Tutorials GPT-5.6 Sol: Max Effort and Ultra Subagents in Python
Use GPT-5.6 Sol's new max reasoning effort and ultra subagents via the Responses API.
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials Use GPT-5.6 Sol's new max reasoning effort and ultra subagents via the Responses API.
Tutorials A runnable Python governor that caps LLM spend per user and auto-downgrades models.
Tutorials Stream Gemini's thought summaries live, control reasoning effort, and track thinking-token cost.
Tutorials Surface, stream, and log Gemini 2.5 Pro Deep Think's reasoning chain with thought summaries.
Tutorials Cut MCP agent context up to 99% by exposing tools as a code API the model calls in code.
Tutorials Let a cheap executor model consult a stronger advisor mid-task in one Messages API call.
Tutorials Build a provider-agnostic LLM failover client in Python that survives outages and model removals.
Tutorials Turn a still image into a 720p video with native audio using xAI's Grok Imagine 1.5 in Python.
Tutorials Gemini's image preview models die June 25. Swap to the Nano Banana 2 GA IDs with verified Python.
Tutorials Build real-time agents on the first reasoning diffusion LLM: OpenAI-compatible, 1000 tok/s.
Machine Learning Replay real conversations through a candidate model to predict misbehavior before you ship.
Tutorials Build a plan-act-verify agent loop with an external check, retry budget, and clear stop rules.