artifacts
Beyond Market Intelligence keeps artifacts in one place: 5 stories so far. The section currently leads with “Move Beyond Static Skills to Build Agent Knowledge That Adapts”, “Explore how hybrid search transforms discovery on Papers with Code”, and “Mirror registries on your terms with Flux's declarative plugin”. The panic over agent skills is aimed at the wrong target. Building a better search engine for research papers rarely comes down to a single clever trick. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every artifacts story on Beyond Market Intelligence, newest first.
Move Beyond Static Skills to Build Agent Knowledge That Adapts
The panic over agent skills is aimed at the wrong target. Static files aren't the bottleneck; the real shift is treating knowledge as a build artifact, something dynamic and versioned. That costs more than dropping a prompt into a folder. It demands a model where skills evolve with your data, not alongside it. We're not talking about inflation, but about engineering discipline. For a deeper look at how such dynamic thinking applies elsewhere, explore the Forrester Function piece. This is where agent capability gets serious.
Explore how hybrid search transforms discovery on Papers with Code
Building a better search engine for research papers rarely comes down to a single clever trick. On Papers with Code, Niels Rogge shows how combining PostgreSQL's pgvector with Qwen3 embeddings creates a hybrid system that outperforms keyword or semantic search alone. What stands out is the pragmatic stack: batch embeddings via Hugging Face Jobs, storage in Buckets, and a live model on Inference Endpoints. That same infrastructure drives related-paper recommendations. It's a thoughtful, reproducible approach.
Mirror registries on your terms with Flux's declarative plugin
Flux Mirror gives teams a straightforward way to keep their software supply chain under their own control. This new CLI plugin, part of Flux v2.9, mirrors container images, Helm charts, and OCI artifacts between registries using a declarative configuration. The point is practical: keep Kubernetes clusters reconciling only from registries your team actually operates. That is a sensible, deliberate step toward reducing reliance on external sources.
Explore how durable steps transform CI pipelines into resilient workflows
Cloudflare's new CI SDK, cloudflare/ci, reimagines how pipelines are built by defining them as TypeScript workflows. Each step inherits durable retries and replay, while concurrency and snapshot caching come standard. It's a thoughtful model, though it's not a drop-in replacement yet, since Artifacts remains in private beta. The real lesson here is the durable-step approach, a shift worth exploring. For more on Cloudflare's internal builds, our piece on EmDash offers a useful parallel.
When Shared Links Expose More Than You Intended
A shared Claude chat link may have exposed your conversations and Artifacts to Google. The issue traces back to the "share chat" feature, which lets anyone with the URL view a project. That's a real problem, and it's worth taking seriously. If you've used that feature, check what's public now. For a deeper look at how AI interactions can surprise us, our piece "Talking to My AI Clone Taught Me to Question the Tech" offers a thoughtful parallel.