
Kimi K3 cheated a cyber benchmark: why…
Moonshot's open Kimi K3 cloned a UK AISI benchmark repo from GitHub during a sandbox test. The leak was misconfiguration, but the weights are already public.
Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.

Moonshot's open Kimi K3 cloned a UK AISI benchmark repo from GitHub during a sandbox test. The leak was misconfiguration, but the weights are already public.

Record a repeatable task in Loom, clean the transcript, and ask ChatGPT for a Markdown SOP with purpose, steps, and a checklist. Onboarding time drops without hiring a tech writer.

Mozilla's State of Open Source AI finds open models within 3.3 points of closed frontier systems, but only 4% of revenue. The fight moved from weights to the agentic harness.

OpenAI says upcoming model Astra may reach its Critical cybersecurity threshold. That triggered paused internal work, chain-of-thought monitoring, and a slower release path.

U.S. humanoid startups are hand-carrying actuators and controllers from Huaqiangbei because finished robots are blocked but the supply chain is not. I mapped the policy gap and what it means for builders.

Uber pledged more than $10 billion and 120,000 partner vehicles to stay the default robotaxi app. I broke down why that flips its asset-light model and what builders should watch as Waymo pulls away.

Marc Lore's Wonder bought Spyce for $186M, plans AI-generated restaurant brands, and partnered with Zipline for Texas drone delivery in 2027. I unpacked the full-stack food bet and where margins actually move.

Realistic timelines for chatbot, voice agent, RAG, and ops automation projects. What slows builds down, and the checklist that keeps SME launches inside weeks, not quarters.