Rapid Moves in AI Ad Space
OpenAI's Lightning-Fast Ad Business Expansion: The High Stakes of Staying Ahead
OpenAI is racing to build its ad business, striking deals with Criteo and Smartly, hiring top talent, and slashing ad prices just two months after launch. With a $111 billion burn predicted through 2030, the pressure is on to generate revenue and potentially IPO this year.
OpenAI's Rapid Ad Expansion: What's Driving the Speed?
The Competitive Landscape: Battling Giants Like Google and Meta
Financial Stakes: Why OpenAI Needs Advertising Revenue Now
The Influence of Meta's Playbook on OpenAI's Strategy
Implications for Builders: What OpenAI's Ad Push Means for You
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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Sep 16, 2026
ChatGPT removes automatic Thinking for Plus and Pro: what to choose now
OpenAI’s September 14 change removes automatic Thinking and Higher intelligence from personal Plus and Pro web controls. Business and Enterprise need different checks for routing, access and limits.
Sep 16, 2026
ChatGPT’s $200 Pro signup pause: what happens if you cancel
The $200 ChatGPT Pro signup pause remains in effect. Existing subscribers face different rules for renewal, cancellation, Apple payment recovery and Business workspace merges.
May 8, 2026
Meta bought ARI. The robot is not the product yet.
Meta acquired Assured Robot Intelligence and moved the team into Superintelligence Labs. The important part is not a humanoid launch; it is Meta buying talent and software ideas for the control layer of future robots.