Wiring up a phone agent looks like a weekend project. Twilio Media Streams gives you a WebSocket with raw audio, you push it into a streaming STT, you feed the transcript to an LLM, you stream the reply into a TTS and send the bytes back. A few hundred lines.
Large language models have enormous context windows now. That does not mean they use all of that context reliably. As prompts grow, models can miss details, lose track of relationships, or produce plausible summaries instead of doing the exhaustive work a question requires.
DeFi recorded 99 hacks in the second quarter of 2026, more than any quarter on record in DeFiLlama's database. Real-world tokenized assets in use inside DeFi protocols have since climbed to nearly $3. 97 billion, a fresh all-time high.
Heart of Midlothian agree a deal to sell Greece winger Alexandros Kyziridis to a Turkish club for a fee of around £1. 7m.
Why Fewer, Better-Chosen Chunks Beat a Bigger, More Expensive Model For a while, my retrieval setting was top_k = 10 . It felt responsible. If I only pulled back 3 chunks and the right one wasn't among them, the answer would be wrong for a reason that had nothing to do with the model.
Heart of Midlothian agree a deal to sell Greece winger Alexandros Kyziridis to a Turkish club for a fee of around £1. 7m.