Updated Apr 28
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.
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Apr 28, 2026
OpenAI Symphony Turns Linear Boards Into Autonomous Coding Agent Orchestration
OpenAI released Symphony, an open-source orchestration spec that turns Linear issue trackers into control planes for autonomous Codex agents. Teams report a 500% increase in landed PRs, and the framework now supports multi-model runtimes beyond Codex.
openai-symphonycodex-orchestrationai-coding-agents
Apr 27, 2026
Claude Managed Agents Get Persistent Memory in Public Beta
Anthropic has launched persistent memory for Claude Managed Agents in public beta, enabling AI agents to learn across sessions. Early adopters like Rakuten report 97% fewer errors and 27% lower costs. Here's how the filesystem-based memory layer works and what it means for builders.
claude-managed-agentsanthropic-agents-memoryai-persistent-memory