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Optimizing LLM for Audio Analysis with Low Latency
Real-time audio analysis demands more than accurate transcription. It requires pipelines that ingest…
Durable approval is not the same as valid approval
A few weeks ago we shipped a general command tool for a local agent, with a deny-list in front of it…
OpenAI Treats Astra as Its First Critical Cybersecurity Model Under Preparedness Rules
OpenAI is treating its upcoming Astra model as its first critical cybersecurity model under the comp…
131 Tests, 4 Layers, $00.03/Run: My AI Agent Eval Harness
Originally published on AIdeazz — cross-posted here with canonical link. I shipped a production AI …
The slot machine workflow is the real vibe coding problem
There's a lot of debate going on right now about whether Artificial Intelligence can write good code…
Stop Eyeballing Prompt Changes: Eval-Driven Prompt Dev With a Matrix and a Regression Gate
The default way to iterate on a prompt is to tweak it, run the one input you happen to care about, s…
Agents can generate results — but on what authority do we accept delivery?
30-Second Overview MCP connects agents to tools. A2A connects agents to agents. AgentTeams orchest…
Google Adds Notebooks to Gemini, Bringing Source-Backed Projects Into Its AI App
Google has announced Notebooks in Gemini, a new feature that turns the Gemini app into a more persis…
The Future of Edge AI in Mobile Apps
Mobile applications are evolving rapidly, and the future of mobile technology is heavily intertwined…
Industrial Emissions Monitoring: Why Reliable Data Matters
When an industrial facility talks about emissions, the conversation often starts with compliance. B…
WordPress 6.9.5 Urgent Patch: Unauthenticated RCE, $2.71B Web3 Losses, and Extreme Bearish Sentiment
🔗 Live Dashboard: autonomous-portfolio-2026.live 📢 Telegram: t.me/AII2026futher Today's H…
Measure pass-all-k, not accuracy: a reliability harness in 60 lines
Run this against whatever you already have. `from collections import Counter def pass_all_k(run, t…