sandbox-mcp provides a CLI that boots a clean Windows 11 Sandbox, copies a build, runs tests, screenshots, and deletes the machine in about 35 seconds. It works as an MCP server for AI agents and as a local command-line tool.
Key points
sbx run boots a fresh sandbox in 14.9 s and completes a test run in 37.4 s.
Windows Sandbox runs only on Windows Pro, Enterprise or Education; Home and Server editions cannot use it.
Sources
- Original post
- sandbox-mcp - Linked page
Shinkei AI robot spikes fish brains to extend shelf life 3x
Shinkei uses an AI-controlled robot to drive a spike through a fish’s brain and cut near the gills in about 7 seconds, preserving flavor and extending shelf life up to three times. The system identifies species, locates brain and gills, and then places the fish in an ice slurry for blood drainage.
Key points
Robot processes a fish in about 7 seconds.
Fish treated by the robot can last up to 3 × longer.
Sources
Confident AI eval runs typical size 10 cases, noise stats
Confident AI teams usually run 10 test cases per eval, with 1 in 5 teams ever running 50 or more and 1 in 7 ever running 100. At a 90% pass rate the noise is about ±19 points for 10 cases, ±8 for 50, and ±6 for 100.
Key points
Typical eval run size: 10 test cases.
1 in 5 teams ever ran 50 or more cases; 1 in 7 ever ran 100 cases.
Noise at 90% pass rate: ±19 points with 10 cases, ±8 with 50, ±6 with 100.
Sources
Airbnb bookings daily count and AI agent traffic
Airbnb reports about 500k bookings each day and notes “very non-material” traffic from Muse/Instinct. Users browse dozens of listings and view 25+ photos on average.
Key points
Bookings per day: ~500k
Traffic source described as “very non-material” from Muse/Instinct
Average user looks at dozens of listings and 25+ photos
Sources
Aaronson-Ambainis conjecture proof announced
Aaronson-Ambainis conjecture proof announced by Physical Superintelligence PBC, claiming major implications for quantum computing speedup. Recent papers on quantum speedups requiring structure are cited.
Key points
Physical Superintelligence PBC announced a proof of the Aaronson-Ambainis conjecture.
Papers cited: “Quantum Speedups Require Structure or Depth” and “Parallel Quantum Advantage with Limited Adaptivity Requires Structure.”
Sources
- Original post
- arxiv.org - Linked in the post
- arxiv.org - Linked in the post
Simple Analytics for Kotlin announced for Compose
Simple Analytics for Kotlin is a new library that brings SimpleAnalytic simplicity to Compose apps. The author built it to reuse across apps and shared the GitHub repository.
Key points
Library: Simple Analytics for Kotlin
GitHub repository provided for reuse across apps
Sources
Founder's Muhurat Khata launches Diwali startup ledger
Founder's Muhurat Khata is a new Diwali-themed ledger for startups that lets founders record milestones, principles and gratitude. It includes an opening capital entry of ₹ 1.25 / $1.25 and can be downloaded as a PDF.
Key points
Launch URL provides the tool for founders to write milestones, Shubh, Labh and gratitude entries.
The first entry credits opening capital of ₹ 1.25 / $1.25 as “SHREE MAHALAKSHMI SADA SAHAYATE”.
Sources
- Original post
- THE FOUNDER'S MUHURAT KHATA - Linked page
