Cua Perception parses custom windows locally on CPU in 2.0s via OmniParser and PP-OCR. Switching from raw coordinates to discrete IDs stops GUI drift.
Agent Swarms & Harnesses
26 Articles in this Category
Multi-agent orchestration, Computer Use protocols, context compaction algorithms, and autonomous repository management.
Google DeepMind and Kaggle have opened registration for the Gemma 4 Developer Agent Competition, offering a $110,000 prize pool with $10,000 specialist bounties for offline coding agents on consumer hardware.
OpenShell mediates agent access; Sentry adds an out-of-band hardware watchdog. NVIDIA describes quarantine in milliseconds, not a verified 850µs result.
Why 2027? Chaining GPT-6 Astra or Opus 5.5 into revenue loops burns more compute than it earns. Inside Logan Kilpatrick’s laws of expansion and agent profit margins.
OpenAI announced Dots on September 29. Its documented goals, app access and approval rules replace earlier speculation about filters and biometric controls.
Meituan’s new preview targets long-running work across coding tools, browsers and visual interfaces. The launch specifications are…
Australian Prime Minister Anthony Albanese confirmed during bilateral meetings in New York that an internal OpenAI research…
Whiteboard AST diffs, Cursor Rollouts production bots, and Gemini CLI 0.61 safeguards ignite a post-IDE agent revolt as DHH declares pencils down.
Claude Sonnet 5.5 leaks reveal Anthropic’s roadmap. See Theo’s GPT-6 Astra audit, the 4.4x token bloat trap, and Jev routing cutting agent costs by 80%.
Azure’s PlaygroundConfig.json leaked GPT-6 Astra Minor. Here is the forensic analysis of its Daybreak Blue cyber role, agent economics, and specs.