#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-5.2 1M-context lane

models Kimi K2.7 Code API lane

compare GLM vs Kimi low-cost coding

Latest Updates

Recent models, tools, posts, and field checks

GPT-5.6 Sol Preview: Access and Agent Risks

GPT-5.6 Sol is a restricted API and Codex preview shaped by a government request. Check access, agent risks, pricing, and safeguards before routing work.

Claude Opus 4.8 Baseline Guide

Claude Opus 4.8 is the practical premium Claude baseline for hard coding review, architecture, and arbitration. Compare it against GLM-5.2 before routine API spend.

Kimi K2.7 Code: Coding Model Guide

Kimi K2.7 Code is Moonshot's current coding release: 256K-class context, K2.7 Code/HighSpeed pricing, K2.6 comparison, and eval caveats.

GLM-5.2: July Value Coding Pick

GLM-5.2 is the July best value coding model to test: 1M context, AA Index 51, $1.40/$4.40 API pricing, and Opus 4.8 comparison math.

GLM-5.2 vs Kimi K2.6/K2.7

GLM-5.2 vs Kimi K2.6 and Kimi K2.7 Code for cheap coding models: price, context, tool fit, caveats, and eval checklist.

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, mid-range, premium, and provider pricing comparisons for coding IDEs and API workloads.

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