9 min read
The Quiet Tax on Your Cheap Agent Tier
Agent model compression has a hidden tax: quantized and pruned agents lose knowledge first and stay confidently wrong. Why cheaper agents start at the cache.
AI INFRASTRUCTURE
19 articles
LATEST
Ray CVE-2025-62593: Botnet Beat the Patch, CISA Gives Feds 3 Days
Ray CVE-2025-62593 was exploited by the RondoDox botnet before disclosure, then added to CISA KEV. How to check if your Ray setup is exposed and harden it.
•7 min read
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6 min read
Cloudflare Billable Usage API: Programmatic Cost Visibility for Agent-Run Accounts
Cloudflare's Billable Usage API returns usage and cost per product from one FOCUS-aligned endpoint, so agent-created spend is visible without the dashboard.
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7 min read
@cloudflare/computer: an Agent Runtime That Treats a Container as a Tool, Not a Home
@cloudflare/computer is an open-source agent runtime: an SQLite-backed shared workspace plus a per-task choice between fast isolates and full Linux containers.
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7 min read
Cloudflare Runs Kimi and GLM at Scale: FP8 KV Caches, INT4 Weights, and a Cache Safety Net
Cloudflare runs Kimi K2.6 and GLM 5.2 on Workers AI with FP8 KV caches, INT4 weights and a KV cache integrity check. What each technique buys on GPU fleets.
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6 min read
Workers Can Now Accept Inbound TCP and Serve gRPC: Cloudflare Closes the HTTP-Only Gap
Cloudflare Workers can now accept inbound TCP and serve gRPC: a connect() handler via Spectrum, full-duplex gRPC from Containers, and gRPC-web translation.
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9 min read
The Underground Relay Market for AI API Tokens: How Resellers Get 97% Off
AI API token relays resell OpenAI, Anthropic, and Google access at up to 97.8% off. How the gray market works and what it means for developers on AI APIs.
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8 min read
Open-Weight AI's Kubernetes Moment: Why the Ecosystem Will Win
Open-weight AI is having its Kubernetes moment, argues Mesosphere co-founder Tobi Knaup. His case, the HN pushback, and what it means for developers.
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8 min read
Qualcomm Modular Acquisition: What It Means for AI Developers
Qualcomm is acquiring Modular for about $3.9 billion. What the deal means for developers using MAX, Mojo, and hardware-agnostic AI inference beyond CUDA.
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11 min read
Self-Hosted vs Managed AI Gateways: A Decision Guide
Self-host LiteLLM or Kong, or use a managed gateway like Portkey, OpenRouter, or Cloudflare AI Gateway? A factual breakdown of cost, control, and ops tradeoffs.
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9 min read
Jamesob's Guide to Running SOTA LLMs Locally: The Hardware and Config That Actually Works
jamesob's local LLM guide: the $2k and $40k hardware paths, the BIOS and kernel settings that matter, and why multi-GPU setups fail at PCIe and IOMMU.
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7 min read
Cerebras Stock Is a Public Test of AI Inference Demand
CBRS stock trended after Cerebras' first public earnings. What public-market scrutiny of fast AI inference means for developers - not investment advice.
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9 min read
Sakana Fugu and the Case for Not Betting Everything on One Proprietary Model
Sakana Fugu makes a timely argument for model routing: frontier performance should come from swappable systems, not a hard dependency on one proprietary API.
Showing 12 of 18 articles
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