Aug 21, 2026
How to Benchmark LLMs: Five Mistakes That Skew Your Results
Most in‑house model comparisons are run in a way that guarantees a misleading answer. Not a wrong one exactly, and rarely a dishonest one. Just an answer that would have come out differently if the person running it had pressed enter a second time.
Aug 19, 2026
AI Agent Development Services: How instinctools Approaches the Work
AI Agent Development Services at instinctools: How the Work Gets Done Meta description: How instinctools approaches AI agent development services — discovery, tool layer engineering, evaluation cycles, monitoring, and knowledge transfer that produces lasting capability.
Aug 14, 2026
Infrastructure for Continuous Web Data Collection
A one‑off scrape is a weekend project. Running the same collection job every hour for three years is an infrastructure problem, and most teams underestimate how different those two things are. Continuous collection breaks in ways that batch jobs don't. Sites redesign their markup, rate limits tighten overnight, and the IP pool that worked in March gets flagged by June. The stack has to absorb all of it without a human watching the logs. Here's what the working parts look like when a pipeline actually holds up.
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Jun 16, 2026
SpaceX IPO Makes Musk First Trillionaire as AI Megadeals Reshape the Company
SpaceX pulled off the largest IPO in history at $85.7 billion, vaulting Elon Musk to a $1.3 trillion net worth and making him the world's first trillionaire. But the real story is what the company is becoming: newly revealed AI infrastructure deals with Google and Anthropic, worth over $2 billion per month, position SpaceX as a major hyperscale AI data center provider -- not just a rocket company.
Jun 13, 2026
SpaceX Colossus AI Compute Goes to Anthropic After Internal Struggles
SpaceX rented out its massive Colossus 1 data center to Anthropic after its own Grok AI teams couldn't overcome latency issues connecting the Memphis facility to two other sites. The deal gives Anthropic 220,000 Nvidia GPUs and 300+ megawatts of capacity to handle surging demand for Claude.
Jun 10, 2026
Google Backstops $35 Billion Chip Deal to Keep Anthropic Running on Its TPUs
Google has agreed to backstop lease payments for a $35 billion chip financing deal that keeps Anthropic running on its custom TPUs across five U.S. data centers, deepening the financial entanglement between two companies that are also AI competitors.