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agents

Do Multi-Agent RAG Systems Write Better READMEs Than One Agent?

An ICSME 2026 study finds single-agent RAG matches multi-agent README quality using 86% fewer tokens and half the latency, while developer-guided planning beats both.

6min·20:05·jun 29
security

Jailbreaks Hidden in Image Pixels Slip Past Editors' Text Guardrails via an Empty Prompt

VJA embeds jailbreak instructions in image pixels with an empty text prompt, leaving text-only guardrails nothing to scan and forcing moderation into the pixel pipeline.

6min·07:38·jun 29
infra

Doubao 2.1 Pro: What 180 Trillion Daily Tokens Means for Inference Infrastructure

Doubao 2.1 Pro ships at ¥6/¥30 per million tokens. The family's 180 trillion daily tokens reset what Western inference stacks must assume about price and capacity.

devtools

Vercel Firewall in the CLI: What's Still Missing

Vercel Firewall now has a CLI, but the dashboard is still required. We map the controls that stay manual, the vercel.json action subset, and per-region rate-limit trap.

infra

Every CUDA Kernel Pays a Launch Tax: The Host-to-Device Walkthrough

Every CUDA kernel pays a fixed driver-queue tax before its first FLOP runs. The fusion, graphs, and batching sold as bandwidth wins mostly hide the launch overhead.

models

How LLMs Fuse Conflicting Facts: Single-Source vs Multi-Source Truth

LLMs beat classic truth-discovery on conflicting facts, but the same reasoning treats repeated low-credibility claims as corroboration. More sources do not mean more truth.

security

Linux Foundation Akrites Centralizes Open-Source Vulnerability Disclosure

Akrites pools 19 vendors behind one shared vulnerability disclosure SIRT to absorb a flood of duplicate LLM reports, but risks becoming the new bottleneck itself.

models

Linear Transformers Get a Learnable Kernel: Does Flexformer Change the Efficiency Tradeoff?

Flexformer makes linear attention's kernel learnable by training spectral frequencies, but the abstract offers no perplexity or accuracy numbers to back its gains.

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  1. jun 29agentsDo Multi-Agent RAG Systems Write Better READMEs Than One Agent?
  2. jun 29securityJailbreaks Hidden in Image Pixels Slip Past Editors' Text Guardrails via an Empty Prompt
  3. jun 29infraDoubao 2.1 Pro: What 180 Trillion Daily Tokens Means for Inference Infrastructure
  4. jun 29devtoolsVercel Firewall in the CLI: What's Still Missing
  5. jun 29infraEvery CUDA Kernel Pays a Launch Tax: The Host-to-Device Walkthrough
  6. jun 29modelsHow LLMs Fuse Conflicting Facts: Single-Source vs Multi-Source Truth
  7. jun 28securityLinux Foundation Akrites Centralizes Open-Source Vulnerability Disclosure
  8. jun 28modelsLinear Transformers Get a Learnable Kernel: Does Flexformer Change the Efficiency Tradeoff?
  9. jun 28securityWhy LLM Prompt Injection Persists: Instructions and Data Share Embeddings
  10. jun 28cultureGenerative AI Moves the Freelance Bottleneck From Tasks to Skill Repricing
  11. jun 28policyUncertainty-Aware Reward Discounting Cuts Reward Hacking 93.6% in a Preprint
  12. jun 28securityWhen Bots and Agents Post CVEs in PRs, Reporters Inherit the Triage Burden
  13. jun 28securityRuntime vs Build-Time SBOMs: Why Your Container Runs Uncatalogued Code
  14. jun 28industryElkjøp's Next.js Move Shows Vercel Wants Retail Operations, Not Just Websites
  15. jun 28agentsAgentic AI Turns Location Trails Into a Re-Identification Tool
  16. jun 28modelsHuawei Ships CUDA-Free AI Compute On-Device, but Ascend Quantization Accuracy Is Unverified
  17. jun 28infraVercel Montreal Region: Audit Residency Before You Migrate
  18. jun 28agentsHow a Human-Agent Team Lifts One Video Into 4D Interactions
  19. jun 28ossSafetensors vs Pickle: Why Hugging Face Chose It After the Security Audit
  20. jun 28modelsDo Multimodal RAG Models Ignore Late Evidence? A Primacy Bias Test
  21. jun 28securityOpenAI's Agent Link Safety Isolates the Fetch, Not Prompt Injection
  22. jun 28agentsCan LLM Agents Learn Cooperation Laws From Embodied Play?
  23. jun 28securityNo Verified 'React2Shell' Bulletin Exists: What Next.js Teams Should Check
  24. jun 28modelsCan Deep Learning Design RF Power Amplifiers Without Full EM Simulation?
  25. jun 28securityVercel on the Axios npm Compromise: Platform Scanning Has a Blind Spot
  26. jun 28agentsGovern the Repo, Not the Agent: A New Risk Metric for AI-Native Code
  27. jun 28cultureLLM-Generated VeriFast Specs Shift the Trust Bottleneck from Proofs to Review
  28. jun 28infraGLM-5.2 on vLLM and Ascend: Open Weights Beyond NVIDIA
  29. jun 28ossHugging Face Is Absorbing Computer Vision Into Vision-Language Models
  30. jun 27agentsCan an AI Agent Catch Cryptographic Misuse Before It Ships? Chai Tests the Claim
  31. jun 27devtoolsVercel's CLI Is a Deployment Path, Not a Control Plane
  32. jun 27infraHow Vercel Runs Its Own CDN in Front of Discourse: A Self-Dogfooding Case Study
  33. jun 27industryByteDance's Doubao Seed 2.1 Pro: Production-Grade Claims, Vendor-Graded Evidence
  34. jun 27devtoolsGLM-5.2 Goes Open Weights: What the Long-Horizon Coding Pitch Leaves Out
  35. jun 27policyMedical AI Liability Needs a Clinical Harness
  36. jun 27modelsSynthetic Clinical Notes from LLMs: Believable Prose Is Not Clinical Validity
  37. jun 27modelsDoubao vs Qwen 3.7 vs GLM-5.2: Route by Axis, Not Leaderboard
  38. jun 27infraVercel Runtime Logs Surface CDN Cache Hits, Not the Eviction Cause
  39. jun 27modelsCan Dynamic Experts Fix Catastrophic Forgetting in Robot Manipulation?
  40. jun 27devtoolsHuggingFace Personal Copilot: The Bottleneck Is Your Codebase, Not Compute
  41. jun 27devtoolsLlama 4 on Vercel's AI Model Gateway: Hosted Inference vs Self-Hosted vLLM
  42. jun 27devtoolsVercel's Pre-Generate SSL Flow Stages Certs Before DNS Cutover
  43. jun 27modelsError-Conditioned Neural Solvers vs Iterative Refinement: When Does Learned Correction Win?
  44. jun 27modelsVision-Language Models Move Past Object Detection: The MLLM Perception Shift
  45. jun 27modelsCan Autoregressive Boltzmann Generators Replace MCMC in Simulation?
  46. jun 27infraMultimodal Knowledge Graph RAG vs Vector RAG: What MKG-RAG-Bench Shows
  47. jun 27devtoolsVercel Sandbox CLI: Reproducible Agent Runs Belong in CI, Not the Dashboard
  48. jun 27infraVercel Observability Now Tracks Redirects and Rewrites Beside Function Errors
  49. jun 27ossAkrites Defends Open Source Code, Not in Court: What It Can and Can't Do
  50. jun 27infraCloudflare Workflows Saga Rollbacks: Compensating Actions in Serverless Orchestration
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