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ai deep-dive

Digital Employees: Reliability Comes From the Harness, Not the Model

"Digital employee" isn't a technology — it's a pricing and accountability unit. Anthropic's Project Vend had Claude actually run three shops, and found the most effective intervention wasn't a smarter model but forcing it to follow procedures. Their words: "we rediscovered that bureaucracy matters." Gartner estimates only ~130 of the thousands of vendors claiming to be agentic actually are.

product deep-dive

Value Validation for Digital Products: From Assumption Maps to the M3 Retention Baseline for AI

The unit of validation is an assumption, not an idea. Kohavi's data shows the industry median experiment success rate is ~10%, which means roughly 22% of 'winning' experiments at p<0.05 are false positives. Sean Ellis's 40% threshold has no publicly available dataset. AI product retention should be baselined at M3 rather than M0, and GRR splits from 23% below $50/mo to 70% above $250/mo.

ai deep-dive

2026 LLM Inference Provider Free Tiers & Pricing: 40+ Services Ranked by Tier

For side projects, toy demos, and RAG prototypes, nobody wants to swipe a credit card on day one. This is a verified roundup of 40+ LLM inference providers still operating as of 2026/05, tiered by whether free resources auto-replenish or are one-time grants. Each entry notes credit-card requirements, supported models, paid starting prices, and catches. Chinese-origin providers including Zhipu GLM (permanently free), Doubao (2M tokens/day), Kimi, DashScope, and the Ollama local option are all included.

ai guide

Claude Code Complete Breakdown: The Deep Reasoning King of Terminal Agents

From $20/mo Pro to $200/mo Max 20x, Claude Code's Opus 4.6 delivers the strongest reasoning depth in the industry, and its Max plan's unlimited pricing saves heavy users over 90% compared to API costs.

ai guide

Cursor CLI Complete Analysis: The All-Rounder Extending IDE Agent to the Terminal

Cursor CLI brings the IDE Agent into the terminal, supporting interactive TUI and headless modes, Plan/Ask/Agent three modes, Cloud Handoff, CI/CD integration, $20-200/mo.

ai guide

Gemini CLI Complete Analysis: The Terminal Agent with the Most Generous Free Tier in the Industry

Gemini CLI will be discontinued on 2026/06/18, with Antigravity CLI as the official successor. Before shutdown: free 60 req/min, 1,000 req/day, including Gemini 2.5 Pro and 1M token context window. Skills, Hooks, and Subagents can all be migrated.

ai guide

Kiro (AWS) Complete Analysis: The Spec-Driven Agentic IDE

Kiro's free plan includes 50 credits. Auto mode intelligently mixes models to save costs. Spec-Driven development upgrades vibe coding into traceable, structured workflows. Agent Hooks enable local CI/CD automation.

ai guide

OpenAI Codex Complete Plan Analysis: Agent Integration in the ChatGPT Ecosystem

Codex is tied to ChatGPT subscriptions ($20-200/mo). GPT-5.4 + mini automatic routing is the highlight, and the CLI supports dual billing via Plan mode and API Key mode.