Updated Jun 9
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.
tech industry
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.
tech industry
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.
tech industry
Related News
Jun 18, 2026
Elastic Agent Memory Demo Shows Why Long Context Is Not Enough
Elastic published an open-source agent memory demo that turns long-running AI context into a search and retrieval architecture problem.
agent-memoryelasticsearchai-agents
Jun 15, 2026
OpenAI Acquires Ona to Add Persistent Cloud Execution to Codex
OpenAI has agreed to acquire Ona, bringing persistent cloud execution environments to Codex so developers can run AI agents that continue working for hours or days without being tied to a single machine.
openai-codexona-acquisitioncloud-execution
Jun 12, 2026
OpenAI Buys Cloud Startup Ona So Codex Can Run Tasks While Your Laptop Is Closed
OpenAI is acquiring German cloud startup Ona to give Codex persistent cloud environments where AI agents can run multi-step coding tasks across hours or days — even when your laptop is shut. Codex now has over 5 million weekly active users.
openaicodexona-acquisition