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.
Agentic AI Needs a Flight Plan: Open Training (Orchard) Meets Multi‑Level Evaluation (CLEAR)
We’re rushing to build autonomous agents that can act—buy, deploy, browse, code—while still evaluating them like they’re chatbots. Orchard and Agentic CLEAR are two fresh signals that the …
MolmoAct 2 and the New Robotics Arms Race: Open Action Data
Robotics isn’t stuck because robots are dumb—it’s stuck because action data is scarce, expensive, and locked up. Ai2’s MolmoAct 2 is a loud, practical push toward an open, …
GPT‑5.5 + Workspace Agents: The Agent Era Just Got Boring (and That’s Good)
OpenAI’s GPT‑5.5 release and ChatGPT Workspace Agents launch are less about “smarter chat” and more about turning agents into governed, priced, auditable infrastructure. The hype is cooling—and that’s …
Dylan Carter's Fatal Tesla Crash Is Evidence In The Fixed-Object Pattern
Dylan Carter's fatal Tesla crash is a close match to the fixed-object departure pattern our Tesla report has been isolating: road departure, pole impact, fence impact, rollover, and …
Nature Built a 100× Telescope: Lensed Supernovae Are Having a Moment
A newly reported strongly lensed Type II supernova (SN 2025mkn) is a reminder that the universe sometimes hands us better optics than our hardware budget. The payoff: sharper …
DESI Just Finished the Biggest 3D Map of the Universe — Here’s the DevTools Lesson
DESI completed its planned 5-year survey and produced the largest high-resolution 3D map of the universe. The headline is cosmology, but the quiet flex is systems engineering at …
Swarm Autonomy’s Real Bottleneck: Energy-Aware Networking in GNSS-Denied Flight
A new open-access UAV swarm study reports a 22.7% energy reduction by co-optimizing comms topology and edge-AI navigation under GNSS-denied conditions. That’s not a benchmark flex — it’s …
AI Agent Skills Are Becoming the New Package Registry Nightmare
Open-source agents are racing toward “set it and forget it” autonomy — and their skill/plugin ecosystems are turning into a supply-chain breach waiting for a convenient weekend. Here’s …
AI Agents Are Growing Up: Benchmarks Are Finally Becoming Job-Shaped
The agent hype cycle is colliding with something boring and wonderful: measurement. AgencyBench and APEX-Agents are two signs that “agentic” is becoming an engineering discipline, not a tweet …