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Greatest Korean Eye Lotions [2026] – Lovely With Brains

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Final Up to date on Could 19, 2026 by Giorgia Guazzarotti

What are the perfect Korean eye lotions? Iv’ve been saying it for years. You do NOT want a separate eye cream. The attention space could have extra delicate pores and skin, however there are not any particular substances designed for it. What moisturises the remainder of your face moisturises the fragile eye space too. As for darkish circles and puffy eyes, if we actually had substances that mounted them, nobody would have them anymore, know what I’m saying? You’re mainly paying additional for a facial moisturiser in a smaller jar. However for those who insist on utilizing one anyway, what’s the perfect eye cream? On this article, I evaluation a bunch of Okay-beauty eye lotions to search out out what helps to offer you a youthful look and what’s greatest ignored of your skincare routine. Let’s get began:

Great thing about Joseon Revive Eye Serum: Ginseng + Retinal ($17.00)

It appears like watered-down milk: skinny, nearly weightless, absorbs immediately with zero stickiness and no greasy movie. You pat it on and it simply disappears into the pores and skin, which makes it sensible beneath SPF or make-up with none of the pilling or sliding that heavier eye lotions trigger. The feel alone makes it simple to make use of constantly, which issues as a result of this serum wants time to point out what it might probably do. It’s constructed round retinal, a stronger, faster-acting type of vitamin A than retinol, stabilised so it doesn’t irritate the fragile undereye pores and skin, paired with 10% ginseng for antioxidant safety and niacinamide to assist with pores and skin tone. That mixture means it’s really focusing on high quality strains. The hydration is sweet however not distinctive – in case your undereyes are critically dry you may want one thing richer on high. And on darkish circles, be reasonable: the niacinamide does a little bit however this isn’t a depigmentation therapy, so if darkish circles are your fundamental concern this received’t repair them. What it is going to do is slowly however genuinely enhance pores and skin high quality across the eye space, and for a retinal serum at this worth level that’s sensitive-skin pleasant, that’s not a small factor.

Obtainable: SpaceNK, Stylevana, and Sure Type

Key Elements: Retinal, Panax Ginseng Root Extract, and Niacinamide.

Advantages: Reduces the looks of high quality strains; antioxidant safety; hydrates; light-weight, fast-absorbing texture.

Cons: Gradual outcomes; received’t transfer the needle a lot on darkish circles.

Pores and skin Varieties: All pores and skin sorts, bar delicate.

Perfume-Free: Sure.

Dr Jart+ Ceramidin™ Pores and skin Barrier Moisturising Eye Cream (£32.00)

Wealthy, dense, nearly buttery. This melts into the pores and skin on contact and instantly makes the undereye space really feel cushioned. In case your undereyes are chronically dry, tight, or crepey, you’ll really feel the distinction from the primary software. It’s constructed round ceramides, shea butter, panthenol, and squalane, which implies it’s doing actual barrier restore work and that interprets to an under-eye space that stops feeling prefer it’s about to crack. It additionally creates a superbly easy base for concealer, which is an underrated high quality in an eye fixed cream. The issue is the perfume. This has parfum within the ingredient record, and never only a whiff of one thing nice. There are important oils in right here together with bergamot and sage, each identified irritants, each having completely no enterprise being utilized every day to probably the most delicate pores and skin in your face. In case your eyes are reactive in any respect, this will trigger an issue. 

Obtainable at: Asos, Sephora, and SpaceNK

Key Elements: Ceramide NP and Shea Butter.

Advantages: Glorious barrier restore; severe moisturisation; nice base for undereye make-up.

Cons: Accommodates perfume and worsening important oils; doesn’t have anti-aging properties. 

Pores and skin Varieties: Dry, regular.

Perfume-Free: No.

SKIN1004 Madagascar Centella Probio-Cica Bakuchiol Eye Cream ($29.00)

It’s a lotion-cream hybrid (not fairly a cream, not fairly a gel, someplace in between) and it glides onto the undereye pores and skin effortlessly with none of the dragging or tugging you get with thicker formulation. Absorbs shortly, by no means feels heavy, and since it’s fragrance-free with no important oils it’s genuinely snug to make use of proper as much as the lash line with out worrying about irritation. Centella asiatica is actually the second ingredient (this isn’t a model slapping cica on the label and calling it a day), probably the greatest soothing substances from South Korea. With constant use you’ll get correctly hydrated, calmer undereyes, and over time a real enchancment in high quality strains from the bakuchiol. Iit’s not as highly effective as retinal nevertheless it’s not nothing both, and for pores and skin that may’t tolerate vitamin A it’s a significant various. The niacinamide and ceramide NP spherical it out properly. It received’t dramatically rework darkish circles or deep wrinkles, however for a cream that handles moisturising, soothing, antioxidant safety, and delicate anti-aging suddenly with out irritating anybody? That is probably the most well-rounded possibility on this record.

Obtainable at: SpaceNK, Ulta, and Sure Type

Key Elements: Centella Asiatica Extract, Bakuchiol, and Niacinamide.

Advantages: Soothing; hydrating; barrier-supportive; bakuchiol for delicate anti-aging; fragrance-free.

Cons: Silicon applicator wants cleansing between makes use of.

Pores and skin Varieties: Dry, regular, delicate.

Perfume-Free: Sure.

COSRX Superior Snail Peptide Eye Cream ($22.40)

It has that traditional snail mucin texture: barely stretchy, light-weight, white cream that disappears into the pores and skin cleanly with out leaving any greasiness or heaviness behind. It layers properly, doesn’t capsule beneath make-up, and since it’s fragrance-free with no important oils it’s about as inoffensive as eye lotions get. The snail secretion filtrate sits at round 73% of the components, which is a significant quantity, and snail mucin genuinely does hydrate and plump the pores and skin: it naturally incorporates hyaluronic acid, allantoin, and antioxidants, so that you’re getting greater than only a fundamental moisturiser. What it doesn’t do is something past protecting your undereyes hydrated and cozy, and if that’s all you’re searching for you’ll be pleased with it. No retinal, no bakuchiol, no powerhouse substances. Some individuals with very dry undereyes additionally discover it doesn’t give sufficient moisture by itself. It’s a strong, dependable, unfussy eye cream – simply don’t count on it to be something greater than that.

Obtainable at: Cult Magnificence, Sephora, and Sure Type

Key Elements: Snail Secretion Filtrate (~73%), and Niacinamide.

Advantages: Good hydration and plumping; soothing; light-weight; fragrance-free.

Cons: No actives past moisture; will not be sufficient for very dry pores and skin.

Pores and skin Varieties: All pores and skin sorts.

Perfume-Free: Sure,

Mizon Snail Restore Eye Cream ($17.10)

It’s a creamy, easy texture (barely richer than the COSRX model) that spreads simply, absorbs quick, and leaves a faint cooling sensation that makes the undereye space really feel refreshed instantly after software. Nothing sticky, nothing heavy, and no perfume, which is all the time a reduction for one thing going close to your eyes. The 80% snail mucin does what snail mucin does: hydrates reliably, soothes irritation, leaves the pores and skin wanting much less drained. However truthfully, this components feels prefer it hasn’t been up to date since 2014, as a result of it hasn’t. It’s very fundamental. In the event you’re very tight on funds and simply want one thing inoffensive that retains your undereyes moisturised, it’ll do the job with out drama. In any other case there’s genuinely no cause to choose this over the Benton or the SKIN1004.

Obtainable at: Stylevana and Sure Type

Key Elements: Snail Secretion Filtrate and Niacinamide.

Advantages: Dependable hydration; light-weight; fragrance-free.

Cons: Components is fundamental; doesn’t do something for darkish spots.

Pores and skin Varieties: Regular, dry, delicate (keep away from if acne-prone).

Perfume-Free: Sure.

Benton Fermentation Eye Cream ($24.30)

It begins barely thick popping out of the tube however melts right into a easy, buttery cream the second it hits the pores and skin: absorbs shortly, by no means feels heavy, and stays precisely the place you set it with out migrating into your eyes. No perfume, nothing that smells like something besides perhaps a really faint fatty cream scent for those who’re actually searching for it. The components leads with galactomyces ferment filtrate and bifida ferment lysate (the identical fermented substances that constructed the SK-II cult following, minus the three-figure price ticket) and each genuinely ship on hydration and antioxidant safety. Layer in ceramide NP, panthenol, beta-glucan, hyaluronic acid, and allantoin and also you’ve bought a components that’s quietly doing so much for barrier well being and pores and skin consolation. With common use the undereye space feels noticeably calmer, extra nourished, and fewer liable to that tight dry feeling that units in by noon. It received’t do something dramatic for high quality strains or darkish circles – this can be a moisture and soothing cream and it doesn’t fake in any other case.

Obtainable at: Stylevana and Sure Type

Key Elements: Galactomyces Ferment Filtrate, Ceramide NP, and Sodium Hyaluronate.

Advantages: Sturdy hydration; soothing; barrier-supportive; fragrance-free.

Cons: No lively substances for high quality strains or darkish circles; not wealthy sufficient for the very driest pores and skin.

Pores and skin Varieties: Dry, regular, delicate.

Perfume-Free: Sure.

TIRTIR Collagen Lifting Eye Cream ($17.28)

The rollerball applicator is genuinely enjoyable to make use of: cool, glides easily across the orbital bone, and the massaging movement does assist with morning puffiness. The feel itself is mild and watery, absorbs quick, and doesn’t depart any heaviness behind. However the plant-derived collagen complicated they’re so pleased with? Topical collagen can not penetrate the pores and skin. It sits on the floor and works as a humectant, which is okay, however it’s not constructing collagen, not lifting something, not doing what the title implies.  Strip away the collagen story and also you’ve bought a wonderfully strange moisturiser that’s not moisturising sufficient for dry pores and skin. After which there’s perfume within the components, which may irritate delicate pores and skin.

Obtainable at: Asos, Sephora, Stylevana, and Sure Type

Key Elements: Glycerin and Niacinamide.

Advantages: Light-weight; rollerball applicator helps with puffiness.

Cons: Accommodates perfume; topical collagen doesn’t enhance your pores and skin’s collagen.

Pores and skin Varieties: Regular, oily, mixture.

Perfume-Free: No.

Innisfree Jeju Orchid Eye Cream ($25.70)

The feel is denser than a gel however warms up instantly on the finger and sinks into the undereye pores and skin with out dragging. It eaves the realm feeling delicate and hydrated with none heaviness or greasiness. A tiny quantity goes a really great distance, which at the very least makes the value extra bearable. It’s snug, wears properly beneath make-up, and does maintain the undereye space correctly moisturised all through the day. However let’s speak in regards to the orchid, as a result of the entire product is known as after it and the extract is to date down the ingredient record it’s basically ornamental. You’re getting a solidly formulated fundamental moisturiser with a premium Okay-beauty worth connected due to a flower that isn’t doing something. Worse, there’s perfume on this, which for every day use on the undereye space is genuinely not best. 

Obtainable at: Look Implausible, Stylevana, and Sure Type

Key Elements: Glycerin, Squalane, and Niacinamide.

Advantages: Good fundamental hydration; snug texture; wears properly beneath make-up.

Cons: Accommodates perfume; overpriced for what the components really does.

Pores and skin Varieties: Regular, dry.

Perfume-Free: No.

APLB Glutathione Niacinamide Eye Cream ($9.800

This one’s for dry, tight, undereyes that want severe moisture with none fuss. It has no scent in anyway, sinks in instantly with out leaving any hint on the pores and skin, and feels so light-weight you genuinely neglect you’ve put something on – besides your undereyes keep delicate and hydrated all day. The centella asiatica is the second ingredient right here, not a label sprinkle, and it earns its place. Iif your undereyes are puffy or irritated you’ll discover them settling down fairly shortly.  The glutathione is the place the model will get forward of itself. It’s marketed because the darkish circle repair however the proof for topical glutathione doing that’s fairly skinny, so don’t purchase this particularly for pigmentation. Purchase it as a result of it’s a relaxed, light-weight, fragrance-free eye cream that retains the undereye space hydrated and soothed with out ever irritating anybody, and does it at a worth that makes it very simple to repurchase.

Obtainable at: Stylevana and Sure Type

Key Elements: Centella Asiatica Extract. Niacinamide and Glutathione.

Advantages: Antioxidant-rich; soothing; fragrance-free.

Cons: Topical glutathione’s brightening proof is proscribed; not vegan; will not be wealthy sufficient for very dry undereyes.

Pores and skin Varieties: All pores and skin sorts, together with delicate and oily.

Perfume-Free: Sure.

The Backside Line

There you might have it, the perfect (and common) eye lotions from Korean manufacturers. In order for you our high choose, go for the SKIN1004 Bakuchiol one. It soothes, moisturises, and truly fights high quality strains with out irritating anybody. In the event you’re after one thing with a bit extra anti-aging punch, the Great thing about Joseon retinal serum is tough to beat on the worth. And in case your undereyes are simply screaming for moisture and nothing else, the Benton Fermentation cream will type you out with out drama. Those to skip? TIRTIR is all packaging and no components, and the Innisfree Orchid is charging orchid costs for a fundamental moisturiser with perfume thrown in for no good cause.

PolyAI opens its Agentic Dialog Platform


NEW YORKPolyAI, the Agentic Dialog Platform for constructing the conversational enterprise, at the moment opened its platform to each builder. Free for the primary two months, the expertise powering the world’s most demanding buyer conversations throughout 75 languages and 25 nations is now out there to any staff with an concept and an e mail handle.

For the primary time, anybody can construct a production-ready dialog agent in below 10 minutes and deploy it on the identical platform, fashions, and infrastructure powering complicated dialog programs for Marriott, Foot Locker, PG&E, Caesars Leisure, UniCredit, and extra.”Everybody needs to maneuver on the velocity of thought proper now: writing code, transport merchandise, utilizing AI to do in minutes what used to take days,” mentioned Nikola Mrkšić, co-founder and CEO of PolyAI. “However dialog with complexity, the type the place an agent should take part in an actual, high-stakes dialog and truly ship a decision, is an issue that hasn’t been cracked at scale. That’s precisely what we’ve spent a decade fixing with the world’s greatest manufacturers, and at the moment we’re opening it as much as each builder.”

Confirmed on the toughest enterprise use circumstances 

A affected person going via screening earlier than a important medical appointment. A home-owner calling a few gasoline leak. A cardholder determining why their must-have buy was declined. The Agentic Dialog Platform was constructed for precisely these conversations: high-complexity, mission-critical, and not possible handy off to generic fashions.

In the present day, it powers the world’s most demanding buyer interactions. It’s utilized by FedEx throughout 20+ nations, by UniCredit to enhance NPS by 14 factors, and by tons of of resorts and casinos so that they by no means miss a name.

To make that degree of efficiency accessible to any staff, PolyAI is opening its platform to the world with instruments for transport production-grade brokers:

  • Poly Agent Builder: pure language in, production-ready agent out. Describe your online business wants and Agent Builder configures the agent, data base, and dialog tracks and guardrails mechanically in minutes, drawing on data distilled from tons of of enterprise deployments. From there: check it reside, analyze name information, and refine via an ongoing dialog with the platform till each dialog is strictly proper.
  • Agent Improvement Equipment (ADK): With self-serve API keys, native integrations, and full CLI help, the ADK lets builders ship dialog brokers the identical manner they ship all the things else. Construct in your personal IDE, use a coding assistant like Claude, model it with Git, and deploy out of your terminal.
  • Shareable testing: Each agent ships with a zero-setup check surroundings to work together with reside throughout channels. Get stakeholder buy-in and validate habits earlier than something goes to manufacturing.

Constructed on a mannequin that realized dialog from a billion actual conversations

Most AI platforms had been designed for chat and tailored for voice later. They generate responses however battle to carry context throughout turns, can’t navigate ambiguity in actual time, and lack enterprise instrument use to resolve outcomes with no human within the loop.

Raven is totally different: PolyAI’s proprietary dialog mannequin was skilled end-to-end on greater than a billion enterprise conversations, with the agent harness constructed into the coaching surroundings from day one.

“Most fashions deal with dialog as an afterthought, with prompts layered on high after the very fact. With Raven, agent habits is within the weights, not bolted on via prompts that drift below strain,” mentioned Shawn Wen, Co-founder and CTO of PolyAI. “We constructed one of the best default for dialog, then made the platform open to each mannequin an enterprise builder may want.”

Builders can deploy Raven as their default or herald GPT-5, Claude, Gemini, and others, as a result of no single mannequin suits each enterprise use case, language, or regulatory requirement.

Open for anybody to construct on the velocity of thought

Beginning at the moment, any staff can entry the Agentic Dialog Platform, free for the primary two months.

  • CX, ops, and product groups: Construct with Agent Builder in your personal phrases.
  • Builders: Construct with the ADK. Your stack, your workflow, your instruments.

To get began, go to poly.ai.

 

Current Digital Well being Developments, Insights and Information – Could 2026 – NanoApps Medical – Official web site

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Final month marked continued progress as digital well being strikes into its subsequent part — from AI increasing into drug discovery and core infrastructure to new federal pathways accelerating gadget entry and home-based care. Collectively, these shifts sign a turning level towards real-world scale.

Right here’s a better take a look at the important thing developments driving that momentum.

Expertise, Information, and Insights

CMS Launches First Wave of HealthTech Ecosystem Instruments, Quick‑Monitoring a Absolutely Digital, Affected person‑Centered Well being System

CMS launched the primary wave of its HealthTech Ecosystem initiative, rolling out new interoperable instruments, a Medicare app library, and patient-facing functions designed to streamline how people entry and handle their well being information. The trouble brings collectively a whole lot of organizations aligned round shared requirements for id, safety, and information alternate.

Learn the complete CMS press launch right here >>

Self-Powering Sensible Materials Sign Subsequent Part of Wearables

Researchers are growing sensor-embedded materials that may observe well being metrics like coronary heart fee, respiration, and temperature whereas producing energy from physique warmth and motion. The know-how might be built-in into on a regular basis clothes, yoga mats, wristbands, and even bedsheets,  enabling steady monitoring with out the necessity for charging or standalone units.

This factors to a broader shift from device-based wearables to ambient well being monitoring,  the place information assortment turns into passive, always-on, and embedded into every day life.

Learn the complete TechRadar article right here >> 

OpenAI Companions with Novo Nordisk to Speed up AI-Pushed Drug Discovery

Novo Nordisk introduced a strategic partnership with OpenAI to combine superior AI throughout its drug growth pipeline, utilizing large-scale information evaluation to determine new drug candidates and speed up time from analysis to affected person supply. The collaboration may also lengthen into manufacturing, provide chain, and industrial operations, signaling a broader shift towards end-to-end AI integration in pharma.

Learn the complete MobiHealthNews article right here >>

Coverage and Regulatory

FDA to Overview Peptides for Potential Compounding Entry in July Advisory Assembly

The FDA introduced it’ll convene the Pharmacy Compounding Advisory Committee (PCAC) on July 23–24 to judge whether or not seven peptides needs to be added to the 503A bulk drug substances record. A key step that might permit licensed 503A pharmacies to compound them with a sound, patient-specific prescription. The substances below evaluate embody peptides tied to situations like weight problems, wound therapeutic, irritation, and sleep problems.

Learn the complete FDA announcement right here >> 

FDA Launches READI-House Innovation Problem to Advance House-Primarily based Care

The FDA launched the READI-House Innovation Problem, a brand new initiative aimed toward accelerating growth of medical units designed to be used within the dwelling to scale back hospital readmissions. This system invitations innovators to submit applied sciences that help sufferers and caregivers following acute care episodes, with a give attention to bettering outcomes and stopping avoidable returns to the hospital.

Learn the complete FDA announcement right here >> 

CMS and FDA announce RAPID Pathway to Speed up Medical System Protection

CMS and the FDA launched the RAPID (Regulatory Alignment for Predictable and Quick System) protection pathway, designed to hurry up Medicare entry to breakthrough medical units by aligning regulatory approval and reimbursement processes. This system permits earlier collaboration between regulators and producers in order that medical proof generated for FDA evaluate may also help Medicare protection choices.

Learn the complete FDA announcement right here  >> 

DOJ Strikes to Reclassify Medical Marijuana, Increasing Entry and Analysis Pathways

The Division of Justice introduced it’ll place FDA-approved and state-regulated medical marijuana merchandise into Schedule III, a transfer that acknowledges their medical use whereas sustaining federal oversight. The choice expands entry to accredited therapies, helps state applications, and permits broader analysis into security and efficacy — alongside an expedited course of to judge full federal rescheduling.

Learn the complete DOJ announcement right here >>

Learn extra at Openloop!

OpenSearch Agent Expertise carry built-in intelligence to your agentic IDE

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In the present day, we’re launching OpenSearch Agent Expertise, a repository of open, composable abilities that carry built-in intelligence to developer workflows with OpenSearch, straight inside your favourite agentic IDE. By embedding OpenSearch experience into the developer’s present workflow, Agent Expertise cut back setup time, get rid of pointless tool-hopping, and let groups deal with constructing relatively than configuring.

Builders in the present day can go from thought to working prototype in minutes utilizing agentic IDEs like Claude, Cursor, and Kiro. They’ll spin up purposes, generate APIs, and construct end-to-end workflows with a immediate. However whether or not you’re experimenting with a brand new thought, constructing a POC, or operating manufacturing programs, the expertise shortly turns into extra complicated. For instance, bettering relevance in OpenSearch nonetheless requires deep experience in question Area-Particular Language (DSL), rating logic, and hybrid search tuning. Troubleshooting latency or cluster well being points typically means manually piecing collectively indicators from logs, traces, shards, and infrastructure metrics. Even migrations from Elasticsearch or Solr can change into complicated and time-consuming due to schema conversion, compatibility gaps, and efficiency optimization challenges. As AI brokers change into a main interface for constructing and working purposes on OpenSearch, a deeper hole emerges. Translating high-level intent into question DSLs, index configurations, and multi-step workflows nonetheless requires important experience. On the identical time, workflows stay fragmented throughout domains like search, logs, and observability, forcing groups into siloed tooling and disconnected reasoning. The result’s repeated trial-and-error, lack of standardized approaches, and slower time-to-value, regardless of the promise of quicker growth.

What are Agent Expertise?

Agent Expertise, developed by Anthropic, are a light-weight, open format for extending AI agent capabilities with specialised data and workflows. They’re supported by a rising variety of AI instruments and agentic shoppers, together with Kiro, Claude Code, Cursor, VS Code, GitHub Copilot, Codex and others.

At their core, Agent Expertise are pre-built intelligence you possibly can name, lengthen, and reuse. Every ability encapsulates area data, execution logic with multi-step workflows, and steerage with explainability, so that you not solely get outcomes however perceive how they’re achieved. As a substitute of sewing collectively instruments and writing customized logic, you possibly can invoke a ability to deal with a complete job, from evaluation to suggestion to execution.

At launch, OpenSearch Agent Expertise introduces three foundational abilities designed to deal with a number of the commonest and sophisticated developer workflows: Search, Logs, and Solr to OpenSearch Migrations.

Search ability

The Search Ability builds on the muse launched by OpenSearch Launchpad, and brings an agentic, intent-driven expertise to constructing and optimizing search purposes with OpenSearch. Builders can go from a easy requirement or pattern doc to a completely working search software in minutes, whether or not lexical, semantic, hybrid, or agentic, with no

deep OpenSearch experience required.

What it does:

  • Interprets pure language necessities or pattern knowledge into search configurations.
  • Robotically creates index mappings, ingest pipelines, and ML mannequin integrations.
  • Units up key phrase, semantic, and hybrid search capabilities out of the field.

Instance

Construct a semantic search software for product documentation

Output:

  • Totally configured OpenSearch index with optimized mappings.
  • Built-in embedding fashions and ingest pipeline.
  • Working search expertise (API + UI) prepared to check and iterate.

The Search Ability builds on the muse launched by OpenSearch Launchpad, extending the identical capabilities into an agent-native workflow. You possibly can transfer from thought to a production-ready search software in minutes, eliminating guide setup and accelerating each prototyping and deployment in OpenSearch.

Logs ability

The Log Ability analyzes log knowledge and investigates distributed traces straight inside OpenSearch, bringing agentic intelligence to observability workflows. As a substitute of manually crafting PPL queries or piecing collectively hint knowledge throughout providers, builders can categorical their intent and let the ability

deal with the complexity.

What it does:

  • Queries and analyzes log knowledge utilizing PPL, together with error patterns, log quantity traits, and anomaly detection.
  • Investigates distributed traces, figuring out sluggish spans, error spans, service dependencies, and agent invocations.
  • Correlates logs and traces utilizing traceId to floor root causes throughout the complete observability stack.

Instance:

Examine why my service is returning 500s and correlate with latest traces

Output:

  • PPL question outcomes surfacing error patterns and log quantity anomalies.
  • Hint evaluation figuring out sluggish or failing spans and repair dependencies.
  • Correlated view linking log errors to particular hint IDs for quicker root trigger evaluation.

With the Logs Ability, you possibly can transfer from a obscure symptom to a pinpointed root trigger in minutes with no need to grasp PPL syntax or manually navigate hint knowledge.

Solr to OpenSearch migration ability

The Migration Ability streamlines the complicated strategy of migrating from Solr to OpenSearch. Migrations usually contain cluster discovery, compatibility checks, schema translation, knowledge motion, and validation. These steps typically require deep experience and guide coordination. The

Migration ability turns all these steps right into a guided, automated workflow.

What it does:

  • Discovers and analyzes supply clusters, together with indices, mappings, and configurations.
  • Performs compatibility evaluation and highlights breaking modifications or required transformations.
  • Interprets schemas, index settings, and queries into OpenSearch-compatible codecs.

Instance:

How can I migrate from Solr to OpenSearch?

Output:

  • Detailed migration plan with compatibility report and required modifications.
  • Translated index mappings and configurations prepared for OpenSearch.
  • Executed knowledge migration pipeline with progress monitoring.
  • Validation report confirming knowledge integrity and question parity between supply and goal.

With the Migration Ability, builders can transfer from a fragmented, high-risk migration course of to a structured, automated workflow. This strategy gives quicker transitions, decreased downtime, and confidence in manufacturing readiness.

The way it works

OpenSearch Agent Expertise are organized as a tree of SKILL.md recordsdata, structured by area class. Relatively than one monolithic ability that hundreds all the pieces, the repo is damaged into centered, independently installable abilities. Every ability is sufficiently small to remain inside a decent context window, however

full sufficient to deal with actual end-to-end workflows.

The highest-level construction at the moment teams abilities into three classes:

  • Search: opensearch-launchpad for constructing BM25, semantic, and hybrid search purposes from scratch.
  • Observability: log-analytics for PPL-based log querying and error evaluation, and trace-analytics for distributed hint investigation and span evaluation.
  • Cloud: aws-setup for deploying to Amazon OpenSearch Service (managed) or Amazon OpenSearch Serverless, with separate manifests for every.

Every ability bundles all the pieces the agent wants: step-by-step workflows, reference docs (like PPL syntax guides and CLI references), and executable scripts that run straight in opposition to your cluster.

Whenever you say “construct a hybrid search app” or “why is my service throwing 500 errors?”, the agent prompts solely the matching ability, follows its directions, and executes the fitting OpenSearch APIs. It returns outcomes alongside clear explanations of what was configured and why. As a result of abilities load on demand, you possibly can have the complete assortment put in with out bloating your agent’s context window.

We’re repeatedly increasing the ability library. Classes like Dashboard and Migration are already on the roadmap, with extra to return because the ecosystem grows.

Getting began

Getting began with OpenSearch Agent Expertise is simple. No MCP server or extras are required. Expertise are put in utilizing npx abilities and work straight together with your present agentic IDE.

Stipulations:

  • Python 3.11+ and uv.
  • Docker put in and operating.
  • AWS credentials configured (non-obligatory, for cloud deployment).

Set up all abilities:

npx abilities add opensearch-project/opensearch-agent-skills

Or set up a selected ability: (e.g. opensearch-launchpad)

npx abilities add opensearch-project/opensearch-agent-skills@opensearch-launchpad --full-depth

npx abilities add opensearch-project/opensearch-agent-skills@log-analytics --full-depth

npx abilities add opensearch-project/opensearch-agent-skills@trace-analytics --full-depth

npx abilities add opensearch-project/opensearch-agent-skills@migration-companion --full-depth

As soon as put in, merely categorical your intent to your agent, for instance, “I need to construct a semantic search app with OpenSearch,” and the agent reads the ability directions and runs the scripts robotically.

Expertise will also be put in to a selected agent (-a claude-code), globally throughout all initiatives (-g), or to all detected brokers (--all). Discover accessible abilities earlier than putting in with --list.

Trying forward

That is just the start. We’re actively increasing the OpenSearch Agent Expertise ecosystem with new capabilities throughout superior relevance tuning, cost-aware efficiency optimization, index lifecycle and schema evolution, and cross-domain workflows that unify search, logs, and analytics.

Over time, we see Agent Expertise turning into a community-driven data layer throughout OpenSearch domains the place fixing a fancy drawback as soon as means everybody advantages. Extra importantly, Agent Expertise mark a basic shift in how builders construct and function with OpenSearch: transferring away from guide, fragmented workflows towards clever, reusable capabilities that information, optimize, and speed up growth at each stage.

Get entangled

OpenSearch Agent Expertise is designed to be an open, evolving ecosystem, and we’re getting began. Right here’s how one can take part:

  • Attempt it in your workflow. Set up the abilities in Claude, Cursor, or Kiro and begin interacting with OpenSearch utilizing pure language. Construct new purposes, examine points, or run migrations, and see how far intent-driven workflows can go.
  • Construct and lengthen abilities. Agent Expertise are deliberately modular and extensible. Create your personal abilities to encode domain-specific workflows, inner finest practices, or repeatable operational playbooks. Whether or not it’s a customized relevance tuning circulation or a specialised observability pipeline, your contributions can change into reusable intelligence for others.
  • Contribute to the ecosystem. We welcome contributions throughout all ranges, from bettering documentation and fixing bugs to including fully new abilities. Should you’ve solved a fancy drawback with OpenSearch, think about turning it right into a ability and contribute to the Git repo.
  • Share suggestions and concepts. Tell us what labored, what didn’t, and what capabilities you’d wish to see subsequent, whether or not it’s deeper integrations, new domains, or extra superior automation.
  • Be part of the dialog. Interact with the OpenSearch neighborhood by GitHub discussions, neighborhood boards, and dealing teams. Collaborate with others constructing comparable workflows and assist outline the way forward for agent-driven search and observability.

With OpenSearch Agent Expertise, we’re transferring towards a world the place builders don’t solely use instruments however use shared intelligence. If that resonates with you, we’d love so that you can be a part of the journey.

Star and become involved within the OpenSearch Agent Expertise repo. Be part of the dialog on the OpenSearch neighborhood discussion board and join with us within the OpenSearch Slack channel.

Acknowledgments

We wish to lengthen our honest gratitude to the next contributors for his or her useful contributions to this venture Arjun kumar Giri, Sarat Vemulapalli, Chenyang Li, Fen Qin, Janelle Arita, Kaituo Li, Krishna Kondaka, Owais Kazi, Peter Zhu and Zhichao Geng. Your dedication, experience, and collaborative spirit have been instrumental in making this venture profitable. Thanks on your time and contributions.


In regards to the authors

Bobby Mohammed

Bobby is a Principal Product Supervisor at AWS, main product initiatives on the intersection of Search, Generative AI, and Agentic AI. His work focuses on next-generation clever purposes, from retrieval-augmented era (RAG) to agent-driven workflows and long-term reminiscence programs. Beforehand, he helped construct foundational AI and knowledge capabilities on Amazon SageMaker, spanning knowledge, analytics, and machine studying at scale. Previous to AWS, he served as Director of Product at Intel, main deep studying coaching and inference platforms powering high-performance AI infrastructure. Bobby holds an MBA from the Kellogg College of Administration at Northwestern College, and Grasp’s and Bachelor’s levels in Electrical Engineering.

Sean Zheng

Sean Zheng

Sean is a Senior Engineering Supervisor at AWS, the place he leads ML/GenAI and search relevancy parts inside AWS OpenSearch. His staff owns plugins together with ML Commons, Neural Search, and Search Relevancy Workbench, serving as the first driver of ML and agentic capabilities for OpenSearch. Latest deliveries beneath his staff embody Agentic Search, Agentic Reminiscence, and a Python-based agentic service. Previous to his position with AWS OpenSearch, Sean labored throughout a number of groups in Amazon’s retail group, specializing in machine studying and knowledge analytics. His expertise spans Core ML, Product Graph, and Search Engine Optimization groups. Sean holds a PhD diploma in Laptop Science from State College of New York.

Innovating on the Pace of Enterprise: Saying the Buyer Achievement Awards AMER 2026 Finalists 

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In an period the place the tempo of enterprise transformation is accelerating, IT leaders are not simply supporting the enterprise—they’re the first architects of the long run. As we kick off the second 12 months of the Cisco Buyer Achievement Awards, beginning within the Americas, we acknowledge that the mandate for expertise leaders and groups has advanced into a posh mission of balancing speedy innovation with unwavering digital resilience. 

Immediately’s finalists have demonstrated a unprecedented capacity to navigate this panorama, mastering all the things from hybrid cloud integration and AI-driven operations to the complexities of next-gen work environments. They haven’t solely stored tempo with shifting trade calls for however have persistently gone the additional mile to show technological challenges into aggressive benefits, making certain their organizations stay agile and safe. Cisco companies performed a big position and was woven all through this 12 months’s awards, supporting most of the extraordinary outcomes achieved by the finalists.

We’re honored to rejoice these exceptional achievements and the belief our prospects place in Cisco as their expertise associate. These nominations spotlight the imaginative and prescient and dedication required to thrive in a dynamic world, and we’re thrilled to highlight the groups who’re setting the usual for excellence throughout the Americas. 

 

AI Visionaries

The AI Infrastructure Innovator Award celebrates organizations which can be modernizing their structure to assist the exponential networking and compute calls for of the AI period. It honors prospects who’re deploying high-performance, GPU-optimized foundations to make sure their infrastructure can energy each conventional and AI workloads at scale. 

Congratulations to the finalists: 

  • CVS 
  • Five9 
  • McCain Meals
  • Palm Seaside County 

The Utilized AI Pioneer Award acknowledges organizations which can be remodeling their enterprise by integrating AI-native intelligence into their operations and workflows. It highlights prospects who leverage Cisco’s platform to knit collectively information and fashions, delivering measurable enterprise outcomes by means of the clever utility of AI. 

Congratulations to the finalists: 

  • Las Vegas Metro Police Division 
  • Amazon 
  • California Governor’s Workplace of Emergency Providers (CalOES) 

 

Future-Proofed Workplaces 

The Modernized Infrastructure Maestro Award honors organizations that skillfully modernized and securedtheir community infrastructure utilizing Cisco options, reaching distinctive efficiency, scalability, and risk safety to drive enterprise success.  

Congratulations to the finalists: 

The Office Innovator Award celebrates organizations which have remodeled their workplaces into partaking and productive environments for customers and workers, leveraging Cisco applied sciences to create seamless experiences by means of immersive collaboration and hybrid work options.  

Congratulations to the finalists: 

  • Orange County Data Expertise Division 
  • Los Angeles County Division of Public Social Providers 
  • NYC Well being + Hospitals 

 

Digital Resilience 

The Cybersecurity Defender Award honors organizations that excel in leveraging Cisco safety options to successfully forestall, detect, and reply to threats, making certain complete safety throughout their enterprise operations.

Congratulations to the finalists: 

  • San Juan Regional Medical Heart 
  • Louisiana State College 
  • KimberlyClark Company 

The Assurance Avenger Award acknowledges organizations that obtain seamless end-to-end connectivity utilizing Cisco’s assurance options, making certain dependable utility supply and optimized community efficiency. 

Congratulations to the finalists: 

  • NYC Well being + Hospitals
  • Keep tuned—extra finalists are becoming a member of this class

The Observability Visionary Award honors organizations utilizing Cisco’s observability instruments to forestall downtime and improve consumer experiences, making certain operational excellence and repair reliability.

Congratulations to the finalists: 

  • TIAA 
  • Indiana Workplace of Expertise 
  • Autodesk, Inc.

 

Sustainability Changemaker   

The Sustainability Changemaker Award honors the implementation of modern Cisco options to scale back environmental affect and create enterprise worth. This recognition highlights how modernizing large-scale community infrastructure can enhance vitality effectivity whereas advancing operational agility and safety. This award celebrates the combination of sustainability into enterprise operations. 

One exemplary buyer has been decided to obtain this award. Keep tuned till the Awards Ceremony at Cisco Stay 2026 Las Vegas to seek out out! 

 

CX Buyer Hero of the Yr 

The CX Buyer Hero of the Yr award is a prestigious recognition introduced to a buyer who has demonstrated distinctive management and initiative in leveraging Cisco’s Buyer Expertise companies inside their group. Specifically, this award celebrates the people who not solely embraced Cisco’s applied sciences but additionally successfully leveraged Cisco companies to drive important technological developments and obtain phenomenal outcomes inside their group. 

Congratulations to the finalists: 

  • Scott GibbonsGlobalFoundries 
  • Jeff Lutz – NYC Well being + Hospitals
  • Patricia Voight – Webster Financial institution 

 

Cisco Insider of the Yr 

The Cisco Insider of the Yr celebrates the client who has made essentially the most important affect on the Cisco Insider group and will likely be nominated by the Cisco workforce, themselves, or different Cisco Insider Members. This particular person has persistently contributed to the broader Cisco Insider group and has supported different prospects by means of actions equivalent to mentorship, group constructing, exchanging finest practices and/or advocating with Cisco by means of talking at occasions or case research. Be a part of us in celebrating the wonderful journey and superior affect this standout particular person has had on the Cisco Insider group and past. 

Congratulations to the finalists: 

  • Tim Roberts – Fleetworthy 
  • Jeremy Shupick – Wyoming Equipment Firm 
  • Gustavo Leon Delgado – Emerson  

 

 

 

 

Please be a part of us in congratulating the finalists! Observe @CiscoInsider on LinkedIn and Instagram to remain updated on the awards.  

Should you’re attending Cisco Stay 2026 Las Vegas, make sure you add the Awards Ceremony to your agenda for the week, and we’ll see you there!  

How A lot Quicker Can You Get? Sensible Timelines by Month

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You join a race 12 months away and determine that is the 12 months you lastly break that point barrier you’ve been chasing.

However a nagging query sits behind your thoughts: is one 12 months really sufficient to make a big distinction?

The reply depends upon the place you’re beginning, the way you construction your coaching, and the way your physique responds to the stimulus you give it.

So, on this article you’re going to be taught the research-backed sensible recommendation on:

  • How a lot quicker most runners change into of their first 12 months of targeted coaching
  • Which physiological components set a ceiling in your tempo enchancment
  • How your expertise degree and age change your enchancment potential
  • The coaching method that produces the quickest good points in 12 months

How a lot can most runners enhance their tempo in a single 12 months?

Most runners enhance someplace between 5 and 15 p.c over 12 months of constant coaching.

That enchancment is break up erratically throughout expertise ranges.

Analysis has proven that novices can enhance tempo by 10 to fifteen p.c in a single 12 months, whereas extra skilled runners see enhancements of three to five p.c.

The rationale for this hole comes all the way down to out there variations: novices have extra of them.

Your physique hasn’t but optimized its cardio system, working financial system, or muscular effectivity.

Every of those programs responds to coaching stress, however solely once you apply the correct stress on the proper time.

A newbie’s cardiovascular system is responding to constant cardio working for the primary time.

Your VO2 max will increase quickly since you’re offering a novel stimulus your physique hasn’t but tailored to.

Your working financial system improves as your neuromuscular system learns to maneuver extra effectively at quicker paces.

In contrast, an skilled runner has already spent years triggering these similar variations.

The good points which might be out there are smaller as a result of the system is already working near its ceiling.

Most runners see noticeable tempo enhancements within the first 8 to 12 weeks of constant coaching, then smaller increments in months 3 via 12.

That is the precept of diminishing returns: the better variations occur first, and the more durable ones come later.

How A lot Can You Enhance Your 5K, 10K, or Marathon Time in a 12 months?

The 5 to fifteen p.c enchancment vary performs out otherwise relying on which race distance you’re focusing on.

Shorter races reply quicker as a result of they’re extra depending on VO2 max, the variation that builds most rapidly within the first 12 months of coaching.

A newbie focusing on 5K races usually sees their largest time drops within the first 4 to 6 months, as VO2 max good points translate immediately right into a quicker tempo at shorter distances.

Marathon efficiency takes longer to reply as a result of ending 26.2 miles requires cardio base, working financial system, and fueling technique to all develop in parallel. These variations compound throughout a number of coaching cycles, not simply the primary 12 months.

To translate your present shorter-race health right into a projected end time at distances you haven’t but raced, a race prediction calculator may give you a sensible baseline for goal-setting.

Your 5K health arrives months earlier than your marathon health does, even when each distances are a part of the identical coaching block.

Why does your VO2 max decide how briskly you’ll be able to run?

Your VO2 max is the utmost quantity of oxygen your physique can make the most of throughout intense effort, measured in milliliters of oxygen per kilogram of physique weight per minute (ml/kg/min).

It’s the single largest limiter of your cardio tempo.

Your sustainable race tempo is immediately linked to a share of your VO2 max, known as your velocity at VO2 max (vVO2max).

Once you cross the edge into anaerobic work, you’re working at roughly 95 to one hundred pc of your VO2 max.

Once you maintain a 5K tempo, you’re working at roughly 95 to 98 p.c of your VO2 max.

Once you maintain a half marathon tempo, you’re working at roughly 80 to 90 p.c of your VO2 max.

Because of this in case your VO2 max doesn’t improve, your sustainable tempo at any distance can not improve both.

How A lot Quicker Can You Get? Sensible Timelines by Month
Analysis exhibits that VO2 max can improve by 15 to 25 p.c in untrained people over 8 to 12 weeks of interval coaching, with continued variations doable via month 12.

Coaching at excessive depth triggers the particular adaptation you want: your mitochondria multiply, your capillary density will increase, and your enzymes for oxygen utilization enhance.

Because of this high-intensity interval coaching (HIIT) is non-negotiable for tempo enchancment.

Straightforward working alone will enhance your cardio base and working financial system, however it can not push your VO2 max to its ceiling.

Your physique adapts to interval work over 8 to 12 weeks, which is why periodized coaching issues.

If you happen to hammer intervals for two weeks after which skip them for six weeks, you lose the variation window.

Your VO2 max is trainable, however it requires consistency and specificity.

Can working financial system enhancements make you quicker with out working quicker?

Operating financial system is how effectively your physique converts power into ahead motion at a given tempo.

A runner with good financial system makes use of much less oxygen at a given tempo than a runner with poor financial system.

Financial system enhancements are trainable and contribute meaningfully to tempo good points, impartial of VO2 max good points.

Analysis signifies that working financial system can enhance by 2 to three p.c over 12 weeks of regular working and strides, impartial of VO2 max adjustments.

This implies you’ll be able to run the identical tempo with much less effort, or you’ll be able to maintain a quicker tempo on the similar effort.

Financial system enhancements come from neuromuscular variations: your nervous system learns to recruit muscle fibers extra effectively, you develop higher working kind, and your tendons and ligaments change into extra elastic.

Financial system is improved via straightforward working and strides, not simply arduous intervals.

Regular working at a conversational tempo builds cardio variations and proprioceptive consciousness.

Strides (brief accelerations of 80 to 95 p.c effort, often on the finish of straightforward runs) train your neuromuscular system to maneuver quicker with out the metabolic value of interval coaching.

Operating financial system and VO2 max enhancements are complementary.

A runner who solely does intervals will enhance VO2 max however miss financial system good points.

A runner who solely does straightforward working will enhance financial system and cardio base however plateau on tempo enchancment.

How a lot does your coaching expertise have an effect on your enchancment fee?

Your coaching historical past is likely one of the strongest predictors of how a lot you’ll be able to enhance in a single 12 months.

It’s because every year of constant coaching exhausts among the adaptation potential in your physique.

A newbie runner (0 to 1 12 months of constant coaching) has all adaptation potential out there.

Your cardiovascular system is responding to cardio stimulus for the primary time.

Your mitochondria are quickly growing in measurement and quantity.

Your muscle fibers are studying to work collectively extra effectively.

A newbie can realistically anticipate a ten to fifteen p.c tempo enchancment over 12 months, assuming 4 to five days per week of constant coaching.

An intermediate runner (1 to three years of constant coaching) has exhausted some variations and faces a narrower enchancment window.

Your cardiovascular system has already tailored to constant cardio stimulus.

Your mitochondrial density is greater than a newbie’s.

Your motion patterns are extra environment friendly.

An intermediate runner can anticipate a 5 to eight p.c tempo enchancment in 12 months 2 or 3 of coaching, relying on specificity and consistency.

A sophisticated runner (3+ years of constant coaching) is working with a a lot narrower margin.

Every adaptation has been partially exhausted by earlier coaching cycles.

You’re chasing smaller and smaller good points as a result of the system is already extremely tailored.

A sophisticated runner would possibly obtain a 2 to 4 p.c tempo enchancment in a given 12 months, and that requires each optimum coaching construction and optimum restoration.

Because of this elite runners usually spend greater than a 12 months getting ready for a single aim race: the variations out there are so small that each element issues.

How A lot Can You Enhance Your Operating in 3 to six Months?

The primary three to 6 months of structured coaching are the highest-return window in most runners’ improvement.

Early variations together with VO2 max good points, capillary development, and mitochondrial density all reply quickly to a novel cardio stimulus earlier than your physique reaches its preliminary ceiling.

Analysis has proven that six weeks of structured working coaching elevated VO2 max by roughly 6 p.c in beforehand untrained people, a measurable acquire in a brief window that interprets on to a quicker tempo on the similar effort degree.

By the three-month mark, most novices can maintain paces that felt out of attain after they began. Their cardiovascular system has reorganized to ship oxygen extra effectively to working muscle groups.

By month six, the vast majority of VO2 max good points out there to an untrained runner are already captured.

What continues to construct past six months is working financial system, which determines how a lot power your physique requires to carry any given tempo.

Operating financial system adapts extra slowly than VO2 max, which explains why many runners really feel their health has leveled off in months 4 via eight at the same time as their race instances hold enhancing.

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The primary six months of coaching ship your largest efficiency good points per coaching hour, and enchancment continues previous that time at the same time as the speed slows.



Indicators of Low Progesterone (and What to Do About It)

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I used to assume low progesterone was one thing that occurred to my purchasers however truly wouldn’t occur to me lol.

I had heard the tales, had helped ladies work by the signs, and understood the physiology. After which, someday in my early 40s, it occurred anyway. Hastily, I turned inexplicably irritable and rage-y in a approach that didn’t really feel like me. My sleep – which had at all times been one among my superpowers – fell aside virtually in a single day. I went from sleeping like a cheerful child to tossing and turning, conscious at 2am with a racing thoughts and a low hum of hysteria I couldn’t shake.

I ran some practical lab testing and located that my progesterone was on the ground. I shouldn’t have been shocked, as a result of it’s extremely frequent for ladies of their late 30s and 40s and sometimes goes fully unidentified as a result of the signs appear like stress, burnout, or simply “getting older.”

If any of this sounds acquainted, this put up is for youuuuuu. As an Integrative Well being Practitioner and girls’s health specialist, I need to chat with ya about what low progesterone seems like, why it occurs, the right way to check for it correctly, and what you possibly can truly do about it – naturally and past. (pleasant reminder that that is NOT medical recommendation. As at all times, speak to your physician earlier than making any adjustments together with your routine.)

In This Put up

  • What Progesterone Really Does
  • Indicators and Signs of Low Progesterone
  • What Causes Progesterone to Drop
  • How one can Take a look at Your Progesterone Ranges (and Why Timing Issues)
  • How one can Assist Progesterone Naturally
  • When Pure Assist Is Not Sufficient
  • FAQ

What Progesterone Really Does

Earlier than we discuss what occurs when progesterone is low, it helps to know why this hormone issues a lot within the first place.

Progesterone is commonly known as the calming hormone, and for good cause. It really works as a pure counterbalance to estrogen – whereas estrogen is stimulating and growth-promoting, progesterone is stabilizing and protecting. It’s produced primarily after ovulation, through the second half of your menstrual cycle (known as the luteal part), and it does a outstanding variety of issues within the physique:

  • Helps deep, restorative sleep by changing to a compound known as allopregnanolone, which prompts the mind’s calming GABA receptors
  • Acts as a pure anti-anxiety agent by those self same GABA pathways
  • Regulates temper and reduces PMS signs
  • Helps keep common menstrual cycles
  • Protects towards estrogen dominance
  • Has anti-inflammatory and neuroprotective properties
  • Helps thyroid perform
  • Has anti-growth and anti-tumor properties, making it genuinely protecting for long-term well being

When progesterone begins to say no, which occurs step by step all through our 30s and extra dramatically as we strategy perimenopause, all of those features are affected. That’s the reason the signs can really feel so widespread and complicated.

Indicators and Signs of Low Progesterone

That is the checklist I want somebody had handed me years in the past! Low progesterone can present up in so many ways in which ladies typically chalk it as much as stress or getting older fairly than recognizing it as a hormone difficulty.

Sleep Issues

This was my greatest sign. Progesterone helps your mind wind down and keep in deeper phases of sleep. When ranges drop, sleep turns into lighter, extra fragmented, and fewer restorative. Many ladies discover they wake between 2am and 4am and can’t fall again asleep. When you have gone from a strong sleeper to somebody who dreads bedtime, low progesterone is value investigating.

Anxiousness and Irritability

As a result of progesterone helps GABA exercise within the mind, low ranges can really feel like a low-grade nervousness that appears to come back from nowhere – or a brief fuse and emotional reactivity that doesn’t really feel such as you. I describe my expertise as feeling rage-y in a approach that was genuinely out of character. If you end up snapping extra simply, feeling on edge, or experiencing a type of free-floating fear, this can be a traditional low progesterone sample, particularly whether it is worse within the second half of your cycle.

Brief Menstrual Cycles

This one is a key medical signal that doesn’t get talked about sufficient. Progesterone is simply produced after ovulation, so in case your luteal part (the time between ovulation and your interval) is shrinking, your progesterone is probably going low. Cycles which are 24 to 25 days lengthy as an alternative of 28 to 30 are sometimes an indication of a shortened luteal part and insufficient progesterone. My very own cycles had shortened noticeably earlier than I bought my ranges examined and as soon as I addressed my progesterone, they normalized again to twenty-eight days.

Worsening PMS

In case your premenstrual signs are getting worse with age – extra bloating, extra breast tenderness, extra temper swings, extra cramps – that’s typically a progesterone story. PMS intensifies when estrogen shouldn’t be being adequately balanced by progesterone within the luteal part.

Heavy or Irregular Durations

Progesterone stabilizes the uterine lining. With out sufficient of it, the liner can construct up excessively (because of unopposed estrogen), resulting in heavier bleeding, clotting, or recognizing between intervals.

Scorching Flashes

Scorching flashes usually are not only a menopause symptom – they’ll present up throughout perimenopause when progesterone is declining, even when estrogen remains to be comparatively regular. If you’re in your late 30s or early 40s and experiencing heat or flushing, it’s value your full hormone image.

Low Libido

Progesterone performs a task in sexual curiosity and drive. Low ranges can present up as a basic disinterest in intercourse, particularly within the second half of your cycle.

Weight Acquire and Bloating

With out progesterone’s balancing impact, estrogen can promote fluid retention and fats storage, significantly across the midsection. In case your weight has been creeping up with out clear rationalization, hormones could also be a part of the image.

Complications and Migraines

Progesterone has vascular and neuroprotective properties. When it dips within the luteal part, many ladies discover a rise in complications or menstrual migraines.

Fatigue

Poor sleep plus hormonal imbalance equals exhaustion. If you’re drained regardless of how a lot relaxation you get, and the fatigue is worse within the weeks earlier than your interval, low progesterone might be a contributing issue.

What Causes Progesterone to Drop

Understanding the basis causes issues, as a result of in the event you solely tackle signs with out addressing causes, you’re going to preserve operating uphill.

Listed here are the most typical drivers I see in my observe:

Persistent Stress (This Is the Massive One)

Your physique has to really feel secure to make progesterone. That isn’t only a good concept; it’s physiology. If you end up chronically pressured, your adrenal glands prioritize producing cortisol, your major stress hormone. The issue is that cortisol and progesterone share the identical hormonal constructing block (pregnenolone), and when cortisol demand is excessive, the physique primarily steals from progesterone manufacturing to maintain up. That is typically known as the “pregnenolone steal” and it is likely one of the commonest drivers of low progesterone I see, particularly in high-achieving, always-on ladies.

Stress doesn’t simply imply emotional overwhelm both. Undereating, over-exercising, poor sleep, and poisonous exposures all rely as physiological stress. Your physique can not inform the distinction between a deadline and a famine – it simply is aware of it doesn’t really feel secure, and it downregulates reproductive hormones accordingly.

Perimenopause and Ageing

Progesterone is definitely the primary hormone to say no as we strategy perimenopause, typically beginning in our mid-30s, years earlier than estrogen drops and earlier than intervals turn out to be irregular. That is why so many ladies of their late 30s and 40s begin experiencing signs they can not clarify. Their estrogen should be completely regular, however the progesterone that ought to be balancing it has quietly began declining.

Anovulatory Cycles

Progesterone is simply made after ovulation. If you’re not ovulating (which may occur on account of stress, undereating, thyroid points, or PCOS), you aren’t producing significant progesterone – even when your cycle seems common on the surface.

Intestine Imbalances

This connection is underappreciated however actually vital. Hormones together with progesterone are produced and transformed partly by the intestine. If there are imbalances in your intestine microbiome – dysbiosis, leaky intestine, poor elimination – your physique’s capacity to correctly produce, use, and clear hormones is compromised. A particular assortment of intestine micro organism known as the estrobolome is accountable for metabolizing estrogen. When it’s disrupted, estrogen can recirculate fairly than clear, making a relative progesterone deficiency even when progesterone itself shouldn’t be technically low.

Thyroid Dysfunction

The thyroid and reproductive hormones are deeply related. Low thyroid perform can impair ovulation and cut back progesterone manufacturing, which is why thyroid testing ought to at all times be a part of a hormone workup.

How one can Take a look at Your Progesterone Ranges (and Why Timing Issues)

Right here is one thing I really feel strongly about: most standard progesterone testing is completed incorrectly, and this results in quite a lot of ladies being instructed their ranges are “regular” when they’re truly struggling.

Many docs order a blood check for progesterone at a random level within the cycle – and even on day 3 alongside estrogen and FSH. However progesterone fluctuates dramatically throughout the cycle. Testing it on the improper time tells you virtually nothing. Progesterone is of course low within the first half of your cycle (the follicular part), so a low outcome drawn on day 5 is totally anticipated and never diagnostic of an issue.

The best time to check is through the mid-luteal part, round days 19 to 21 of a 28-day cycle. That is when progesterone ought to be at its peak, and it’s the solely time a low outcome is definitely significant.

Why I Want Saliva Testing

Past timing, I additionally desire saliva testing over blood testing for progesterone, and right here is why. Nearly the entire progesterone circulating within the bloodstream is certain to service proteins, which implies it isn’t bioavailable – it can not truly act in your cells. Saliva testing measures the free, unbound hormone that’s out there to do its job within the physique. It offers you a way more correct image of what your tissues are literally experiencing.

If you wish to dig into your hormone well being with actual information fairly than guessing, testing is the place to start out.

How one can Assist Progesterone Naturally

Whether or not you’re within the early phases of noticing signs or actively working to rebuild your ranges, there’s a lot you are able to do. I at all times begin with foundations earlier than reaching for dietary supplements, as a result of foundations are what make all the things else work.

Prioritize Stress Administration (Non-Negotiable)

I do know “handle your stress” appears like recommendation you will have heard a thousand occasions. However relating to progesterone particularly, it isn’t optionally available. In case your nervous system is in persistent fight-or-flight mode, your physique goes to maintain prioritizing cortisol over progesterone, interval. You must give your physique the sign that it’s secure.

What this seems like in observe:

  • A constant sleep schedule (your physique makes hormones on a schedule)
  • Day by day parasympathetic exercise – walks, breathwork, mild yoga, meditation, time in nature
  • Not over-exercising (high-intensity coaching daily is a stressor, particularly for ladies with hormone imbalances)
  • Consuming sufficient – persistent undereating is a significant hormonal stressor that many health-conscious ladies overlook

Eat to Assist Progesterone: Fruits and Roots

A easy framework I like for progesterone assist is “fruits and roots.” This refers back to the sorts of entire, nourishing meals that present the uncooked supplies your physique must make and regulate hormones.

Key vitamins for progesterone manufacturing:

  • Vitamin C: The ovaries include among the highest concentrations of vitamin C within the physique, and it performs a direct position in progesterone synthesis. Assume citrus fruits, kiwi, purple bell peppers, strawberries, and broccoli.
  • Vitamin B6: Helps hormone stability and helps the liver clear extra estrogen. Present in chickpeas, bananas, potatoes, poultry, and leafy greens.
  • Zinc: Stimulates the pituitary to launch FSH, which helps ovulation and subsequently progesterone manufacturing. Pumpkin seeds, cashews, and grass-fed beef are nice sources.
  • Magnesium: Helps decrease extra estrogen and helps progesterone not directly. Present in leafy greens, darkish chocolate, pumpkin seeds, and avocado. Most girls are poor and profit from supplementing with magnesium glycinate. That is my favourite magnesium. 
  • Wholesome fat: Hormones are constructed from ldl cholesterol, so that you want enough wholesome fat to provide them. Avocado, olive oil, fatty fish, nuts, and seeds are your mates.

Root greens – candy potato, yam, squash, beets – are additionally fantastic as a result of they supply secure, complicated carbohydrates that assist blood sugar stability, which in flip helps wholesome hormone rhythms.

Assist Your Intestine

As a result of hormones are produced and transformed within the intestine, intestine well being is hormone well being. Concentrate on fiber (particularly from greens and legumes), fermented meals like sauerkraut and kefir if tolerated, and lowering issues that disrupt the intestine microbiome like alcohol, processed meals, and pointless antibiotic use. In case you suspect deeper intestine points, practical testing will be extremely eye-opening.

Take into account Seed Biking

Seed biking is a observe of consuming particular seeds throughout every part of your menstrual cycle to assist hormone manufacturing and stability. In the course of the second half of your cycle (the luteal part, days 15 to twenty-eight), sesame seeds and sunflower seeds are historically used to assist progesterone. It’s a mild, food-based strategy that many ladies discover useful, particularly when mixed with different life-style adjustments.

Natural Assist

A number of herbs have a protracted historical past of supporting progesterone and total hormone stability. Vitex (additionally known as chasteberry) is likely one of the most well-researched. It really works by supporting the pituitary’s launch of LH, which stimulates ovulation and subsequently progesterone manufacturing. It’s typically finest suited to premenopausal ladies with luteal part points fairly than ladies who’re already in perimenopause or past.

I used natural assist as my first step once I seen my progesterone declining, and it labored properly for a time period. Herbs generally is a nice place to begin, particularly for ladies who’re earlier within the hormonal transition.

When Pure Assist Is Not Sufficient

I need to be actual with you right here, as a result of I believe there may be typically pointless stigma round hormone assist, and I’ve lived this personally.

I began with natural assist and it helped for some time. However as my ranges continued to say no, I ultimately transitioned to topical progesterone, and it has genuinely modified my high quality of life. I take advantage of Raena, which I like, and I solely use it through the second half of my cycle – the luteal part. The distinction has been outstanding. I sleep so deeply throughout this time. I really feel calm and even in a approach that I had began to assume was simply gone. My cycles normalized from 24 to 25 days again to a full 28 days.

Bioidentical topical progesterone shouldn’t be the scary factor it’s typically made out to be – particularly when utilized in physiologic doses to revive what your physique is now not making by itself. I want extra ladies knew that this feature exists and that it doesn’t should really feel like a final resort. Getting your ranges examined first is essential, so you already know what you’re working with and may monitor your response over time.

If you’re undecided the place to start out with all of this, working with a practitioner who understands practical hormone testing and bioidentical hormone assist can prevent years of guessing. That is precisely the type of work I do with my 1:1 purchasers – connecting your signs to your lab information and constructing a customized plan from there. In case you’re , ship me an e mail gina@fitnessista.com topic TESTING.

FAQ

What are the most typical indicators of low progesterone?
The commonest indicators embrace poor sleep (particularly waking within the evening), nervousness or irritability, worsening PMS, quick menstrual cycles, heavy intervals, and low libido. Many ladies discover these signs intensifying within the week or two earlier than their interval, which corresponds to the luteal part when progesterone ought to be at its highest.

Can low progesterone trigger weight achieve?
Sure, not directly. With out sufficient progesterone to stability estrogen, the physique tends to retain extra fluid and retailer extra fats, significantly across the midsection. Progesterone additionally helps thyroid perform, and a sluggish thyroid can contribute to weight adjustments.

How do I do know if my progesterone is low?
Testing is the one solution to know for sure. Crucial factor is to check on the proper time – round days 19 to 21 of your cycle – when progesterone ought to be at its peak. Saliva testing or the DUTCH check may give you a extra full image than an ordinary blood draw.

What’s the quickest solution to improve progesterone naturally?
There is no such thing as a true shortcut, however the highest-impact steps are lowering persistent stress, consuming sufficient (particularly vitamin C, zinc, B6, magnesium, and wholesome fat), supporting intestine well being, and prioritizing sleep. These create the circumstances your physique wants to provide progesterone. Herbs like Vitex can even assist, significantly for premenopausal ladies.

Is low progesterone frequent in perimenopause?
Extraordinarily frequent and it’s typically the primary hormone to say no, typically years earlier than estrogen drops or intervals turn out to be irregular. Many ladies of their late 30s and early 40s have low progesterone whereas their estrogen remains to be fully regular. That is why signs can present up a lot sooner than ladies count on.

Can stress trigger low progesterone?
Sure, considerably. Persistent stress elevates cortisol, which competes with progesterone for a similar hormonal constructing blocks. That is typically known as the pregnenolone steal. Persistent undereating, over-exercising, and poor sleep all have the same impact as a result of the physique treats them as physiological stress.

What’s the distinction between saliva and blood testing for progesterone?
Blood assessments measure complete progesterone, most of which is certain to service proteins and never out there to behave within the physique. Saliva testing measures free, bioavailable progesterone – the fraction that your tissues can truly use. Many practical practitioners desire saliva or dried urine testing (DUTCH) because of this, as they offer a extra correct image of what your physique is definitely experiencing.

Does intestine well being have an effect on progesterone?
Sure, and this connection is underappreciated. Hormones are produced and metabolized partly by the intestine. If there are imbalances within the intestine microbiome, your physique’s capacity to provide, convert, and clear hormones – together with progesterone – is impaired. Supporting intestine well being is a foundational piece of hormone stability.

Disclaimer: I’m an Integrative Well being Practitioner and girls’s health specialist, not a doctor. Nothing on this put up constitutes medical recommendation. Please work with a professional healthcare supplier earlier than making adjustments to your hormone assist protocol.

Skillet Dutch Child Pancake – SHK

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This Skillet Dutch Child Pancake is gentle, buttery, and fantastically puffed with crisp golden edges and a comfortable custardy heart. Baked in a sizzling skillet as an alternative of flipped on the stovetop, this spectacular breakfast comes along with easy pantry elements and minimal effort. Good for weekend brunches, holidays, or cozy household breakfasts- it feels particular however is surprisingly simple to make!

Why You’ll Love This Skillet Dutch Child Pancake:

A Dutch child pancake is a German-style oven pancake baked in a sizzling skillet. Not like conventional pancakes, the batter rises dramatically within the oven, creating crisp edges and a comfortable, custardy center. It’s a breakfast recipe that appears bakery-worthy however takes simply minutes to prep!

  • Puffy, golden oven-baked pancake
  • Straightforward one-pan breakfast
  • Made with easy elements
  • Good for topping with fruit, syrup, or powdered sugar
  • Enjoyable and spectacular for brunch
Dutch baby Puffed Pancake baked in cast iron skillet with a striped linen

Ideas for the Greatest Dutch Child:

  • Use room temperature eggs and milk for higher puffing.
  • A sizzling skillet is crucial for dramatic rise.
  • Don’t overmix the batter.
  • Serve instantly—the pancake naturally deflates barely because it cools.

How Children Can Assist:

  • Crack eggs
  • Mix the batter
  • Sprinkle powdered sugar
  • Add fruit toppings

Dutch infants are particularly enjoyable for youths as a result of they puff dramatically within the oven!

Storage Ideas:

Dutch infants are finest served recent, however leftovers will be refrigerated for as much as 2 days and reheated within the oven or toaster oven.

Dutch baby Puffed Pancake baked in cast iron skillet topped with strawberries and powdered sugar

Straightforward Variations

Fruity

Add:

  • strawberries
  • blueberries
  • peaches

Shiny & Citrusy

Prime with:

  • lemon juice
  • lemon curd
  • orange zest

Candy Deal with

Add:

  • chocolate chips
  • Nutella drizzle
Dutch baby Puffed Pancake baked in cast iron skillet with strawberries and a striped linen

Extra Yummy Pancake Recipes:

Skillet Dutch Child Pancake

This Skillet Dutch Child Pancake is gentle, puffy, and baked in a forged iron skillet with crisp edges and a custardy heart. Good for brunch or household breakfast.

Prep Time10 minutes

Cook dinner Time20 minutes

Complete Time30 minutes

Servings: 3

  • Preheat oven to 425°F. Place a 10-inch forged iron skillet or oven-safe skillet within the oven whereas it heats.

  • In a blender mix the eggs, milk, flour, sugar, vanilla, and salt. Mix or whisk till easy. Let batter relaxation for five minutes.

  • Fastidiously take away the recent skillet from the oven. Add butter and swirl till melted and coating the pan. Instantly pour batter into the recent skillet.

  • Bake for 18–22 minutes, till the pancake is puffed and deeply golden across the edges (keep away from opening the oven door whereas baking).

  • Prime with powdered sugar, berries, syrup, or your favourite toppings. Serve instantly whereas heat and puffed.

Key phrase : simple, child pleasant, fast and simple, vegetarian

www.superhealthykids.com

Kristen Stewart Proves Simply How Versatile a Bixie Can Be — See Pictures

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In case you did not discover, Kristen Stewart has been slowly chopping away at her hair. What began as an extended, stylish wolf lower final yr started paring away as we entered 2026, changing into a short-on-top, long-in-back mullet that ultimately grew to become a not-so-short-in-back mullet. However it seems she’s taking the Cannes Movie Pageant as a chance to indicate off what’s now decidedly a bixie—and a surprisingly versatile one at that.

Stewart made her first look at this yr’s pageant on Saturday, initially on the photocall for Full Phil, during which she stars alongside Woody Harrelson. She wore Chanel, as she’s wont to do at occasions like this—this time a sheer skirt swimsuit paired with what seems to be classic Nike saddle sneakers. However as eye-catching because the ensemble could also be, the centerpiece of the look is arguably her hair.

Picture: Getty Pictures

Her quick lower has been styled in a means that mixes a little bit of Nineteen Fifties greaser look with a teased mall-bangs vibe—undoubtedly certainly one of a form in entrance of the Cannes cameras. However simply hours later, on the crimson carpet for the movie’s screening, Stewart had fully modified it up.

The actor caught with the see-through Chanel theme, sporting a crimson and black beaded robe with an nearly crochet-esque impact. And topping it off was essentially the most traditional ’90s interpretation of a bixie: middle-parted curtain bangs that give strategy to hair simply lengthy sufficient to tuck behind the ears, with a little bit shaggy size in again.

Kristen Stewart wearing red and black dress

Picture: Getty Pictures

How Deutsche Börse constructed a generative AI software to sort out the large-scale migration of Zeppelin notebooks to Databricks

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At Deutsche Börse Group, our StatistiX platform supplies roughly 95% of all Clearing and Buying and selling information throughout the group, powering self-service analytics for lots of of enterprise customers. Holding that information accessible and actionable is central to every part we do.

For years, that meant Zeppelin notebooks operating on Cloudera, with entry to HDFS and Oracle information techniques. The platform served us properly, however the panorama shifted. Cloudera is absolutely decommissioning Zeppelin in 2027, our analytics workloads are transferring to the cloud, and Databricks has been chosen as our new unified analytics platform. That mixture created a migration problem that the majority organizations underestimate: 2,000+ customers and a excessive quantity of notebooks, lots of them deeply embedded in day-to-day enterprise workflows, all needing to maneuver.

Rewriting every part manually would take years. So we determined to construct a greater path on Databricks.

The pocket book migration drawback

Infrastructure migrations get lots of consideration. Pocket book migrations have a tendency to not, which is a giant cause why they gradual groups down.

Our Zeppelin notebooks weren’t easy scripts. They contained complicated SQL and Python logic, customized interpreters, Oracle and HDFS references, visualizations, widgets and scheduling logic constructed up over years. Every one mirrored institutional information from the enterprise groups who relied on it. The range throughout all the pocket book panorama made a rule-based rewriting engine impractical, for the reason that logic was just too heterogeneous and too business-specific for automated guidelines to deal with reliably.

That constraint led us to a cleaner design perception: separate construction from logic, and apply the proper software to every. Structural conversion (mapping Zeppelin’s paragraph format to Databricks cells, translating interpreter syntax, reformatting metadata) is deterministic and automatable, whereas logic reconstruction will not be. Fortunately, LLMs are nice at this structural conversion half..

Constructing the converter on Databricks Apps

With that design precept in hand, we constructed the Zeppelin to Databricks Pocket book Converter, a Databricks App designed particularly for our migration workflow.

The app handles the structural facet of the conversion: Zeppelin paragraphs change into Databricks cells, interpreter mappings are utilized (%python, %sql, %pyspark and others are translated to their Databricks equivalents), and pocket book metadata is reformatted into legitimate .ipynb JSON. Authentic content material is preserved precisely. We’re not rewriting logic at this stage, simply making ready it for the subsequent step.

That subsequent step is Genie. For each uploaded pocket book, the app robotically generates a context-aware immediate that features particular particulars about our Zeppelin setting. Suppose our customized interpreters, information sources and configuration patterns. The immediate offers Genie the context it must reconstruct logic precisely in a Databricks-native means.

The workflow for a enterprise consumer is simple:

  1. Export a Zeppelin pocket book as JSON
  2. Add it into the Databricks App
  3. Click on Convert
  4. Obtain the transformed .ipynb
  5. Open Databricks, add the pocket book, launch Genie and paste the generated immediate
  6. Genie asks clarifying questions and rebuilds the pocket book

The app itself was constructed with a shadcn UI frontend. Initially, we constructed a Streamlit prototype, however we felt that shadcn gave us a extra skilled and scalable interface. The Databricks Apps improvement expertise made it easy to ship rapidly with out standing up separate infrastructure.

What we selected to not automate

Probably the most necessary design choices was figuring out what the software ought to deliberately depart alone.

The converter doesn’t rewrite SQL logic, Python logic, visualizations, widgets, Oracle and HDFS references, scheduling logic or business-specific customized code. All of that content material is preserved within the transformed pocket book, untouched, as a result of rewriting it robotically would introduce errors and undermine belief within the output. These are precisely the weather that adjust most throughout notebooks and that carry probably the most business-critical logic. They belong to Genie, which might interpret context, ask clarifying questions and make judgment calls that guidelines can not.

This hybrid strategy of automating the deterministic half and delegating the variable half permits us to keep away from the brittleness of rule-based techniques and leverage AI the place it truly performs properly.

The consequence: hours to minutes

By combining structural conversion with AI-assisted logic reconstruction, we have diminished pocket book redevelopment from hours of guide effort to fifteen–20 minutes per pocket book, relying on complexity. For a large-scale migration of this nature, spanning a number of enterprise domains, this strategy transforms what would have been a resource-intensive, time-consuming enterprise right into a scalable, repeatable workflow that may take a lot much less time. 

The pace achieve additionally adjustments the character of the work. Enterprise customers do not want deep Databricks experience emigrate their very own notebooks. They comply with a brief sequence of steps, get a immediate, and let Genie do the reconstruction. The software is accessible sufficient that migration would not require a devoted engineering crew.

What we realized

A couple of ideas emerged from this challenge that we might carry into any related effort.

  • Keep away from overengineering. Our first try used a extra complicated agentic structure that added overhead with out fixing the core drawback. A easy UI and a clear backend turned out to be precisely ample.
  • Rule-based rewriting would not scale for heterogeneous content material. The range of logic throughout our notebooks made guidelines impractical. LLMs are important for dealing with that variability and the secret’s designing the handoff between automation and AI thoughtfully.
  • Context is the distinction between immediate and a terrific one. Generic Genie prompts produce generic outcomes. Investing in a immediate that encodes information of our particular setting–interpreters, information sources, configuration patterns–is what made the output truly usable.
  • Have interaction your platform crew early. Our collaboration with the Databricks crew all through the construct helped us keep aligned and keep away from rework.

What’s subsequent

Whereas the preliminary improvement of our converter software is full, we at the moment are continuing with large-scale, real-world testing. Our instant priorities embody finalising immediate definitions to enhance accuracy, validating the software with notebooks throughout a number of enterprise entities and IT, and making ready to onboard the customers.

The broader implication is what excites us most. This challenge demonstrated that AI-assisted migration is not a future functionality, it is out there now! By combining Databricks Apps with generative AI, we have constructed a repeatable workflow that turns one in every of cloud transformation’s hardest issues into a quick, scalable course of.