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 Run a durable Codex-powered agent in OpenAI's hosted sandbox with a custom tool and file outputs.
Tutorials Drive a real browser with GPT-6.1 Sol's batched computer tool, with guardrails.
Tutorials Forced tool use now 400s on Claude Sonnet 5.5. Replace it with strict tools and a retry guard.
Tutorials Set up Claude Code's new Projects beta to run coordinated, parallel AI coding threads across repos.
Tutorials Build a store=false Grok 4.7 tool agent that keeps its reasoning, hits cache, and escalates effort.
Tutorials Opus 5.5 moved agent narration into thinking blocks. Stream it back with display updates and nudges.
Tutorials Summarize long Claude Opus 5.5 sessions in a background thread and swap the result in, no pause.
Tutorials Send GPT-6 requests to Luna, validate the JSON, and pay Sol prices only when the checks fail.
Tutorials Opus 5.5 is 20% cheaper, but old thinking, tool_choice and computer-use code now fails. Fix it.
Tutorials Enable multi_agent on the Responses API, trace every subagent, and dodge the hosted-call trap.
Tutorials Handle the 403 that stops a GPT-6 Astra agent and wire up safety.alert.created webhooks.