#ai field notes

AI tool reviews and safety notes from the trenches

A hacker-native log for model economics, coding agents, deployment tradeoffs, and the claims that still hold up after the launch post.

ai@hackers:~$ ./scan current-signals

models GLM-5.1 value lane

tools Z.AI coding plan

policy Anthropic defense pressure

Latest Updates

Recent models, tools, posts, and field checks

Z.AI Coupon: GLM Coding Discount Guide

Direct answer for Z.AI coupon, referral, and GLM Coding discount searches. Current official invite rules, eligibility caveats, and checkout-controlled pricing.

MiniMax M3: Value Coding Model Guide

MiniMax M3 is a value coding model candidate with 1M context, multimodal input, Token Plan economics, and vendor-reported benchmark strength. Test it before replacing premium lanes.

Hostinger OpenClaw One-Click Setup

Choose Hostinger Managed OpenClaw or OpenClaw on VPS, connect ChatGPT or API keys safely, and avoid the common SSL and token setup traps.

GLM-5.1: Low-Cost Coding Model Guide

GLM-5.1 is Z.AI's latest flagship text model and low-cost coding lane for supported tools. Pricing, context, SWE-Bench Pro claim, eval plan, and caveats.

Smart Spend Guide

OpenAI first while GPT-5.5 limits fit, GLM-5.1, MiniMax M3, and Xiaomi MiMo as low-cost coding lanes to test, and Claude or Kimi when coding limits bite.

Core Sections

Guides, evidence, and decision support

Deploy

Deploy

How to run AI tools safely. Self-hosting guides, hardening checklists, and production-ready configurations.

Verify

Verify

How to confirm legitimacy, avoid scams, and validate AI tooling claims.

Compare

Compare AI Models & Tools

Side-by-side comparisons of AI models by capability, price, and use case. Budget tier under $1/1M tokens, mid-range $1-3/1M, premium $5+/1M. Plus tool comparisons for coding IDEs and API pricing breakdowns.

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