articles
all articles
models
- aug 31Deepfake KYC Fraud: Tamper-Resilient Watermarks That Recover the Original Face
- aug 31Detecting AI-Generated Audio: Why Decay Tails Betray Voice Clones
- aug 30Reward Hacking Starts in the Verifier: Rule Checks vs LLM Judges for Math RL
- aug 30Can LLMs Train on Their Own Problems? What Zero-Data Self-Play Changes
- aug 29Why LLM Agent Benchmarks Move When the Harness Changes
infra
- aug 31Getting an AI Agent Into Cloudflare's BotBase: What Operators Must Verify
- aug 30Running GLM-5.2 on vLLM: MTP Support, Weight Errors, and Throughput
- aug 29Automating Kubernetes Capability Drops: What KubeCap's Rules Miss
- aug 29Alibaba's ScaleSense: When Learned Autoscaling Beats Provisioning Rules
- aug 29AWS Cognito Postmortem: The Real Cost of Free Managed Auth
agents
- sep 04LangGraph vs CrewAI vs AutoGen: Which Python Agent Framework to Pick
- sep 01Claude Code Auto Mode Is Broken: What to Gate Before Running Opus 5 Unattended
- aug 29Why Deep Research Agents Abandon the Plan Mid-Search
- aug 28MCP vs Function Calling: Who Should Own Your Agent's Tool Layer?
- aug 27Qwen-Agent Stretches 8k to 1M Context: Do You Need a Long-Context Model?
devtools
- aug 31AI Autofix Won't Clear Your Backlog: Patching Is a Capacity Problem
- aug 31How Cursor Uses GPT-5: Where Your Prompts Actually Go
- aug 30Knowledge Graph RAG: How Constrained Decoding Stops Hallucinated Terms
- aug 30Teaching Junior Developers When AI Writes the First Draft
- aug 29Diagnosing LLM Prompt Injection Detectors Before You Gate an Agent on Them
feed
- agentsLangGraph vs CrewAI vs AutoGen: Which Python Agent Framework to Pick
- agentsClaude Code Auto Mode Is Broken: What to Gate Before Running Opus 5 Unattended
- modelsDeepfake KYC Fraud: Tamper-Resilient Watermarks That Recover the Original Face
- devtoolsAI Autofix Won't Clear Your Backlog: Patching Is a Capacity Problem
- infraGetting an AI Agent Into Cloudflare's BotBase: What Operators Must Verify
- policyLLM Judge Scores Change Run to Run: Why AI Audits Need Variance Reporting
- modelsDetecting AI-Generated Audio: Why Decay Tails Betray Voice Clones
- devtoolsHow Cursor Uses GPT-5: Where Your Prompts Actually Go
- industryOpenAI's Cursor Decision Is a Vendor Exit Drill for AI Coding Tools
- modelsReward Hacking Starts in the Verifier: Rule Checks vs LLM Judges for Math RL
- devtoolsKnowledge Graph RAG: How Constrained Decoding Stops Hallucinated Terms
- infraRunning GLM-5.2 on vLLM: MTP Support, Weight Errors, and Throughput
- policyHugging Face's AI Action Plan Reply: Open Weights vs the Frontier Lab Lobby
- devtoolsTeaching Junior Developers When AI Writes the First Draft
- modelsCan LLMs Train on Their Own Problems? What Zero-Data Self-Play Changes
- devtoolsDiagnosing LLM Prompt Injection Detectors Before You Gate an Agent on Them
- infraAutomating Kubernetes Capability Drops: What KubeCap's Rules Miss
- infraAlibaba's ScaleSense: When Learned Autoscaling Beats Provisioning Rules
- modelsWhy LLM Agent Benchmarks Move When the Harness Changes
- policyWhy Temperature 0 Won't Save Your Financial AI Audit
- infraAWS Cognito Postmortem: The Real Cost of Free Managed Auth
- agentsWhy Deep Research Agents Abandon the Plan Mid-Search
- modelsCan You Serve LLMs on 2-Bit Weights? What Ultra-Low-Bit Quantization Costs
- devtoolsLocal Coding LLMs Hallucinate Packages: Slopsquatting Defenses Compared
- agentsMCP vs Function Calling: Who Should Own Your Agent's Tool Layer?
- policyPayPal Blocks GrapheneOS: A Payment Contingency Guide for Open Source
- infraHow Cloudflare Saved 100 TB in 1.1.1.1's DNS Cache and What Operators Can Copy
- devtoolsTesting Cloud APIs Without a Cloud Account: LocalStack vs Emulator Synthesis
- modelsDo LLMs Still Need BPE? What RL-Trained Tokenizers Change
- modelsGLM-5.3-Flash vs Qwen3.8-Flash-Next: Which Budget LLM to Route To
- policyDoes the EU AI Act Exempt Open-Weight Models Like Qwen and Llama?
- agentsQwen-Agent Stretches 8k to 1M Context: Do You Need a Long-Context Model?
- industryLLM Uncertainty Methods Compared: What Actually Catches Hallucinations
- infraWhere Simple RAG Breaks: Multi-Document QA Needs Hierarchy, Not More Chunks
- agentsCan AI Agents Do Root Cause Analysis? What Cloud-OpsBench Measures
- agentsWhich AI Agents Behave Badly: Cloudflare's Agentic Internet Data
- policyAI Agents Outgrow OAuth: What Task-Scoped Authorization Requires
- modelsWhy Prompt Caching Can Change Model Outputs: A Prefix Invariance Audit
- industryAI Video Generators as World Simulators: What VGI-Bench Actually Measures
- industryLLMs Reading Earnings Filings: Where KPI Extraction Still Fails
- devtoolsPDF Parsers vs Math Formulas: Building RAG Over Scientific Papers
- modelsGDPR Deletion Requests vs LLM Weights: What Machine Unlearning Actually Removes
- policyAI Bias Audits vs Ethics Audits: What Each Actually Catches
- modelsWhy Drift Monitors Confuse Covariate Shift With Concept Drift
- devtoolsNode CLIs Running Local AI Models: Transformers.js v4 vs a Python Sidecar
- modelsAI-Generated Apps Look Right, but Do They Actually Work?
- agentsCompressing LLM Agent History: Pixel Rendering vs Summarization
- infraCodex on AWS Bedrock 10x Charges: Auditing Agent Token Bills
- policyCloudflare's 1-Click Fix for Vibe-Coded Apps: What It Doesn't Solve
- infraCloudflare FedRAMP High Claim: Edge vs. GovCloud for Government AI
- infraGPU Memory Explained: Why LLM Throughput Collapses When VRAM Runs Out
- policyDiverValue-Bench: Measuring LLM Value Divergence Across 74 Markets
- modelsPrompt Injection in 3D Scenes: The Attack Surface Multimodal Agents Ignore
- infraTask-Based OAuth Consent: Scoping AI Agent Permissions Per Action
- industryAudio Token Compression: Cutting Voice LLM Inference Costs
- agentsAnthropic A/B Tests Claude Code Effort Levels: Your Agent Is the Control Group
- agentsSelf-Hosted Coding Agents: The Safety Burden You Inherit
- modelsWhy LLM Log Anomaly Detection Pages You for Nothing
- modelsDeepSeek v4 Flash Vision: Routing Images Without Verified Pricing
- agentsClaude Code Weekly Limits Promo Ends in August 2026: Budgeting for Agent Teams
- modelsDeepSeek 32B on RTX 3090: Tokens per Second by Quant and Context
- modelsPTXBench: LLMs Can Port GPU Kernels, But Not Beat Tuned Libraries
- agentsVibe Coding vs Control: How Developers Actually Used AI Coding Agents
- policyAndroid Privacy Policies vs. Runtime Logs: A 0.4% Alignment Study
- industryLLM Data Center Control: Why Advisory Beats Closed-Loop
- infraV8 Isolates vs MicroVMs vs Wasm: Where Spectre Still Draws the Line
- modelsCan LLMs Reuse Another Model's KV Cache? What Cross-Model Transfer Shows
- infraFine-Tuning DeepSeek Without NVIDIA: What the Ascend SuperPOD Run Shows
- agentsMulti-Agent or Single-Agent LLM: What Skill Distillation Actually Costs
- devtoolsTraining a Personal Coding Assistant: GPU Cost vs a Copilot Seat
- agentsMulti-Agent LLM Systems Drift Into Misaligned Communication Over Long Horizons
- infraCloudflare WebMCP: The Security Baseline for Agent-Ready Sites
- policyWhy Machine Unlearning Can't Certify GDPR Erasure
- agentsSizing Agent Memory: A Capacity Planning Rubric for Long-Horizon LLMs
- infraCloudflare AI Search vs Self-Hosted RAG: Where the Build-vs-Buy Line Lands
- devtoolsVCoT-Bench: Why AI Rust Verification Fails Merge Gates
- infraCloudflare H1 2026 DDoS Report: DNS Floods and Sizing Past 1 Tbps
- industryLLM Conflict-of-Interest Benchmark: Sponsor Bias as a Measurable Failure Mode
- policyRA-Bench: Why Deepfake Detectors Fail on Re-Shared Crisis Video
- agentsWhen Spec-First Agents Dismantle Invariants: A Governance Case Study
- devtoolsRust GPU Offload: arXiv 2608.13759 Analysis for Rust Teams
- agentsCloudflare Kitesurf: V8 Isolates vs Containers for Agent Browsing
- policyDario Amodei on AI Regulation: Frontier Labs as Their Own Lobbyists
- agentsClaude Code Skills vs Model Weights: Where Should Agent Skills Live?
- devtoolsCursor Origin vs GitHub: The Real Cost of Switching Repo Hosts
- devtoolsTreat AI Autofix as Untrusted Input: Merge Gates and CI Scoping
- modelsDeCRIM: Decompose Constraints to Stop Silent Drops in Agent Outputs
- devtoolsKimi K3 Local Inference: Why 2.8T Parameters Break the Consumer RAM Floor
- modelsOperator-Level Triage for Silent Mixed-Precision Instability
- modelsBeyondUncertainty: Weak Confidence Signal for RAG Routing, Not Calibration
- policyPublic Sector AI Procurement Must Shift from Model Certification to Task Authorization
- infradaVinci-kernel shifts the RL kernel bottleneck from reward shaping to skill libraries
- agentsCloudflare Precursor: Behavioral Detection for AI Agents
- devtoolsProvenance as a CI Gate: Attributing Agent-Authorship in Code
- devtoolsOHTTP CLI: Stateless Privacy for Agents vs VPN and Tor
- modelsKimi K3 on M1 Max: Bandwidth, Not Capacity, Limits Local MoE Inference
- policyWhy Written AI Policies Fail to Control Agent Behavior
- agentsWhy Multi-Agent LLM Delegation Concentrates Risk
- modelsKimi Linear Cuts KV Cache 75% but Recall Remains the Binding Constraint
- policyWhy Vendor Model Cards Fail Clinical Ethics Procurement