Tutorials Reflection Beam: Get Agent-Ready Before the Weights Drop
Build an effort-routing tool-loop client for Beam's OpenAI-compatible API and size the self-host bill.
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials Build an effort-routing tool-loop client for Beam's OpenAI-compatible API and size the self-host bill.
Tutorials Call OpenAI's agent loop from AWS with SigV4 in Python: create a session, send a turn, read items.
Tutorials Cloudflare's open Clef models return typed probabilities, not text. Build a cheap cascade router.
Tutorials Write a Claude Code mod that blocks, asks, and logs risky shell commands, then test it.
Tutorials OpenAI shipped MCP Events at DevDay. Build, sign and harden a server that pushes events to agents.
Tutorials Run a durable Codex-powered agent in OpenAI's hosted sandbox with a custom tool and file outputs.
Tutorials Scan a PR diff with OpenAI's Codex Security, cap the spend, and fail CI on high-severity bugs.
Tutorials A Python router that buys Ultrafast speed only where users wait, with fallback and cost tracking.
Tutorials Drive a real browser with GPT-6.1 Sol's batched computer tool, with guardrails.
Tutorials An OpenAI agent used DNS to reach the internet. Build an allowlist resolver and kill switch that catches it.
Tutorials Rebuild the 21-hour enzyme-hunt pattern: cheap triage, deep read, budget cap, resumable.
Tutorials Forced tool use now 400s on Claude Sonnet 5.5. Replace it with strict tools and a retry guard.