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
Xbox Game Studios Chief Steps Down as Layoffs Loom and Compulsion Games Shuts Down
Xbox Game Studios head Craig Duncan is stepping down just 20 months into the role, alongside chief of staff Louise O'Connor, as Microsoft's gaming division prepares another round of mass layoffs. Compulsion Games, the studio behind 2025 critical hit South of Midnight, is also being shut down.
Jun 14, 2026
Meta Engineers Call AI Unit a ‘Gulag’ as Zuckerberg Admits Mistakes
Meta funneled 6,500 engineers into a new Applied AI unit three months ago. Now workers call it 'the gulag,' a livestream was hijacked by a furious employee, and Mark Zuckerberg is in damage-control mode, admitting the company made mistakes and ruling out more layoffs for 2026.
Jun 11, 2026
Microsoft Xbox Plans Major Layoffs as New CEO Orders 'Reset'
Microsoft's Xbox division is planning significant job cuts next month under new CEO Asha Sharma, who warned the business needs a sweeping reset after spending $20 billion over five years while annual revenue fell by nearly half a billion.