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Metarix Editorial
Metarix Editorial is the team byline for Metarix, run by Metarix Team. We write for developers and technical founders who need to know what an AI or software launch actually changes: what it costs, what the limits are, what breaks, and whether it's worth adopting.
Our coverage spans AI agents and coding tools, cloud and deployment architecture, developer and productivity tools, the SaaS ecosystem, and benchmarks. Articles start from official sources: vendor docs, pricing pages, changelogs, papers and filings. Numbers are linked and dated, and guides and comparisons end with a clear verdict.
Drafting and research may involve AI tools, and a human editor is responsible for every published article. Corrections: [email protected].
Benchmarks · News · Metarix Editorial · Nov 1, 2026 · 9 min
AA-Omniscience v1.1: Which LLMs Hallucinate Least
Artificial Analysis refreshed its hallucination benchmark. Gemini 4 Carbon leads Net Score, Claude tops accuracy, and a new 300-question public set lets you test your own models.
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Benchmarks · Guide · Metarix Editorial · Oct 31, 2026 · 10 min
How to Build LLM Evals for Your App: Promptfoo vs Inspect
A practical guide to building a private LLM eval suite with Promptfoo or Inspect, plus how to move off OpenAI Evals before its Nov 30 shutdown.
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Benchmarks · News · Metarix Editorial · Oct 31, 2026 · 5 min
HLE-Diamond’s New Leader Is a Model You Can’t Call Yet
Artificial Analysis launched its HLE-Diamond leaderboard. Gemini 4 Carbon leads at 69.1% but has no public API; Opus 5.5 is the top model you can use today.
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SaaS · News · Metarix Editorial · Oct 30, 2026 · 6 min
Simulon’s Characters Now React to Your Real Footage
Simulon's Reality-Aware Rendering lets you place a 3D character with your iPhone, act out the scene, and get a render where it reacts to you. How it works and what it costs.
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Cloud · Guide · Metarix Editorial · Oct 30, 2026 · 11 min
How to Deploy an AI Agent on AWS: Lambda vs ECS vs Fargate
Lambda, durable functions, ECS on Fargate or AgentCore Runtime: where an AI agent should run on AWS, with limits, Oct 2026 prices and a verdict.
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Cloud · Analysis · Metarix Editorial · Oct 30, 2026 · 7 min
Your Step Functions Workflows Are Now AI Agent Tools
AgentCore Gateway can now expose AWS Step Functions state machines as MCP tools. What the ten operations do, Standard vs Express limits, and how to lock it down.
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Benchmarks · Comparison · Metarix Editorial · Oct 29, 2026 · 8 min
Best Open-Weight Coding Models in 2026, Compared
Kimi K3.1 Pro, Mistral Large 4, DeepSeek V4.1 Flash and Qwen3.8 compared on agentic coding benchmarks, licenses, prices and self-hosting, with every score attributed.
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Cloud · Analysis · Metarix Editorial · Oct 29, 2026 · 6 min
GitHub Actions Runners Now Run on AWS: What Breaks
Eligible Linux jobs on GitHub-hosted runners can now land on AWS as well as Azure. Workflows don't change, but Azure-only allowlists and DefaultAzureCredential can break.
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Productivity · Guide · Metarix Editorial · Oct 28, 2026 · 11 min
How to Stop AI Coding Agents Leaking Secrets
A layered guide to keeping API keys away from Claude Code, Codex CLI and Cursor: deny rules, sandboxes, env filtering, pre-commit hooks, push protection and expiring tokens.
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Cloud · Analysis · Metarix Editorial · Oct 28, 2026 · 9 min
Vercel Now Deploys a Plain Dockerfile: What Changes
Vercel now builds and serves a root Dockerfile with zero config when no framework is detected. It runs as a beta Vercel Function, with Functions limits and Active CPU pricing.
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Cloud · Comparison · Metarix Editorial · Oct 27, 2026 · 10 min
Claude API vs Bedrock vs Vertex AI: Pricing and Limits
Claude costs the same per token on the Claude API, Amazon Bedrock and Vertex AI at global endpoints. Features, rate limits, data handling and billing decide which one fits.
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SaaS · Comparison · Metarix Editorial · Oct 27, 2026 · 13 min
AI Tools Comparison 2026: ChatGPT vs Claude vs Gemini and More
We compared nine major AI assistants on official October 2026 pricing: every tier from free to $500, what each includes, how the limits work and which tool fits which job.
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