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Google’s Elephant–Goldfish Plugin Explained: Uses and Limits

AI Agents · Guide · Metarix Editorial · Nov 8, 2026 · 10 min

Google’s Elephant–Goldfish Plugin Explained: Uses and Limits

EGM separates the AI that drafts a plan from fresh-context reviewers. Here is how it works, who can use it, and which compatibility and cost limits matter.

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LLM Latency and Throughput Explained

Benchmarks · Guide · Metarix Editorial · Nov 7, 2026 · 11 min

LLM Latency and Throughput Explained

This guide defines TTFT, time to first answer token, output tokens per second, and end-to-end latency the way major benches and provider docs use them. It then shows which clocks coding agents and batch jobs should optimize—and how to compare speed claims without mixing harnesses.

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Best AI News Sites and Apps: 12 Sources Compared

Productivity · Guide · Metarix Editorial · Nov 7, 2026 · 13 min

Best AI News Sites and Apps: 12 Sources Compared

Find AI news sources that fit your routine: practical guides, technical digests, wider tech reporting and apps that organize several publications in one feed.

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Stop Starting Over: Build a Reusable AI Brief

Productivity · Guide · Metarix Editorial · Nov 6, 2026 · 8 min

Stop Starting Over: Build a Reusable AI Brief

Keep your project context outside the chat. A reusable brief and two handoff prompts help you resume work without copying an entire conversation.

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Best MCP Servers for Developers in 2026: 6 Official Picks

Productivity · Guide · Metarix Editorial · Nov 5, 2026 · 10 min

Best MCP Servers for Developers in 2026: 6 Official Picks

Six official MCP servers that earn a place in a developer's agent setup, what each is good for, and how to start with the narrowest access.

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Get Reliable JSON from a Local LLM: Schema, Validation and Retries

Productivity · Guide · Metarix Editorial · Nov 5, 2026 · 4 min

Get Reliable JSON from a Local LLM: Schema, Validation and Retries

Use structured outputs to constrain shape, then validate types and business rules. Valid JSON is a starting point, not evidence that the extracted facts are right.

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Cheap Model or Expensive Model? Measure Cost per Successful Task

Benchmarks · Guide · Metarix Editorial · Nov 5, 2026 · 4 min

Cheap Model or Expensive Model? Measure Cost per Successful Task

Compare total cost divided by verified successes. Include failed attempts, retries, routing and tools before deciding that a cheaper token rate saves money.

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Before You Connect an MCP Server: A Practical Security Checklist

Productivity · Guide · Metarix Editorial · Nov 5, 2026 · 4 min

Before You Connect an MCP Server: A Practical Security Checklist

Treat an MCP connection as a grant of access. Check the server, data, permissions, credentials and revocation path before allowing an agent to use it.

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Prompt Caching: When It Saves Money—and When It Does Not

Productivity · Guide · Metarix Editorial · Nov 5, 2026 · 4 min

Prompt Caching: When It Saves Money—and When It Does Not

Calculate cache-write cost, reuse and expiry together. A discounted read price only helps when an eligible unchanged prefix is actually reused.

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Why Your Local AI Runs Out of Memory—and How to Fix It

Productivity · Guide · Metarix Editorial · Nov 5, 2026 · 4 min

Why Your Local AI Runs Out of Memory—and How to Fix It

Reduce context and concurrency before replacing your hardware. Model weights, context memory and the runtime all need space; the download size is not the total memory requirement.

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EU AI Act Delay: What's Postponed and What Already Applies

SaaS · Guide · Metarix Editorial · Nov 4, 2026 · 8 min

EU AI Act Delay: What's Postponed and What Already Applies

The AI Omnibus pushed high-risk AI Act rules for hiring and credit to December 2027. What is already in force, and how the US compares.

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Your Offline Tech Kit: Power, Backups and Local AI

Productivity · Guide · Metarix Editorial · Nov 4, 2026 · 7 min

Your Offline Tech Kit: Power, Backups and Local AI

A practical preparedness checklist for developers and tech users: charge safely, protect your data and test a downloaded AI model before connectivity disappears.

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