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News
Deterministic Robots, Agentic Reasoning: Balancing Reliability and Flexibility in Software Test Automation
20+ min ago (475+ words) August 18, 2026 by Scott Robohn Summary: Scott Robohn explores how UiPath Test Cloud mitigates the “release gap” caused by rapid, AI-driven development by offering a platform that blends a combination of deterministic automation, AI agents, and human oversight. Drawing on his…...
TestMu AI Launches Agent Assurance to Verify AI Agents Before They Ship
36+ min ago (174+ words) Alongside pass and fail, Agent Assurance reports a third verdict, unable to verify, excluded from the pass rate and published as a number: the assurance gap. Every result in a report is one that was actually observed, and because the…...
z-ai/glm-5.3-free | ZenMux AI Model Routing
8+ hour ago (114+ words) Route requests across multiple providers. Copy a provider slug to set your preference. Direct request success rate on AI Gateway and per-provider. P50 throughput on live AI Gateway traffic, in tokens per second (TPS). P50 time to first token (TTFT) on live…...
Claude Opus 5 Is Smart Enough to Make Simple Tasks Harder
6+ hour, 41+ min ago (757+ words) A developer asked Claude Opus 5 to fix a broken sitemap. What came back was a full site rebuild: a new color palette, rewritten copy, replaced images, a broken animation, and the only backup of the original files deleted in the…...
Claude Fable 5 vs Grok 4.6 vs DeepSeek V4 [2026]
4+ hour, 35+ min ago (768+ words) The short version: pick Fable 5 when accuracy on hard coding tasks matters more than cost, pick Grok 4.6 when you need agentic tool use and image input at a mid-range price, and pick DeepSeek V4-Flash when you’re running high-volume production workloads…...
Agentic AI vs. generative AI: What's the difference?
21+ hour, 34+ min ago (1307+ words) Generative AI creates content, while agentic AI completes tasks. Generative AI responds to prompts by producing text, images, code, audio, or other content. Agentic AI goes further by planning how to achieve a goal, using external tools, making decisions throughout…...
Zero to Agent in 30 Minutes: From Prompting to Loop Engineering with Ofer Mendelevitch
5+ hour, 55+ min ago (226+ words) With the O’Reilly learning platform, you get the resources and guidance to keep your skills sharp and stay ahead. Try it free for up to 14 days. Join a live online event on the O’Reilly platform to learn from the experts…...
Your verifier will be gamed by the thing it verifies
1+ hour, 12+ min ago (702+ words) Two agents finish the same task and report back. Fixed. The migration now handles null values. It wrote the code. It never ran it. Fixed. Added a null-handling layer, refactored the migration runner into a strategy pattern, and introduced a…...
Moving from AI-Assisted Engineering to AI-Agentic Software Engineering
1+ hour, 24+ min ago (392+ words) The rise of AI coding assistants has transformed how developers write software. Tools like GitHub Copilot, ChatGPT, Claude, and Gemini have significantly improved developer productivity by helping generate code, explain concepts, and automate repetitive tasks. However, the industry is now…...
I measured what code mode actually saves: 65,500 tokens vs 226
1+ hour, 26+ min ago (548+ words) Cloudflare named code mode in September 2025, resting it on one line: "LLMs are better at writing code to call MCP, than at calling MCP directly." The follow-up post put a number on it — an entire 2,500-endpoint API in about 1,000 tokens....