Blogs

GLM-5 First Look: What Changed for Personal AI

GLM-5 First Look: What Changed for Personal AI

GLM-5 is here. A non-hype first look at what changed for personal AI: reasoning, planning, tone — tested in Macaron.

2026-02-10

Use Codex and Opus Together: A Lightweight Plan → Build → Sanity-Check Workflow

Use Codex and Opus Together: A Lightweight Plan → Build → Sanity-Check Workflow

A short, experience-based workflow for using Codex and Opus together in one project—keeping handoffs simple and context clean.

2026-02-10

Prep Macaron Workflows for GLM-5: Agent Templates (Pre-Release)

Prep Macaron Workflows for GLM-5: Agent Templates (Pre-Release)

Before GLM-5 arrives, set up lightweight agent templates (reading → actions, weekly planning, inbox triage) you can swap to GLM-5 in minutes.

2026-02-10

GLM-5 vs GLM-4.7: Upgrade Checklist for Personal Agents

GLM-5 vs GLM-4.7: Upgrade Checklist for Personal Agents

Thinking about upgrading from GLM-4.7? Use this UK-friendly checklist to test quality, avoid prompt breakage, and roll back safely.

2026-02-10

DeepSeek V4 for Enterprises: Security, Privacy, and Compliance Checklist

DeepSeek V4 for Enterprises: Security, Privacy, and Compliance Checklist

Evaluating DeepSeek V4 for your organization? Security, data residency, and compliance questions answered.

2026-02-10

DeepSeek V4 Pricing: Why It Costs 20-50x Less Than OpenAI

DeepSeek V4 Pricing: Why It Costs 20-50x Less Than OpenAI

DeepSeek API costs cents while competitors charge dollars. Understand V4's expected pricing and budget accordingly.

2026-02-10

DeepSeek V4 vs Claude Opus 4.5: Can It Beat 80.9% on SWE-bench?

DeepSeek V4 vs Claude Opus 4.5: Can It Beat 80.9% on SWE-bench?

Claude Opus 4.5 holds the SWE-bench record at 80.9%. Internal leaks say V4 will beat it. Here's what we know.

2026-02-10

Codex App Pricing & Access: ChatGPT Plans, Limits & Costs 2026

Codex App Pricing & Access: ChatGPT Plans, Limits & Costs 2026

Understand Codex app access by plan, typical rate limits, and how availability differs across Codex surfaces.

2026-02-09

Codex App Troubleshooting: Fix Worktrees, Conflicts & Slow Runs

Codex App Troubleshooting: Fix Worktrees, Conflicts & Slow Runs

Fix common Codex app issues fast: too many worktrees, conflicts, permission prompts, target mistakes, and sluggish runs.

2026-02-09

GLM-5 Release Tracker 2026: Verify Launch & Model ID Fast

GLM-5 Release Tracker 2026: Verify Launch & Model ID Fast

A practical GLM-5 tracker: the exact places to check, what “launched” means, and how to confirm the real model ID without rumors.

2026-02-09

What Is GLM-5? Pre-Release Signals & Prep for Personal AI (2026)

What Is GLM-5? Pre-Release Signals & Prep for Personal AI (2026)

GLM-5 isn’t officially listed in public docs yet. Here’s what to trust, what to ignore, and how US users can prepare for day-one testing.

2026-02-09

How to Secure Moltbot: Hardening Guide

How to Secure Moltbot: Hardening Guide

Essential Moltbot security: auth setup, firewall rules, sandboxing, and monitoring to protect your data.

2026-02-09

Claude Opus 4.6 Use Cases: What It’s Commonly Used for in Developer Work

Claude Opus 4.6 Use Cases: What It’s Commonly Used for in Developer Work

A short list of real developer use cases for Claude Opus 4.6—focused on reasoning-heavy work like architecture, review, and synthesis.

2026-02-09

When to Use GPT-5.3 Codex: A Quick Scenario Checklist

When to Use GPT-5.3 Codex: A Quick Scenario Checklist

A short, scenario-based checklist for deciding when to use GPT-5.3 Codex and when a chat model is enough—no rankings, just practical signals.

2026-02-09

What Is Claude Opus 4.6? A Developer-Focused Overview (2026)

What Is Claude Opus 4.6? A Developer-Focused Overview (2026)

A clear, developer-focused explanation of Claude Opus 4.6 and the kinds of work it’s best suited for.

2026-02-06

How to Use GPT-5.3 Codex for Long-Running Coding Tasks

How to Use GPT-5.3 Codex for Long-Running Coding Tasks

Learn how developers use GPT-5.3 Codex to handle long, multi-step coding tasks in real projects.

2026-02-06

What Is GPT-5.3 Codex? A Practical Introduction for Developers (2026)

What Is GPT-5.3 Codex? A Practical Introduction for Developers (2026)

GPT-5.3 Codex explained in practical terms: what it does well, where it fits, and who it’s really for.

2026-02-06

Codex App Skills & Automations: Safe Setup & Examples 2026

Codex App Skills & Automations: Safe Setup & Examples 2026

Turn repeated workflows into Skills/Automations—without losing control. Includes examples and review gates.

2026-02-06

Codex App Review Pane: Review Agent Code, Diffs & Comments Guide

Codex App Review Pane: Review Agent Code, Diffs & Comments Guide

Review agent-generated changes like a pro: scan diffs, leave high-signal comments, iterate safely, then ship.

2026-02-06

Genie 3 vs Game Engines: When to Use a World Model vs Unity/Unreal

Genie 3 vs Game Engines: When to Use a World Model vs Unity/Unreal

Decision guide: world models vs traditional engines—speed, control, realism, and production-readiness.

2026-02-06

Project Genie Ethics & Safety (2026): Guardrails, IP Risks, and Responsible Prompting

Project Genie Ethics & Safety (2026): Guardrails, IP Risks, and Responsible Prompting

A practical safety guide: content guardrails, IP pitfalls, privacy questions, and safer prompt patterns for creators.

2026-02-06

Codex App Parallel Agents: Use Projects, Threads & Worktrees Safely

Codex App Parallel Agents: Use Projects, Threads & Worktrees Safely

A practical guide to running parallel Codex tasks safely using projects/threads and Git worktrees.

2026-02-05

How to Download & Install Codex App on macOS (2026 Guide)

How to Download & Install Codex App on macOS (2026 Guide)

Install Codex app on macOS, sign in, create your first project, and verify git access in minutes.

2026-02-05

What Is Codex App? Features, Workflows & Best Use Cases 2026

What Is Codex App? Features, Workflows & Best Use Cases 2026

Codex app explained: parallel threads, worktrees, review pane, Skills, Automations, and when it’s worth using.

2026-02-05

How to Run Moltbot on VPS ($5/month)

How to Run Moltbot on VPS ($5/month)

Run Moltbot 24/7 on a $5 VPS. Hetzner, DigitalOcean, Railway setup guides with security hardening.

2026-02-05