# structure Published articles for structure. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Релиз OpenIDE 2026.2: одна IDE для Java, Kotlin, Go, Python и веб-разработки DevFeed: [Релиз OpenIDE 2026.2: одна IDE для Java, Kotlin, Go, Python и веб-разработки]() Original publisher: [Read original article]() Author: honest\_niceman (Haulmont) Published: 2026-09-17T09:12:16Z Content type: release Language: ru Sources: [Tagir Valeev]() Topics: [intellij-platform](), [Java](), [Git](), [Kotlin](), [Gradle](), [Databases](), [Docker](), [Go](), [Python](), [SQL](), [JSON]() Tags: [2](), [2026](), [2026-2](), [compose](), [db-eaa4bca15522](), [docker](), [docker-bdf52bf499c4](), [git](), [go](), [gradle](), [ide-1f5689fe989b](), [ide-af948443b041](), [ide-java-0ad4946a0e57](), [intellij-idea-27f15aabb340](), [intellij-platform](), [java](), [javascript](), [json](), [kotlin](), [openide](), [openide-2026-2](), [openide-pro](), [oracle](), [sql](), [structure]() ### AI overview OpenIDE 2026.2 updates its base platform, expands Java and Kotlin support, improves Git and Gradle workflows, and updates its Java profiler. The release also includes improvements to the DB client and Docker plugin, including SQL formatting, Greenplum support, JSON highlighting, and enhanced Compose service management. ### Source excerpt Обновили базовую платформу до версии 2026.2, расширили поддержку Java и Kotlin, улучшили работу с Git и обновили Java-профилировщик. Доработали редактор и подсказки в терминале, добавили проверки настроек Gradle и упростили переход к исходникам библиотек. Через Git worktrees теперь можно работать с несколькими ветками одновременно. Читать далее ## Babel in Khan Academy's i18n Toolchain DevFeed: [Babel in Khan Academy's i18n Toolchain]() Original publisher: [Read original article]() Author: Khan Academy Published: 2015-06-22T22:00:00Z Content type: tutorial Language: en Sources: [Khan Academy]() Topics: [Babel](), [Internationalization (i18n)](), [toolchain](), [es6](), [JavaScript](), [Parser](), [Universal Syntax Tree.](), [Open Source]() Tags: [api](), [architecture](), [babel](), [build](), [build-system](), [code](), [engineering](), [es6](), [eslint](), [frontend](), [javascript](), [news](), [plugin](), [source](), [structure](), [syntax](), [tests](), [toolchain](), [types](), [web-frontend](), [workflow]() ### AI overview Khan Academy describes switching its ES6 and JSX frontend compilation from jstransform to Babel. The article explains a custom Babel plugin for preserving the project's internationalization behavior and discusses matching generated output, line numbers, whitespace, and the existing build chain. ### Source excerpt By Kevin Barabash We've been using ES6 (along with JSX) for sometime at Khan Academy. Right now, we're ... Read more ## Untangling our Python Code DevFeed: [Untangling our Python Code]() Original publisher: [Read original article]() Author: Khan Academy Published: 2018-04-16T22:00:00Z Content type: tutorial Language: en Sources: [Khan Academy]() Topics: [Python](), [Code](), [import]() Tags: [code](), [dependencies](), [dependency](), [engineering](), [infrastructure](), [news](), [organization](), [python](), [refactor](), [structure]() ### AI overview This article explains how Khan Academy addressed tangled dependencies in its Python codebase during its 2017 and 2018 refactoring work. It describes why dependency order matters, the problems caused by circular and poorly organized imports, and the use of package-based rules to guide code organization and detect problematic dependencies. ### Source excerpt By Carter Bastian The previous posts about The Great Khan Academy Python Refactor of 2017 and Also 2018 ... Read more ## Object-Oriented Design Lessons from Trello, Notion, Tinder, and Amazon DevFeed: [Object-Oriented Design Lessons from Trello, Notion, Tinder, and Amazon]() Original publisher: [Read original article]() Author: William Hudson Published: 2026-09-16T08:30:06Z Content type: tutorial Language: en Sources: [UX Daily - User Experience Daily]() Topics: [ui](), [User Experience](), [Design system](), [Notion]() Tags: [design](), [interface](), [object](), [properties](), [structure](), [ui-components](), [user-experience]() ### AI overview This tutorial explains object-oriented design through examples from Trello, Notion, Tinder, and Amazon. It argues that organizing interfaces around meaningful, stable objects and their operations can improve clarity and support scalable product structures. ### Source excerpt Which apps do you use throughout your day? Maybe you manage your projects on Trello, use Notion as an internal docs site, and maybe, just maybe, you do some swiping on Tinder during your lunch break. Despite looking nothing alike, these three highly successful apps are organized around the same idea: Give users a small number of meaningful objects, let them act on those objects directly, and the interface will feel intuitive without explanation.Cards. Blocks. Profiles: These UI components are the central concepts around which Trello, Notion, and Tinder organize everything else. We can call them objects. Users recognize them immediately, know what they can do with them, and build their entire... ## Nail the Narrative DevFeed: [Nail the Narrative]() Original publisher: [Read original article]() Author: Martin Fowler (martin@martinfowler.com) Published: 2026-09-15T15:11:00Z Content type: opinion Language: en Sources: [Martin Fowler]() Topics: [structure](), [Software]() Tags: [design](), [presentation](), [speaking](), [structure](), [writing]() ### AI overview The article argues that presenters should develop a clear narrative before opening slide software. It recommends defining the central idea and audience, shaping a storyline, and creating a lightweight storyboard before designing slides. ### Source excerpt Sumeet Gayathri Moghe finds many folks building presentations get tangled in building slides without a coherent narrative. He advises distilling the big idea, visualizing the audience, and building a structured storyline. more... ## Design tokens: The building blocks of a design system DevFeed: [Design tokens: The building blocks of a design system]() Original publisher: [Read original article]() Published: 2026-08-18T00:00:00Z Content type: article Language: en Sources: [Aha! Engineering Blog]() Topics: [Design system](), [ui](), [CSS](), [consistency]() Tags: [atomic](), [component](), [css](), [design](), [design-system](), [source-of-truth](), [structure](), [tokens](), [ui](), [variables]() ### AI overview This article explains how design tokens provide a shared language for visual design attributes in a scalable design system. It contrasts tokens with hard-coded values, describes primitive and semantic tokens, and discusses using the Design Tokens Community Group standard to connect design and engineering. ### Source excerpt Implementing a design system at scale is often less about the pixels and more about the language we use to describe them. As a Senior Software Engineer at Aha! I've spent a lot of time thinking about how we can build a UI that is not only beautiful, ## Find technical debt at dependency-injection boundaries DevFeed: [Find technical debt at dependency-injection boundaries]() Original publisher: [Read original article]() Published: 2026-08-18T00:00:00Z Content type: article Language: en Sources: [Koin - Cloud-Inject.io -Kotzilla]() Topics: [Dependency injection](), [Framework](), [Code]() Tags: [architecture](), [defects](), [dependency-injection](), [errors](), [review](), [structure](), [technical](), [test](), [tests]() ### AI overview This article explains how dependency-injection code can expose architectural debt. It identifies signals such as oversized modules, string qualifiers, lifetime inversion, construction that starts work, broad production-container tests, and definitions spread across UI locations. It recommends paying down debt at product-slice boundaries, separating construction from behavior, adding focused graph and behavior tests, and measuring ownership, verification, startup, and test setup. ### Source excerpt Dependency-injection code is often treated as plumbing. It is also a compact map of architecture decisions. Review it for debt signals before adding another binding. Signals worth investigating An oversized application module usually means feature boundaries are not explicit. String qualifiers can hide a missing type. Definitions that open databases or start jobs during graph creation mix construction with behavior. A process-scoped object that accepts a screen-owned dependency indicates lifetime inversion. ## Estimating branch probabilities DevFeed: [Estimating branch probabilities]() Original publisher: [Read original article]() Published: 2026-08-09T07:00:00Z Content type: article Language: en Sources: [MaskRay]() Topics: [LLVM]() Tags: [algorithm](), [analysis](), [functions](), [graph](), [llvm](), [structure]() ### AI overview This post explains how LLVM estimates branch probabilities when profile data is unavailable. It examines the heuristic that classifies control-flow blocks and successor paths using unreachable, cold, unwinding, and loop information, and presents a standalone reimplementation. ### Source excerpt LLVM's BranchProbabilityInfo assigns every multi-successor terminator a probability distribution over its successors. This post describes the estimation used when no profile is available and reimplements it as a standalone program. ## YAML for DevOps Beginners, Syntax, Rules and Common Mistakes DevFeed: [YAML for DevOps Beginners, Syntax, Rules and Common Mistakes]() Original publisher: [Read original article]() Author: Pramodh Kumar M Published: 2026-08-06T17:16:19Z Content type: tutorial Language: en Sources: [Kubernetes - KodeKloud Blog | DevOps, Cloud, Kubernetes, AI Tutorials & More]() Topics: [YAML](), [configuration](), [DevOps](), [Ansible](), [ci](), [Kubernetes]() Tags: [ansible](), [block-scalars](), [ci-cd](), [cloud](), [configuration](), [devops](), [errors](), [guide](), [how-to](), [json](), [kubernetes](), [kubernetes-yaml-manifests](), [linter](), [mistakes](), [multi-document-yaml](), [structure](), [syntax](), [validation](), [yaml](), [yaml-anchors-and-aliases](), [yaml-common-mistakes](), [yaml-for-devops](), [yaml-indentation-rules](), [yaml-norway-problem](), [yaml-syntax-rules](), [yaml-vs-json](), [yamllint-validation]() ### AI overview A tutorial explaining YAML syntax, implicit typing, indentation rules, block scalars, anchors, aliases, and merge keys. It emphasizes that YAML can silently reinterpret unquoted values and recommends linting and schema validation in CI pipelines. ### Source excerpt YAML tries to guess what you meant, and that is the entire problem. Once you know which values it silently reinterprets and why, the manifests that mysteriously break stop being mysterious. ## TBM 434: How Maps Can Hide Problems DevFeed: [TBM 434: How Maps Can Hide Problems]() Original publisher: [Read original article]() Author: John Cutler Published: 2026-08-01T09:13:07Z Content type: opinion Language: en Sources: [The Beautiful Mess]() Topics: [context](), [structure]() Tags: [design](), [mapping](), [maps](), [organizations](), [ownership](), [problems](), [product](), [reporting](), [silos](), [structure](), [technology]() ### AI overview The article argues that organizational maps can conceal incoherence when strategy, structure, technology, incentives, goals, ownership, teams, and funding do not align. It contrasts coherent organizations, where context transfers across map layers, with incoherent organizations, where people must repeatedly reorient and translate. ### Source excerpt If what you are mapping is incoherent, don't fall in love with the map (or your personal ability to navigate with it). ## Name that Ware, July 2026 DevFeed: [Name that Ware, July 2026]() Original publisher: [Read original article]() Author: bunnie Published: 2026-07-30T14:52:35Z Content type: opinion Language: en Sources: [bunnie's blog]() Topics: [SOC](), [structure]() Tags: [2026](), [image](), [name-that-ware](), [soc](), [structure]() ### AI overview A July 2026 "Name that Ware" puzzle asks readers to identify a conserved design pattern in the lower-left area of a die-shot excerpt from an SoC and explain why the structures are organized that way. The document does not provide the answer. ### Source excerpt The Ware for July 2026 is shown below. I've got silicon on the brain, so I'm going to give a die shot another go at name that ware. Hopefully this one is a bit easier than the last one. This excerpt is a design pattern I look for and find on almost every SoC. It's [...] ## How Sentry replaced ASCII snapshots with structured context for Seer Agent DevFeed: [How Sentry replaced ASCII snapshots with structured context for Seer Agent]() Original publisher: [Read original article]() Author: Mihir Mavalankar Published: 2026-07-16T09:00:00Z Content type: article Language: en Sources: [Sentry Blog]() Topics: [context](), [dashboards](), [Document Object Model (DOM)](), [Claude]() Tags: [agent](), [claude](), [context](), [cost](), [history](), [structure]() ### AI overview Sentry describes replacing ASCII page snapshots with structured semantic context for its Seer Agent. The change is intended to reduce token costs and context degradation while enabling richer interaction hints and future page manipulation. ### Source excerpt How Sentry replaced ASCII page snapshots with structured semantic context to make Seer Agent faster, cheaper, and ready for agentic actions. ## Irreducible loops DevFeed: [Irreducible loops]() Original publisher: [Read original article]() Published: 2026-07-12T07:00:00Z Content type: tutorial Language: en Sources: [MaskRay]() Topics: [Graphs](), [Algorithms](), [Code](), [LLVM]() Tags: [algorithm](), [analysis](), [code](), [entries](), [flow](), [graph](), [graphs](), [llvm](), [loops](), [static](), [structure]() ### AI overview This technical post explains why dominator-based natural-loop detection fails for irreducible control-flow graphs, which can have multiple entries. It describes reducibility, the irreducible three-node pattern, and a DFS-based loop-nesting forest using Havlak's convention. ### Source excerpt The dominator tree lets us identify natural loops: a back edge T->H whose head H dominates its tail T defines a loop with the single entry H. This works only for reducible control flow graphs. Optimized machine code and decompiler output routinely contain irreducible loops, which have more than one entry and thus no dominating header, so the dominator-based method cannot see them. This post builds a loop-nesting forest for an arbitrary CFG with the single-pass depth-first search of 韦韬、毛剑、邹维、陈宇(Tao Wei, Jian Mao, Wei Zou & Yu Chen) A New Algorithm for Identifying Loops in Decompilation, SAS 2007 (The 14th International Static Analysis Symposium). ## Tambara Equipment DevFeed: [Tambara Equipment]() Original publisher: [Read original article]() Author: Bartosz Milewski Published: 2026-07-11T08:13:34Z Content type: article Language: en Sources: [Bartosz Milewski's Programming Cafe]() Topics: [modules](), [Haskell](), [Code]() Tags: [category-theory](), [code](), [double-categories](), [double-category](), [haskell](), [modules](), [optics](), [proarrow-equipment](), [profunctors](), [structure](), [tambara-modules](), [tannakian-reconstruction](), [theory](), [transformation]() ### AI overview This article explains Tambara modules through category theory and illustrates the concepts with Haskell code. It discusses their relationship to profunctors, monoidal actions, double categories, proarrow equipment, and Tannakian reconstruction. ### Source excerpt I was originally attracted to category theory when trying to understand Haskell optics. I was puzzled by the van Laarhoven's functor representations and Kmett's use of Tambara modules. By playing Tetris with the Yoneda lemma I was able to make some progress, attacking more and more esoteric topics. With a group of researcher and students [...] ## YAGNI Is About the Cost of Speculative Structure, Not Code DevFeed: [YAGNI Is About the Cost of Speculative Structure, Not Code]() Original publisher: [Read original article]() Author: Kent Beck Published: 2026-06-25T12:59:56Z Content type: opinion Language: en Sources: [Software Design: Tidy First?]() Topics: [structure](), [Code](), [Optimization]() Tags: [code](), [structure]() ### AI overview The article argues that YAGNI is not primarily about saving the effort or expense of writing code. It is about avoiding speculative structure built before the required feature is understood, because premature structure limits future options and may later need to be worked around or removed. Waiting is presented as a timing decision rather than laziness or a rejection of design. ### Source excerpt If you think YAGNI is about saving effort, cheap generation should retire it. It doesn't. Here's why. ## What Is Software, and Will LLMs Replace It? DevFeed: [What Is Software, and Will LLMs Replace It?]() Original publisher: [Read original article]() Author: Federico Tomassetti Published: 2026-06-23T08:56:06Z Content type: opinion Language: en Sources: [Federico Tomassetti]() Topics: [Large Language Model](), [Software](), [data](), [integrity](), [Software as a service]() Tags: [ai](), [business](), [chatbots](), [consistency](), [data](), [future-of-ai](), [future-of-software](), [integrity](), [interfaces](), [language-engineering](), [llms](), [mcp](), [opinion](), [patterns](), [reflections](), [saas](), [software](), [software-development](), [sql](), [structure](), [visualization]() ### AI overview The article argues that large language models are unlikely to replace software. Instead, they may provide more flexible interfaces while software's underlying structures--organized data, schemas, constraints, consistency rules, visualizations, and guided processes--remain essential. ### Source excerpt Software isn't being replaced by LLMs, it's being fronted by them, with the deterministic core (schemas, constraints, processes) staying as essential as ever. The post What Is Software, and Will LLMs Replace It? appeared first on Federico Tomassetti. ## The EF's new structure DevFeed: [The EF's new structure]() Original publisher: [Read original article]() Author: Ethereum Foundation Management Published: 2026-06-23T00:00:00Z Content type: article Language: en Sources: [Ethereum Foundation Blog]() Topics: [Ethereum](), [Architecture & Design](), [Open Source](), [Security](), [Post-Quantum]() Tags: [ethereum](), [management](), [open-source](), [operations](), [organizational](), [people](), [post-quantum](), [reorganization](), [security](), [structure](), [teams]() ### AI overview The Ethereum Foundation describes a new organizational structure created through a months-long reorganization implementing its Mandate and Treasury Management Policy. The structure includes work clusters covering protocol, access, users, community, institutions, operations, and management, while 54 colleagues leave the foundation. ### Source excerpt Today, the EF is changing shape, concluding a months-long process of reorganization as part of the implementation of the Mandate and the Treasury Management Policy. We come out of this process with the structure, activities, and people necessary for execution on the critical tasks ahead of us, but also... ## Conversation design: How to make your AI Agent communicate like your team DevFeed: [Conversation design: How to make your AI Agent communicate like your team]() Original publisher: [Read original article]() Author: Fred Walton Published: 2026-06-18T16:55:07Z Content type: article Language: en Sources: [The Intercom Blog]() Topics: [AI Agent](), [Artificial Intelligence](), [Support]() Tags: [agent](), [ai](), [ai-agent](), [ai-agent-blueprint](), [ai-automation](), [communication](), [context](), [customer](), [customer-experience](), [customer-service](), [customers](), [designer](), [experience](), [process](), [responses](), [structure](), [support](), [teams](), [trust](), [voice]() ### AI overview This article explains how conversation design helps an AI Agent communicate consistently with a support team. It covers voice, tone, response structure, adapting language to customer context, and designing smooth handoffs to human support representatives. An Intercom example reports that a warmer opening message increased CSAT from 72.8% to 78.4%. ### Source excerpt If nobody on your team owns how your AI Agent communicates, it defaults to sounding like an LLM. Conversation design is the discipline that fixes that. ## Profit and Loss Statement: A Founder's Guide (with SaaS Template) DevFeed: [Profit and Loss Statement: A Founder's Guide (with SaaS Template)]() Original publisher: [Read original article]() Author: Ayush Agarwal Published: 2026-05-29T00:00:00Z Content type: tutorial Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service](), [Template]() Tags: [accounting](), [financial](), [guide](), [how-to](), [metrics](), [saas](), [saas-finance](), [structure]() ### AI overview A practical guide for SaaS founders on reading and building a profit and loss statement. It explains standard P&L line items, how SaaS reporting differs from general accounting templates, and how metrics such as MRR, ARR, gross margin, CAC payback, and net revenue retention relate to the financial statements. ### Source excerpt How to read and build a P&L statement as a SaaS founder, with a SaaS-specific template covering MRR, gross margin, CAC, and the line items investors actually look at. ## Same-Day Model Integration: ESMC + ESMFold2 in Sheaf v0.11 DevFeed: [Same-Day Model Integration: ESMC + ESMFold2 in Sheaf v0.11]() Original publisher: [Read original article]() Published: 2026-05-27T00:00:00Z Content type: article Language: en Sources: [Alex Korbonits]() Topics: [Large Language Model](), [structure](), [Pydantic](), [backends](), [unit tests](), [Serverless]() Tags: [backend](), [claude-code](), [code](), [language](), [model](), [pypi](), [release](), [serverless](), [structure](), [tests]() ### AI overview The article explains how Sheaf v0.11 integrated ESMC and ESMFold2 on the same day they were released. It attributes the rapid integration to existing typed serving contracts and infrastructure, while describing verification, testing, H100 smoke testing, release work, and documentation. ### Source excerpt Chan Zuckerberg Biohub released a new protein language model and structure predictor this morning. Sheaf v0.11 shipped with both, same day. The story is less about hustle and more about what a typed serving contract buys you when a new model lands. ## 7 tips for using Figma Make credits more efficiently DevFeed: [7 tips for using Figma Make credits more efficiently]() Original publisher: [Read original article]() Author: Alexia Danton Published: 2026-05-22T12:00:00Z Content type: tutorial Language: en Sources: [Figma Blog]() Topics: [Figma](), [Code](), [ui]() Tags: [best-practices](), [code](), [component](), [context](), [cost](), [figma](), [prompting](), [request](), [screen](), [state](), [structure](), [tips](), [ui]() ### AI overview This tutorial presents seven practices for using Figma Make credits more efficiently. It recommends writing a complete initial prompt, keeping follow-up prompts focused and specific, building in stages, grouping related changes, and switching to direct editing for small visual adjustments. ### Source excerpt While everyone's talking about "tokenmaxxing," we've compiled seven best practices to help you build smarter--without prompting more--in Figma Make. ## How to prepare presentation for a Conference DevFeed: [How to prepare presentation for a Conference]() Original publisher: [Read original article]() Author: Tom Published: 2026-05-04T00:00:00Z Content type: tutorial Language: en Sources: [Tomasz Gągor]() Topics: [.NET Conf](), [Tool]() Tags: [career-growth](), [communication-skills](), [conference-preparation](), [conference-presentation](), [how-to](), [narrative-throughline](), [pitching](), [presentation](), [presentation-design](), [public-speaking](), [storytelling](), [structure](), [writing]() ### AI overview A practical guide to preparing conference presentations by starting with a clear pitch, developing a narrative throughline, structuring the story, prioritizing clarity, and using slides as visual support. ### Source excerpt Learn how to build impactful conference presentations by focusing on storytelling, narrative throughlines, and audience experience rather than just slides. ## Organization Groups: Structure Your Organizations with Hierarchical Group Management DevFeed: [Organization Groups: Structure Your Organizations with Hierarchical Group Management]() Original publisher: [Read original article]() Author: Vlasta Ramik Published: 2026-04-29T00:00:00Z Content type: tutorial Language: en Sources: [Keycloak Blog]() Topics: [Keycloak](), [structure](), [Authentication](), [OpenID connect (OIDC)](), [saml]() Tags: [authentication](), [b2b](), [idm](), [kerberos](), [keycloak](), [ldap](), [oidc](), [openid-connect](), [saml](), [sso](), [structure]() ### AI overview Keycloak 26.6.0 introduces Organization Groups, enabling isolated hierarchical groups within each organization. The article explains how to create and reorganize group hierarchies, assign users through identity-provider mappers, and include organization group memberships in OIDC tokens and SAML assertions. ### Source excerpt Introduced in Keycloak 26.6.0, Organization Groups bring hierarchical group management to the Organizations feature. While Organizations already let you model Business-to-Business (B2B) relationships where external companies, partners, or departments each manage their own users, Organization Groups take this further by letting you organize members within each organization into logical teams, departments, or any structure that fits your needs. Why Organization Groups? Before Organization Groups, structuring members within an organization required workarounds using realm-level groups, which are shared across the entire realm. This creates problems in multi-tenant scenarios: if Organization A and Organization B both need an "Engineering" group, they'd collide at the realm level. Organization Groups solve this by giving each organization its own isolated group hierarchy. Organization A's /Engineering/Backend and Organization B's /Engineering/Backend are completely separate groups with their own members, attributes, and identifiers. No naming conflicts, no cross-organization leakage. Creating a Group Hierarchy Groups can be nested to mirror real-world organizational structures: /Engineering /Engineering/Backend /Engineering/Frontend /Sales /Sales/APAC /Sales/EMEA /Sales/LATAM /Sales/NA Creating groups is straightforward: navigate to your organization, click the Groups tab, and click Create group. To build hierarchies, select a parent group before creating a child group, or use Move to to reorganize existing groups. Automatic Group Assignment via Identity Providers One of the most powerful capabilities is automatic group assignment during federated authentication. When an identity provider is linked to an organization, two mapper types are available: Hardcoded Group assigns every user authenticating through the IdP to a specific organization group. Useful for scenarios like "everyone from this corporate IdP goes into the Engineering team." Advanced Claim to Group maps use ## The importance of benchmarks DevFeed: [The importance of benchmarks]() Original publisher: [Read original article]() Published: 2026-04-13T00:00:00Z Content type: article Language: en Sources: [Aha! Engineering Blog]() Topics: [Algorithm](), [Data structures](), [Parsing](), [data]() Tags: [algorithm](), [benchmarks](), [data-structure](), [parsing](), [performance](), [structure]() ### AI overview The Aha! Develop team investigated a sprint report that took 15 minutes to load and nearly froze the browser. The investigation traced the problem to inefficient progress parsing and data structures that duplicated days without events, producing a more than 100-fold performance increase after changes. ### Source excerpt Late last year, the Aha! Develop team added support for team line-level reporting. During a team demo in the run-up to the release, we discovered one of our internal sprint reports was taking 15 minutes to load, almost freezing the browser in the p [Next page]()