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Licensing and provenance
Review permissions, licenses and source provenance before reuse.
Read catalogs by purpose rather than popularity
Separate official status, familiarity, and novelty from usefulness for your own work.
Image model research notes: don't confuse offering models, open weights, and licenses
Research notes based on official sources checked on 2026-10-04. Compare API availability, open weights, and license conditions for OpenAI GPT Image, Google Imagen, and Stable Diffusion.
Turn visual direction into words and specifications
Give instructions through composition, color, light, shape and purpose.
Practical image workshop: Creating a single advertising visual using a verifiable process
An exercise in creating still images containing products and people by dividing them into specifications, references, composition, creation, local corrections, typesetting, and release checks.
Design a photorealistic portrait
Separate the person, lighting, lens-like appearance and background.
Turn a 3D model into a usable asset
Shape, topology, UVs, rigs and delivery formats
Deliver your work through social media and services
Connect presentation, publication checks, analysis and improvement
Choosing MiniMax and local LLMs: separate open weights, APIs, and feasibility
A practical research and experiment guide for comparing MiniMax and other models without conflating public repositories, weights, APIs, and inference servers.
Read Hugging Face pages and model files
Check provenance, format and license so the model choice can be reproduced.
Local-model runtime evidence: evaluate Strata without inheriting its claims
Read a dated local-runtime release as a configuration and evidence contract: code and weight rights, local serving, release assets, author measurements, and a bounded offline fixture.
Read this before adopting OSS AI: repository, weights, dependencies, and operations
Move OSS safely from learning into operations by separating licenses, maintenance, reproduction, vulnerabilities, and model weights instead of trusting star counts.
Understand the boundaries before trying to read everything
Arrange twelve repositories by role and choose one to read today.
OSS release observation: a release page is a verification starting point
A dated GitHub Releases observation with a concrete pre-adoption record and test procedure.
Turn a moving branch into a fixed reference
Make reading notes with commits and sources attached.
Design the smallest useful contribution
Organize reproduction steps, expected behavior, and the current contribution policy
Move on when you can explain what you learned
Turn AI guidance into your own understanding supported by evidence
Voice AI with ElevenLabs: design consent, latency, and verification before voice quality
Learn consent, rights, explicit failure handling, latency, and evaluation for TTS, voice conversation, and dubbing from official ElevenLabs material and practical exercises.
Video generation map: until diffusion, flow, and DiT become one cut
We reconsider video generation as the generation of latent expressions with a time axis, and connect the roles and limitations of diffusion, flow matching, and DiT to production decisions.
Video model research notes: Provision formats and production choices after 2025
Check Veo, Sora, Wan, and LTX in official documents and compare cloud provision, open weights, inference code, and safety measures on different axes.
Choose local generation or Suno, then inspect the export
Compare execution responsibility, editable outputs and download conditions; distinguish sample rate, codec, container and loudness.
Receive audio and prepare a video for publication
Track permission, source materials and download terms before preparing a YouTube delivery and testing playback on the receiving page.