Machine Learning Intermediate
Build a Deployment Simulation Eval to Catch Model Drift
Replay real conversations through a candidate model to predict misbehavior before you ship.
11 min read·Kodetra Technologies
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AI Guides for Builders
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Machine Learning 
Tutorials Intermediate
Kimi K2.7 Code: Build a Multi-File Refactor Agent
Drive Moonshot's open-weight coding model through a real tool-calling loop in Python.
9 min read·Kodetra Technologies
2d ago
Tutorials Intermediate
Build an Apple-Style Multi-Model AI Router in Python
WWDC let iPhone users pick ChatGPT, Gemini, or Claude. Build the same model router in Python.
9 min read·Kodetra Technologies
9d ago
Tutorials Intermediate
Kimi K2 Thinking: Agentic Tool Loops in Python
Build a multi-step tool-calling agent on Moonshot's open-weight Kimi K2.6 model.
8 min read·Kodetra Technologies
12d ago
Tutorials Intermediate
MAI-Thinking-1 Hands-On: Build a Reasoning Agent
Deploy Microsoft's new reasoning model and build a tool-calling triage agent.
10 min read·Kodetra Technologies
14d ago
Tutorials Intermediate
MAI-Code-1-Flash in Python: 5B Coder Beats Haiku 4.5
Call Microsoft's June 2 coding model via OpenRouter for cheap, fast refactors.
10 min read·Kodetra Technologies
15d agoMore guides like this?
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Tutorials Intermediate
Gemini Omni Flash: Veo 3.1 Python Tutorial 2026
Generate AI video in Python with Veo 3.1 — the model powering Google's Omni Flash launch.
8 min read·Kodetra Technologies
16d ago
Tutorials Intermediate
NVIDIA Verified Skills: Sign and Verify Agent Skills
Build a signed AI agent skill with a skill card using OpenSSF Model Signing, then verify it.
11 min read·Kodetra Technologies
22d ago
Tutorials Intermediate
Connect Your App to Gemini Spark with MCP
Build a standard MCP server in Python that plugs into Gemini Spark and Claude Desktop.
9 min read·Kodetra Technologies
23d ago
Machine Learning Intermediate
Conformal Prediction in Python: Trustworthy ML Intervals
Wrap any scikit-learn model in MAPIE for prediction intervals with guaranteed coverage.
9 min read·Kodetra Technologies
28d ago
Machine Learning Intermediate
GRPO Fine-Tuning: Train Reasoning Into Small LLMs
Use GRPO to teach a 0.5B model multi-step math reasoning end to end.
9 min read·Kodetra Technologies
Apr 30
Tutorials Beginner
Cursor 2.0 Parallel Agents: Ship Features 8x Faster
Run up to 8 AI agents in parallel in Cursor 2.0 to finish features in a fraction of the time.
4 min read·Kodetra Technologies
Apr 23Page 1 of 2