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Latest from o-ai.tech

30 recent articles
o-ai.tech
o-ai.tech
Mar 25, 2026 · Artificial Intelligence

From Code Writing to Continuous Development: Anthropic’s Long‑Running Agent Harness Design

Anthropic’s article dissects a three‑role harness—planner, generator, evaluator—for building long‑running AI applications, explaining how structured specs, sprint contracts, iterative evaluation, and context management transform a single model into a reliable software‑engineering pipeline, with concrete front‑end and full‑stack case studies.

AI agentsEvaluatorHarness
0 likes · 23 min read
From Code Writing to Continuous Development: Anthropic’s Long‑Running Agent Harness Design
o-ai.tech
o-ai.tech
Mar 24, 2026 · Backend Development

How to Build Lightning‑Fast Regex Search Indexes for Agent‑Powered Code Tools

The article analyses why traditional code‑search techniques struggle with massive monorepos, explores classic and modern indexing methods—including inverted indexes, trigram, suffix arrays, probabilistic masks, and sparse n‑grams—and explains how Cursor’s locally‑executed, memory‑efficient design delivers instant, fresh regex search for AI agents.

Code searchagent toolinglocal indexing
0 likes · 11 min read
How to Build Lightning‑Fast Regex Search Indexes for Agent‑Powered Code Tools
o-ai.tech
o-ai.tech
Mar 22, 2026 · Artificial Intelligence

How to Safely Deploy AI Agents in Real Projects: Essential gstack Safety Skills

This article explains why explicit boundaries are crucial when using AI agents in production, introduces the gstack safety skills (/careful, /freeze, /guard, /unfreeze, /gstack-upgrade), outlines their purpose, suitable scenarios, common pitfalls, and provides practical guidance for selecting and applying each skill effectively.

AI agentsRisk Managementautomation
0 likes · 15 min read
How to Safely Deploy AI Agents in Real Projects: Essential gstack Safety Skills
o-ai.tech
o-ai.tech
Mar 22, 2026 · R&D Management

Closing the Final Mile: From Running Code to Shipping with /ship, /document-release, and /retro

The article explains why the last mile of software delivery—merging, testing, changelog, version bump, documentation sync, and retrospection—is often the bottleneck, and introduces three automated skills (/ship, /document-release, /retro) that institutionalize these tasks to create a closed‑loop workflow.

Documentationautomationcontinuous integration
0 likes · 15 min read
Closing the Final Mile: From Running Code to Shipping with /ship, /document-release, and /retro
o-ai.tech
o-ai.tech
Mar 22, 2026 · R&D Management

gstack Part 3: How to Divide Responsibilities Among the Four Plan Review Skills

This article breaks down gstack's four pre‑implementation review skills—/plan-ceo-review, /plan-eng-review, /plan-design-review, and /design-consultation—explaining their distinct focus, when each should be used, common pitfalls, and the recommended sequencing to improve product planning before coding.

design reviewengineering reviewgstack
0 likes · 17 min read
gstack Part 3: How to Divide Responsibilities Among the Four Plan Review Skills
o-ai.tech
o-ai.tech
Mar 21, 2026 · Product Management

Don’t Rush to Code—Start with /office-hours as Your First gstack Skill

The article explains why the /office-hours skill should be used before any implementation, detailing how it forces clear problem definition, challenges premises, generates concrete alternatives, and produces a design document that guides subsequent planning and development stages.

/office-hoursdesign docgstack
0 likes · 12 min read
Don’t Rush to Code—Start with /office-hours as Your First gstack Skill
o-ai.tech
o-ai.tech
Mar 21, 2026 · Artificial Intelligence

gstack Part 1: Not a Command List but an AI‑Powered Software Delivery Pipeline

The gstack repository, despite its many commands, showcases an AI‑native engineering approach that reorganizes the entire software delivery workflow—from problem definition to final release—demonstrating how AI can become a stable collaborator across every development stage.

AI agentsAI-native developmentgstack
0 likes · 11 min read
gstack Part 1: Not a Command List but an AI‑Powered Software Delivery Pipeline
o-ai.tech
o-ai.tech
Mar 20, 2026 · Fundamentals

Essential Guide to Writing CLAUDE.md for Claude Code

This article explains what CLAUDE.md is, why it matters, how to quickly create and trim it, the four mandatory sections, file locations, structuring tricks, and maintenance practices so you can keep project conventions and commands consistently across Claude sessions.

CLAUDE.mdClaudeDocumentation
0 likes · 4 min read
Essential Guide to Writing CLAUDE.md for Claude Code