#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 and MiniMax M3 as low-cost coding lanes to test, and Claude or Kimi when coding limits bite.

Gemma 4: Private Local AI From Phone to PC

Gemma 4 explained: official release facts, offline iPhone support for the edge models, and which version to start with on standard local hardware.

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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