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 Run a durable Codex-powered agent in OpenAI's hosted sandbox with a custom tool and file outputs.
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 Fireworks' Ember-1 claims 40% fewer tokens than Kimi K3. Build a harness to verify it.
Tutorials Forced tool use now 400s on Claude Sonnet 5.5. Replace it with strict tools and a retry guard.
Tutorials Build a store=false Grok 4.7 tool agent that keeps its reasoning, hits cache, and escalates effort.
Tutorials Build an agent that turns a screenshot, voice note and logs into a ticket with Xiaomi's MiMo-V2.6.
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 Intercept your Gemini agent's sandbox tools with pre-execution hooks that allow, deny, and audit.