groundy

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infra

Running Kimi K3 From SSDs on a MacBook Pro: The Storage Tradeoff

Deltafin streams Kimi K3 weights from SSDs to run on 64 GB Macs, but self-reported benchmarks vary widely, limiting it to batch workloads rather than interactive use.

6 min
models

Can You Trust LLM Confidence Scores? Verbalized vs Logprob Signals

infra

Speculative Decoding on AMD GPUs: What vLLM's Speedup Actually Costs

infra

Cloudflare Runs Nearly 9 in 10 European CDNs: The Concentration Problem

  1. industryMistral's €3B Raise and the Real Cost of Sovereign AI for European Enterprises
  2. policyWhy English-Only LLM Red Teaming Misses Indic-Language Jailbreaks
  3. policyWhy Chain-of-Thought Monitoring Misses Hidden LLM Reasoning
  4. industryChatGPT Ads Change the Economics of AI Search Visibility
  5. modelsFP8 vs MXFP4 vs BF16: Why Your Quantized LLM Disagrees Across GPUs
  6. devtoolsClaude Code vs TERMy: When Terminal Help Needs No Model
  7. infraRunning Local LLMs on a $60 Used GPU: What AMD's BC-250 Can and Can't Do
  8. infraPrivate Vector Search vs TEEs: Can RAG Retrieval Be Outsourced Safely?
  9. devtoolsDo LLMs Spread Reasoning Like a Virus? Code Review in a Monoculture
  10. devtoolsGPT-5.6 Is Now Microsoft 365 Copilot's Default: Seat Budgets Can't Assume a Stable Model
  11. modelsRunning a 104GB LLM on a 48GB Mac: What Expert Streaming Costs
  12. infraRunning LLMs in the Browser: Can Privacy Be Verified Instead of Promised?
  13. infraDoes Cloudflare's Adaptive Intelligence Change the Bot Defense Build-vs-Buy Math?
  14. policySafety RL Can Backfire: Why the Training Environment Decides the Direction
  15. devtoolsDo LLM Users Get Better With Practice? What Longitudinal Chat Logs Show
  16. industryOpenAI Caps Microsoft Revenue Share: The Azure Buyer's Renegotiation Guide
  17. modelsGPT-6 Astra on ARC-AGI-3: What the Agentic Score Actually Measures
  18. devtoolsRunning the React Compiler in Vite: Memoization Without useMemo
  19. devtoolsTcl/Tk vs Electron for Internal Tools: GUIs Without a Browser Engine
  20. infraCloudflare Compresses Its Cache With Zstandard: The Storage-vs-CPU Trade
  21. policyGoogle Play vs GitHub: How Each Handles Baseless AI Copyright Claims
  22. agentsLangGraph vs CrewAI vs AutoGen: Which Python Agent Framework to Pick
  23. agentsClaude Code Auto Mode Is Broken: What to Gate Before Running Opus 5 Unattended
  24. modelsDeepfake KYC Fraud: Tamper-Resilient Watermarks That Recover the Original Face
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