Tutorials Opus 4.8 Mid-Convo System Messages in Python (Cache-Safe)
Use Opus 4.8 role:system messages mid-conversation to update agent rules without invalidating cache.
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials Use Opus 4.8 role:system messages mid-conversation to update agent rules without invalidating cache.
Tutorials Use Gemini 3.5 Flash code execution to write Python that fixes itself in a loop.
Tutorials Use Zhipu's GLM-4.7 through the OpenAI SDK to build a tool-calling coding assistant for pennies.
Tutorials Build a signed AI agent skill with a skill card using OpenSSF Model Signing, then verify it.
Tutorials Use Gemini's new Interactions API and previous_interaction_id to build stateful agents in Python.
Tutorials Wire Gemini 3.5 Flash to your own Python functions and run a real multi-step agent loop.
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Tutorials Use DSPy GEPA to auto-evolve prompts with reflection and beat hand-tuned baselines.
Tutorials Use input guardrails and tripwires to stop bad input before your costly OpenAI agent runs.
Frontend Use <Activity> in React 19.2 to hide UI while preserving state, DOM, and scroll position.
Tutorials Use LangGraph v0.4 subagents to isolate tool noise and keep main agent context clean.
Tutorials Use LangGraph v0.4 subagents to isolate tool noise and keep main agent context clean.
Database Use Postgres 18 uuidv7() for ordered primary keys, smaller indexes, fewer page splits.