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devtools

Vercel Sandbox Hits 32 vCPU: Agent Testing Escapes Laptop Limits

Vercel's agentic infrastructure push lists sandboxed VMs, but the 32 vCPU tier implied by the headline is not confirmed on its public pages. Wait for specs before moving CI.

6min·12:27·jul 10
infra

GLM-5.2: vLLM Int4 Drops MTP Without Patches, SGLang FP8/NVFP4 Keeps It

GLM-5.2's speculative decoder speeds decode, but vLLM int4 drops MTP without a community patch. SGLang FP8/NVFP4 keeps MTP intact. Format, not kernel speed, decides serving.

6min·12:04·jul 10
security

What Vercel BotID Catches in SEO Poisoning That WAFs Miss

Vercel BotID exposed verified Googlebots recrawling historical SEO-poisoned pages on a bank site, showing how bot identification doubles as a cloaking sensor that WAFs miss.

security

How Attribution Graphs Expose Why LLM Refusal Training Misses Jailbreaks

Attribution graphs expose LLM jailbreaks as distributed feature circuits, not a single suppressed safety direction. Circuit ablation works for open models, not closed APIs.

infra

Serving DeepSeek on Azure: Compliance Without Owning the GPU Fleet

DeepSeek on Azure through Vercel's AI Gateway lets regulated teams route the model inside Microsoft's perimeter, turning a binary compliance ban into a per-token cost call.

culture

When AI Generates the Slides, the Talk Stops Being an Effort Signal

OmniPresent generates coherent slide decks, posters, and videos from scientific papers, so polished decks stop signaling effort and academic committees must rely on live Q&A.

culture

When CP-SAT Solvers Set Your Shifts, Labor Laws Become a Soft Constraint

CP-WSP lets labor protections such as schedule stability become weighted CP-SAT penalties, so the solver can trade away fair-scheduling rights whenever the penalty is cheap.

models

Analytic Inference Cuts Bayesian Deep Ensemble Serving Cost, But Leaves Training as the Bottleneck

A new arXiv preprint replaces sampling-based averaging in Bayesian deep ensembles with closed-form Bayesian aggregation, cutting per-query inference cost and shifting the.

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  1. jul 10devtoolsVercel Sandbox Hits 32 vCPU: Agent Testing Escapes Laptop Limits
  2. jul 10infraGLM-5.2: vLLM Int4 Drops MTP Without Patches, SGLang FP8/NVFP4 Keeps It
  3. jul 10securityWhat Vercel BotID Catches in SEO Poisoning That WAFs Miss
  4. jul 10securityHow Attribution Graphs Expose Why LLM Refusal Training Misses Jailbreaks
  5. jul 10infraServing DeepSeek on Azure: Compliance Without Owning the GPU Fleet
  6. jul 10cultureWhen AI Generates the Slides, the Talk Stops Being an Effort Signal
  7. jul 09cultureWhen CP-SAT Solvers Set Your Shifts, Labor Laws Become a Soft Constraint
  8. jul 09modelsAnalytic Inference Cuts Bayesian Deep Ensemble Serving Cost, But Leaves Training as the Bottleneck
  9. jul 09cultureWhen AI Counts White Blood Cells, Who Verifies the Result?
  10. jul 09agentsDo Coding Agents Memorize Their Benchmarks? DeepSWE Tests on Unseen Tasks
  11. jul 09modelsTree-of-Thoughts Improves Text-to-Image Prompting by Reasoning Over Hypotheses, Not Pixels
  12. jul 09ossValve Open-Sources Steam Machine E-Ink Screen, Continuing a Hardware Pattern
  13. jul 09devtoolsBun's Rust Rewrite: The Zig Creator's Rebuttal
  14. jul 09modelsFourierQK's spectral Q/K filter cuts TinyShakespeare loss by 79%, but long-context proof is missing
  15. jul 09cultureHow LLMs Catch Illegal Fishing: From Records to Enforcement
  16. jul 09devtoolsClaude Code vs Antigravity 2.0: $20 Terminal Agent vs Free Parallel IDE
  17. jul 09modelsTencent Hunyuan 3's Agent Push Has No Public DeepSeek or Qwen Benchmarks Yet
  18. jul 09infraVercel Makes WAF Mitigated Traffic Free: Recompute Your Edge Cost Model
  19. jul 09culturemmWave Radar Tracks Worker Posture Without Cameras, Opening a Biometric Gray Zone.
  20. jul 09securityCross-Site Prompt Injection: How Web Agents Confine Untrusted Content
  21. jul 09modelsWhen Does Memory, Not Compute, Decide Who Can Profitably Serve LLMs?
  22. jul 09agentsCan a 4B Model Run a Coding Agent? Terminus-4B vs Claude and GPT-4o
  23. jul 09modelsCan We Trust LLM Logic? A Graph-Based Stress Test Finds Three Failure Modes
  24. jul 09cultureDoes AI Belong in Code Review? What 3100 Developers Actually Argue
  25. jul 09infraGLM 5.2 Hosting Compared: Vercel AI Gateway vs Self-Hosted vLLM
  26. jul 09cultureFrontier AI's Economic Exposure Is Jagged: Which Economies Are Most Exposed?
  27. jul 09cultureLLM Burnout Is a Labor-Market Signal, Not Just a Wellness Story
  28. jul 09infraCloudflare DMARC Management GA: What to Configure Before p=reject
  29. jul 08infraClaude Code Permissions vs OS Privilege Isolation: What the Gap Costs
  30. jul 08modelsLongCat-2.0 Hits Claude Opus 4.6 Class on Agents From a 50K-GPU Cluster
  31. jul 08agentsCan You Prove a Governed AI Agent Actually Ran the Action You Authorized?
  32. jul 08ossWhat Pre-Training a 7B Open-Source LLM Actually Costs in Energy and Carbon
  33. jul 08infraLLM Memory Without the RAM: What SSD-Backed Paging Actually Costs
  34. jul 08securityNVD to CNAs: Why Distributed CVE Assignment Breaks Triage
  35. jul 08securityCVE-to-CWE Mapping With BERT: Multi-Label vs Multi-Class Error Tradeoffs
  36. jul 08agentsAgentTether Repairs LLM Agent Failures with a Runtime Graph
  37. jul 08infraTriton Kernels Pass Tests but Run Slow: The GPU Kernel Eval Gap
  38. jul 08agentsCan Multi-Agent LLM Negotiation Protocols Trust Their Own Samplers?
  39. jul 08devtoolsRunning Gradio Without a Backend: How Gradio-Lite Changes ML Demos
  40. jul 08infraVercel Edge Config: What Global Feature Flags Actually Cost at the Edge
  41. jul 08infraServerless GPU Inference on GCP: What the Cold Starts Actually Cost
  42. jul 08devtoolsCloudflare OAuth for All: What Third-Party SaaS Integration at the Edge Means
  43. jul 08infraVercel In-Function Concurrency: What It Changes for Stateful Node.js
  44. jul 08infraRunning LLMs on AMD GPUs With ROCm: What Actually Works
  45. jul 08agentsWhy Your AI Travel Agent Would Book a Bullfight
  46. jul 07devtoolsCoding Agents Hallucinate Internal APIs: Execution Memory Beats RAG Context
  47. jul 07industryMeta's Layoff Admission Weakens the Case for AI Headcount Cuts
  48. jul 07industryKimi K3 Confirmed for July After K2.7 Lost 11 of 12 Benchmark Cells
  49. jul 07agentsCan Multi-Agent RAG Run Air-Gapped? A Forensics System Shows How
  50. jul 07industryMeituan Open-Sources LongCat-2.0, a 1.6T Model Trained on 50,000 Chinese GPUs
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