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W38 · September 2026

Automation that evaluates its own work

Three stories this week center on the same shift: systems that decide without waiting for us. Agent loops run until they hit a goal. IPTC brings trust metadata to broadcast workflows. Cloudinary routes image requests to models automatically. The pattern is delegation, not just assistance.

topic/agent-loopsCloudinary Blog

What makes an agent loop useful?

Over the last few days, my social media feed has been filled with posts about agent loops. The message is usually some variation of the same idea: Stop prompting agents one step at a time and start designing systems that can act, evaluate their work, and continue toward a goal on their own. The future […] The post What Makes an Agent Loop Useful? appeared first on Cloudinary Blog.

Read on Cloudinary Blog

TL;DR · Why it matters

Cloudinary's post examines AI systems that act, evaluate, and iterate without prompting at each step. The difference between a chatbot and an agent loop is autonomy: one waits for instructions, the other runs a plan to completion. For DAM practitioners, this means retrieval workflows that adjust search strategy when initial queries fail, or metadata enrichment routines that validate their own output before committing changes. The signal is systems that know when they are done.
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topic/iptc-ibc-trustIPTC

Trust, story objects, and agentic production at IBC 2026

The annual International Broadcasting Convention (IBC) took place this weekend in Amsterdam, Netherlands, and it was as big as ever: tens of thousands of media technology professionals coming together to talk shop, meet old friends and contacts, and see the latest developments in media technology. IPTC members were well represented, with attendees present from ABC […] The post Trust, Story Objects and Agentic Production: IPTC at IBC 2026 appeared first on IPTC.

Read on IPTC

TL;DR · Why it matters

IPTC brought three metadata threads to Amsterdam's International Broadcasting Convention: C2PA provenance for news video, story objects that bundle content with rights and context, and production workflows where agents assemble packages. The convergence matters because broadcast DAM has always been about speed and verification. When agents start cutting packages, the metadata layer becomes the only reliability surface. IPTC's focus on trust standards signals that broadcasters see this risk ahead of the rest of the industry.
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topic/automatic-model-routingCloudinary Blog

Developers stop choosing image models manually

Every few weeks there’s a new image model everyone says you should be using: FLUX, Recraft, Ideogram, GPT Image. Each one has different strengths, different tradeoffs, and another decision for developers to make before they’ve even written a line of code. So when I started experimenting with Cloudinary’s new Image Generation API, I caught myself […] The post I Stopped Choosing Image Models Manually appeared first on Cloudinary Blog.

Read on Cloudinary Blog

TL;DR · Why it matters

Cloudinary's new routing layer selects generative image models automatically based on prompt characteristics. Every few weeks a new model (FLUX, Recraft, Ideogram) claims superiority at some task, and developers spend cycles benchmarking instead of building. Automatic routing offloads that decision to the platform. For DAM teams managing derivative generation, this pattern suggests a future where transformation pipelines select their own tools. The cost is opacity; the benefit is not maintaining a model comparison spreadsheet.
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Bynder Blog
topic/dam-vs-cmsBynder Blog

Digital asset management versus content management

TL;DR · Why it matters

Bynder's explainer clarifies the boundary: DAM manages files (images, video, PDFs), CMS manages pages and structured text. The distinction blurs when a CMS needs to serve assets at scale, or when a DAM starts embedding editorial workflows. Most organizations need both, connected by integrations that let editors pull approved assets without leaving the CMS. The confusion persists because vendors bundle features across the line, and teams often discover they bought the wrong tool only after they have committed to it.
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topic/lightroom-preview-rebuildThe DAM Book (Peter Krogh)

Rebuild Lightroom previews to save space and confirm integrity

New article on Petapixel outlines the benefits of Lightroom preview rebuild. Improved speed, saved space and integrity checking. The post Rebuild Lightroom Previews to save space, add speed and confirm integrity appeared first on The DAM Book.

Read on The DAM Book (Peter Krogh)

TL;DR · Why it matters

Peter Krogh's PetaPixel piece outlines a maintenance step most photographers skip: deleting and regenerating Lightroom's preview cache. Old previews occupy gigabytes, slow the catalog, and can mask corrupted source files. A rebuild surfaces integrity issues early and trims cache size by 30 to 50 percent. For teams using Lightroom as a lightweight DAM layer, this is preventive work that pays compound returns. The signal is catalog health as a scheduled task, not a crisis response.
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topic/view-transition-apiCloudinary Blog

Buttery-smooth image gallery transitions with the View Transition API

Frequently Asked Questions What is the View Transition API and how does it work? The View Transition API is a browser-native JavaScript API that animates between two DOM states. You call document.startViewTransition(callback), passing the DOM update as a callback. The browser captures a screenshot of the current state, runs the callback to update the DOM, […] The post Buttery-Smooth Image Gallery Transitions With the View Transition API and Cloudinary appeared first on Cloudinary Blog.

Read on Cloudinary Blog

TL;DR · Why it matters

Cloudinary demonstrates the View Transition API, a browser-native method for animating DOM state changes without a JavaScript framework. The example is an image gallery where thumbnails expand into lightbox views with zero flicker. For DAM portals serving branded asset libraries, this matters because smooth transitions keep users in flow. The API is supported in Chrome and Edge; Safari and Firefox lag. The calculus is whether a better browsing experience justifies the polyfill weight for unsupported browsers.
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Resource of the week

How to tell if your DAM is actually working

A diagnostic framework for evaluating whether your digital asset management system delivers measurable value or just occupies a line item.

Run the diagnostic

Field Notes

  • StandardsIPTC Photo Metadata Conference 2026 session videos now available, covering AI platform behavior and real-world C2PA implementations.
  • ConferenceSaudi Media Forum (February 2026, Riyadh) featured IPTC sessions on AI opt-out guidelines and media provenance standards.

What part of your workflow still requires a human checkpoint that probably shouldn't?