8 min read
One Tool Beats Ten Endpoints
Agent tool design: why intent-shaped tools beat REST endpoint mirrors, cutting context and tool menu tax while returning reviewable receipts.
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Deep dives into AI agents, coding tools, and building with LLMs.
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8 min read
Open Design Shows the Next Agent Wrapper
Open Design turns coding agent CLIs like Claude Code and Codex into a design engine. The real lesson is artifact-first agent wrappers, not design automation.
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8 min read
OpenAI Codex, Managed Agents, and AWS: What Developers Should Watch
OpenAI is moving Codex from a coding assistant into an enterprise agent platform. Here is what changed with Codex, Managed Agents, AWS, and the Responses API.
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8 min read
Refusal Directions Are a Systems Problem
A trending refusal-direction paper is a reminder that model safety cannot be treated as a thin refusal layer. Builders need layered controls around the model.
7 min read
Skills Are How Agents Learn the Job
Skills turn a general coding agent into a trained teammate by packaging runbooks, scripts, examples, and domain-specific judgment into reusable instructions.
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9 min read
Skills Are the New Agent Operating System
Agent skills turn team process into small, reusable operating procedures that load when relevant. Why skills beat one giant prompt for coding agents.
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8 min read
VS Code Copilot Co-Author Attribution: The Real Problem Is Workflow Consent
VS Code 1.118 adds Copilot as a Git co-author by default for chat and agent commits. Why the trailer is really about consent, audit signals and team policy.
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8 min read
Warp Open Sourced the Terminal. The Real Story Is Agent Operations
Warp open sourced its terminal client. The bigger story is agent operations - planning, execution, review, and feedback loops that live next to the shell.
11 min read
12 Tools in One Night: An Honest Overnight Agent Report
An honest overnight Claude Code agent report: 12 new repos, 60 PRs, and three goofs, plus lessons on decomposition, verification, and pre-flight checks.
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11 min read
Agent Architecture: Building Multi-Step AI Workflows That Survive Production
Agent architecture for multi-step Claude workflows: loop patterns, state management, error recovery, and the production gotchas that break agents at scale.
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9 min read
OpenAI Agents SDK Evolution: What Ships in Production
Sandbox agents, file-based memory and Codex-style filesystem tools in the OpenAI Agents SDK: what the docs actually ship, with code adapted from OpenAI's own examples.
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10 min read
OpenAI Apps SDK: Building MCP UIs Inside ChatGPT
Apps SDK (now ChatGPT plugins) is MCP plus an optional web component rendered in ChatGPT. How the server, the UI resource, auth and publishing actually work, with code adapted from OpenAI's quickstart.
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