Hosted?
Alshival, unleashed in your cloud environment, on your infrastructure, or on your raspberry pi.
A Pulsar Whisper Near Sagittarius A*: The Missing-Clocks Problem at the Milky Way’s Core
A Breakthrough Listen survey turned up an intriguing millisecond pulsar candidate toward the Galactic Center—then it vanished. That’s not a failure; it’s a clue about what the Milky …