Give a Text-Only Coding Agent Vision with ModLens
Use ModLens to route screenshots and image files through a configured vision engine, then return structured evidence to a text-only coding agent.
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Notes from the build loop.
Tested AI coding workflows, coding-agent field notes, and honest LLM reviews for builders using Codex, Claude Code, Cursor, and agents.
Run Qwen3.8-27B Locally on Apple Silicon
Install an Unsloth GGUF build of Qwen3.8-27B with Ollama or llama.cpp, then choose a quant that leaves enough unified memory for the runtime.
Read articleLLM Inference Handbook: the reference I wish existed a year ago
Same model, different inference stack, wildly different latency and cost. Modular's handbook covers VRAM math, KV cache, batching, and serving.
Read articleCodex Just Shipped Two Features That Matter
A practical look at ChatGPT Voice and multi-folder projects in Codex, including their workflow benefits, limits, and setup details.
Read articleCan Kimi K3 Handle a Real Production Backend?
A hands-on Kimi K3 backend audit across 68K lines of FastAPI code, including query fixes, measured results, and the full task cost.
Read articleProduct Photos to Interactive 3D on the Web
How img2threejs turns product photos into editable Three.js code for interactive web demos without a traditional 3D model file.
Read articleRunning Kimi K3 Inside Codex
A step-by-step setup for running Kimi K3 inside the Codex app through CC Switch, with routing details and model-picker caveats.
Read articleLoop Engineer Was Barely a Thing. Graph Engineer Already Showed Up.
Prompt, context, harness, loop, graph: five stacked layers that move reliability out of the model and into the system around it.
Read articleAI Is Turning Everyone Into a DevOps Engineer
A DigitalOcean migration that used to take half a day. I set up SSH, described the target state, and Codex did the rest.
Read articleHow I Use GPT-Live to Learn Faster
GPT-Live can listen and talk at the same time. Drop a Skill or article into ChatGPT and interrupt until the workflow actually clicks.
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