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News

DEV Community
dev.to > courtgpt > building-production-rag-systems-lessons-from-67m-legal-records-54k5

Building Production RAG Systems: Lessons from 6.7M+ Legal Records

17+ min ago   (236+ words) When I built CourtGPT.ai to serve every US statute and case law, I learned a lot about what works (and what really doesn't) when taking RAG systems from demo to production. Here's what 18 months of running 6.7M+ legal records at…...

DEV Community
dev.to > mxhlix > specs-rot-running-code-doesnt-how-i-restructured-my-ai-agent-skills-around-live-references-2eae

Specs rot. Running code doesn't. How I restructured my AI agent skills around live references

37+ min ago   (493+ words) When I started having Claude Code build new web tools, I handed it abstract specs: design conventions, component rules, forbidden patterns. It would read the spec, produce something plausible, and stop at 80% quality. The remaining 20% took rounds of corrections. After…...

DEV Community
dev.to > susiewang > the-most-useful-support-agent-is-the-one-that-cannot-send-4bdn

The Most Useful Support Agent Is the One That Cannot Send

30+ min ago   (1000+ words) An AI support demo can look complete after one successful exchange: a message arrives, the model chooses a tool, and a polished answer appears. Would you let it send that answer to a real user? That tension is not evidence…...

DEV Community
dev.to > saurav_bhattacharya > right-tool-wrong-arguments-the-agent-failure-your-evals-wave-through-2lf0

Right Tool, Wrong Arguments: The Agent Failure Your Evals Wave Through

58+ min ago   (480+ words) Your agent picked the correct tool. It routed to refund_order when the user asked for a refund. Your eval suite went green. And then it issued a $4,200 refund on order #0 because the argument extraction fumbled and defaulted the ID to zero....

DocsBot
docsbot.ai > models > compare > kimi-k3 > gpt-5

Kimi K3 vs GPT‑5 - Detailed Performance & Feature Comparison

4+ hour, 22+ min ago   (254+ words) Get a detailed comparison of AI language models Moonshot AI's Kimi K3 and OpenAI's GPT‑5, including model features, token pricing, API costs, performance benchmarks, and real-world capabilities to help you choose the right LLM for your needs. Kimi K3 is Moonshot AI's…...

DocsBot
docsbot.ai > models > compare > kimi-k3 > gpt-5-2

Kimi K3 vs GPT‑5.2 - Detailed Performance & Feature Comparison

3+ hour, 40+ min ago   (243+ words) Get a detailed comparison of AI language models Moonshot AI's Kimi K3 and OpenAI's GPT‑5.2, including model features, token pricing, API costs, performance benchmarks, and real-world capabilities to help you choose the right LLM for your needs. Kimi K3 is Moonshot AI's…...

DocsBot
docsbot.ai > models > compare > gpt-realtime-2-1-mini > kimi-k2-6

GPT-Realtime-2.1 Mini vs Kimi K2.6 - Detailed Performance & Feature Comparison

5+ hour, 12+ min ago   (183+ words) Get a detailed comparison of AI language models OpenAI's GPT-Realtime-2.1 Mini and Moonshot AI's Kimi K2.6, including model features, token pricing, API costs, performance benchmarks, and real-world capabilities to help you choose the right LLM for your needs. GPT-Realtime-2.1 Mini is…...

DeepLearning.AI
community.deeplearning.ai > t > exceed-current-quota > 894125

Exceed Current Quota - Course Q&A / Agentic AI

7+ hour, 41+ min ago   (223+ words) I’m progressing through the Agentic AI course, and I’m at the final module - Module 5. In the ungraded lab for Customer Service Agent, I want to execute the code to see what the LLM generates, and I’m getting an error about…...

DeepLearning.AI
community.deeplearning.ai > t > print-llm-response-is-not-a-built-in-function > 894128

Print_llm_response is not a built-in function - Course Q&A / AI Python for Beginners

5+ hour, 4+ min ago   (85+ words) Print_llm_response is not a built-in function DeepLearning.AI Print_llm_response is not a built-in function You have selected 0 posts. post by Faks 4 hours ago I am new here. I was trying the extra exercises in week 1 of AI Python for Beginners. I was…...

KuCoin
kucoin.com > news > insight > BTC > 6a65498e24f1c7000709b23a

2.8 trillion parameters. 1 million token context. Native mul

2+ hour, 31+ min ago   (76+ words) KuCoin 2.8 trillion parameters. 1 million token context. Native multimodal. Kimi Delta Attention delivers up to 6.3x faster decoding at million-token context, cutting KV-cache memory by up to 75% along the way. Attention Residuals deliver roughly 25% higher training efficiency at under 2% additional compute cost....