Ultra Plan's explore-critique pipeline, YC's AI-native startup velocity, and why multi-agent orchestration keeps failing at scale
A comparison of open-source AI image processing tools from matting to upscaling — MODNet, ViTMatte, Diffusion-Sharpening, ImageSharpening-KD, and Upscayl — plus LINE emoji format constraints
How to integrate Firecrawl's map and batch_scrape APIs into a Python CLI for deep documentation crawling, with graceful Playwright fallback
Fixed four simultaneous bugs in the reranking pipeline, overhauled image generation from single-tone to dual-batch (3-tone/5-tone), and shipped a batch of frontend components including reactions, likes, and feedback.
Building a hybrid background removal pipeline that auto-runs rembg then lets you touch up with SAM2 click-based erase/restore, plus a wan2.6-i2v-flash 720P video upgrade and physics-based motion prompt rewrite.
Deploying LLMs on RunPod Serverless with vLLM, plus OpenScreen for recording and HarnessKit for AI agent orchestration patterns
The agent activity monitor was buried in a secondary tab while the chat interface dominated the screen. This post covers the full redesign using Tailwind CSS v4 and shadcn/ui to fix that structural problem.
Combining Claude Code with Figma to maintain consistent UI through design tokens and automate content design workflows, with a look at web accessibility automation possibilities.
Adding a multi-agent team design skill to HarnessKit, documenting agent design patterns, implementing CLAUDE.md auto-registration, and releasing v0.4.0
Adjusting Gemini API timeouts, fixing OTel local errors, improving tone/angle injection regeneration UX, scaling up EC2 instances, and adding deployment scripts
