[{"data":1,"prerenderedAt":2007},["ShallowReactive",2],{"content-/cperez/2026-08-27/ai-software-requirements-grounded-in-context":3},{"article":4,"all":873},{"_path":5,"_dir":6,"_draft":7,"_partial":7,"_locale":8,"title":9,"description":10,"publishDate":6,"image":11,"author":12,"tags":15,"excerpt":10,"body":22,"_type":867,"_id":868,"_source":869,"_file":870,"_stem":871,"_extension":872},"/cperez/2026-08-27/ai-software-requirements-grounded-in-context","2026-08-27",false,"","AI Can Draft Software Requirements. Can It Understand Your System?","AI is very good at making a software idea sound more complete than it really is.","/cperez/2026-08-27/img/ai-software-requirements-grounded-in-context.jpg",{"name":13,"user":14},"Carlos Perez","cperez",[16,17,18,19,20,21],"ai requirements gathering","ai","ai discovery","ai hallucinations","legacy software modernization","legacy software discovery",{"type":23,"children":24,"toc":841},"root",[25,32,37,48,64,69,74,81,86,99,109,114,119,125,136,141,146,155,160,165,170,175,180,186,191,214,219,224,237,242,247,253,258,263,268,273,285,290,295,300,306,311,316,361,366,371,376,382,387,392,435,440,445,451,456,461,469,474,482,487,492,497,502,514,520,525,530,535,547,552,564,569,574,579,585,590,595,600,605,610,622,627,633,638,643,648,653,658,663,669,681,686,691,696,701,706,712,717,722,727,732,737,742,747,753,759,764,770,775,781,786,792,797,803,808,814,819,825,830,836],{"type":26,"tag":27,"props":28,"children":29},"element","p",{},[30],{"type":31,"value":10},"text",{"type":26,"tag":27,"props":33,"children":34},{},[35],{"type":31,"value":36},"Give a language model a rough feature request and it can turn it into user stories, acceptance criteria, technical recommendations, database changes, API requirements, and a tidy implementation plan. In a few minutes, an informal idea can start to look like a well-scoped software project.",{"type":26,"tag":27,"props":38,"children":39},{},[40,42],{"type":31,"value":41},"That can be genuinely useful. It can also create a new problem: ",{"type":26,"tag":43,"props":44,"children":45},"strong",{},[46],{"type":31,"value":47},"a requirement can sound technically convincing without being grounded in how the software actually works.",{"type":26,"tag":27,"props":49,"children":50},{},[51,53,62],{"type":31,"value":52},"If the AI hasn’t seen the codebase, data model, integrations, architecture, existing functionality, user workflows, or history behind the system, it’s working from an incomplete picture. Language models can produce plausible but unsupported information when they don’t have enough evidence, a behavior NIST refers to as “confabulation” and OpenAI describes as hallucination. (",{"type":26,"tag":54,"props":55,"children":59},"a",{"href":56,"rel":57},"https://www.nist.gov/publications/artificial-intelligence-risk-management-framework-generative-artificial-intelligence",[58],"nofollow",[60],{"type":31,"value":61},"NIST",{"type":31,"value":63},")",{"type":26,"tag":27,"props":65,"children":66},{},[67],{"type":31,"value":68},"For software teams, that means AI can be a useful participant in requirements gathering, but it shouldn’t become the source of truth.",{"type":26,"tag":27,"props":70,"children":71},{},[72],{"type":31,"value":73},"The source of truth is still the business, the users, and the software itself.",{"type":26,"tag":75,"props":76,"children":78},"h3",{"id":77},"can-ai-be-used-for-software-requirements-gathering",[79],{"type":31,"value":80},"Can AI be used for software requirements gathering?",{"type":26,"tag":27,"props":82,"children":83},{},[84],{"type":31,"value":85},"Yes. AI can help teams organize stakeholder input, summarize documentation, identify questions, draft user stories, compare alternatives, and turn an early idea into something concrete enough to discuss.",{"type":26,"tag":27,"props":87,"children":88},{},[89,91,98],{"type":31,"value":90},"Research into requirements engineering has found promising uses for LLMs in elicitation and specification, and Art+Logic itself notes that LLMs can help digest and simplify requirements documents. (arXiv) (",{"type":26,"tag":54,"props":92,"children":95},{"href":93,"rel":94},"https://arxiv.org/abs/2310.13976",[58],[96],{"type":31,"value":97},"arXiv",{"type":31,"value":63},{"type":26,"tag":27,"props":100,"children":101},{},[102,104],{"type":31,"value":103},"The important distinction is between ",{"type":26,"tag":43,"props":105,"children":106},{},[107],{"type":31,"value":108},"drafting a requirement and validating one.",{"type":26,"tag":27,"props":110,"children":111},{},[112],{"type":31,"value":113},"An AI-generated requirement should be treated as a hypothesis about what the software needs, not as proof that the requirement is necessary, correctly scoped, or technically appropriate.",{"type":26,"tag":27,"props":115,"children":116},{},[117],{"type":31,"value":118},"That distinction matters most when the AI is discussing an existing application, because mature software already contains decisions that may not be visible in the prompt.",{"type":26,"tag":75,"props":120,"children":122},{"id":121},"why-can-ai-generated-requirements-sound-right-when-they-arent",[123],{"type":31,"value":124},"Why can AI-generated requirements sound right when they aren’t?",{"type":26,"tag":27,"props":126,"children":127},{},[128,130,135],{"type":31,"value":129},"Language models are designed to produce coherent responses from the information available to them. When important context is missing, the resulting answer can still be detailed, organized, and persuasive, even though some of its assumptions aren’t grounded in the real system. NIST specifically identifies confidently stated false or erroneous content as a risk of generative AI. (",{"type":26,"tag":54,"props":131,"children":133},{"href":56,"rel":132},[58],[134],{"type":31,"value":61},{"type":31,"value":63},{"type":26,"tag":27,"props":137,"children":138},{},[139],{"type":31,"value":140},"That creates an unusual requirements problem.",{"type":26,"tag":27,"props":142,"children":143},{},[144],{"type":31,"value":145},"Imagine someone asks an AI tool:",{"type":26,"tag":147,"props":148,"children":149},"blockquote",{},[150],{"type":26,"tag":27,"props":151,"children":152},{},[153],{"type":31,"value":154},"\"We need to build a custom notification system so customers can receive real-time status updates.\"\"",{"type":26,"tag":27,"props":156,"children":157},{},[158],{"type":31,"value":159},"The AI might propose a notification service, new database tables, message queues, preferences management, delivery tracking, and several API endpoints.",{"type":26,"tag":27,"props":161,"children":162},{},[163],{"type":31,"value":164},"All of that could be technically reasonable, but it could also be unnecessary.",{"type":26,"tag":27,"props":166,"children":167},{},[168],{"type":31,"value":169},"Perhaps the application already uses a third-party service that supports most of the requested functionality. Maybe status updates already exist but aren’t exposed in the current interface. Perhaps the real problem is that one integration is delayed, so adding a notification platform would simply make incorrect information arrive faster.",{"type":26,"tag":27,"props":171,"children":172},{},[173],{"type":31,"value":174},"The AI hasn’t necessarily made a bad technical recommendation. It has answered the question it was given without knowing enough about the system behind the question.",{"type":26,"tag":27,"props":176,"children":177},{},[178],{"type":31,"value":179},"That is why polished technical language shouldn’t be confused with discovery.",{"type":26,"tag":75,"props":181,"children":183},{"id":182},"a-feature-request-and-a-software-requirement-arent-the-same-thing",[184],{"type":31,"value":185},"A feature request and a software requirement aren’t the same thing",{"type":26,"tag":27,"props":187,"children":188},{},[189],{"type":31,"value":190},"Clients and users usually describe software in terms of the solution they can imagine:",{"type":26,"tag":147,"props":192,"children":193},{},[194,199,204,209],{"type":26,"tag":27,"props":195,"children":196},{},[197],{"type":31,"value":198},"“We need a dashboard.”",{"type":26,"tag":27,"props":200,"children":201},{},[202],{"type":31,"value":203},"“We need an AI assistant.”",{"type":26,"tag":27,"props":205,"children":206},{},[207],{"type":31,"value":208},"“We need another API.”",{"type":26,"tag":27,"props":210,"children":211},{},[212],{"type":31,"value":213},"“We need to rebuild this module.”",{"type":26,"tag":27,"props":215,"children":216},{},[217],{"type":31,"value":218},"Those requests matter because they tell the development team where someone is experiencing friction. However, good software discovery still has to determine what problem sits underneath the proposed solution.",{"type":26,"tag":27,"props":220,"children":221},{},[222],{"type":31,"value":223},"A request for a dashboard may really be a reporting problem. A proposed AI agent may actually be a workflow-integration problem. A request to rebuild a module may come from one recurring defect that could be addressed much more narrowly.",{"type":26,"tag":27,"props":225,"children":226},{},[227,229,236],{"type":31,"value":228},"This is one reason Art+Logic’s design process begins with discovery and research around business goals, users, features, functionality, and measures of success rather than immediately treating the first proposed solution as the specification. (",{"type":26,"tag":54,"props":230,"children":233},{"href":231,"rel":232},"https://artandlogic.com/design-services/",[58],[234],{"type":31,"value":235},"Art+Logic",{"type":31,"value":63},{"type":26,"tag":27,"props":238,"children":239},{},[240],{"type":31,"value":241},"AI can make the initial idea easier to explore, but it shouldn’t remove that step.",{"type":26,"tag":27,"props":243,"children":244},{},[245],{"type":31,"value":246},"In fact, because AI can produce a detailed solution so quickly, the discovery step becomes even more important. Otherwise, a team can spend considerable effort implementing a very sophisticated answer to the wrong question.",{"type":26,"tag":75,"props":248,"children":250},{"id":249},"the-codebase-is-part-of-the-requirements",[251],{"type":31,"value":252},"The codebase is part of the requirements",{"type":26,"tag":27,"props":254,"children":255},{},[256],{"type":31,"value":257},"For an existing product, some requirements are written in project plans and tickets, while others are encoded in the application itself.",{"type":26,"tag":27,"props":259,"children":260},{},[261],{"type":31,"value":262},"A particular calculation may contain an exception because of a long-standing customer agreement. A database field that looks obsolete may still feed a report used elsewhere in the organization. An odd-looking workflow may exist because the system has to accommodate an external integration that was never documented properly.",{"type":26,"tag":27,"props":264,"children":265},{},[266],{"type":31,"value":267},"None of those things necessarily appear in a conversational description of the feature.",{"type":26,"tag":27,"props":269,"children":270},{},[271],{"type":31,"value":272},"That means the development team needs to compare the requested change with what the system actually does.",{"type":26,"tag":27,"props":274,"children":275},{},[276,278,284],{"type":31,"value":277},"Repository-level software engineering research reflects the importance of this broader context: solving realistic maintenance tasks requires understanding code across files, architecture, and repository structure rather than reasoning about a small isolated snippet. (",{"type":26,"tag":54,"props":279,"children":282},{"href":280,"rel":281},"https://arxiv.org/html/2410.14684v1",[58],[283],{"type":31,"value":97},{"type":31,"value":63},{"type":26,"tag":27,"props":286,"children":287},{},[288],{"type":31,"value":289},"AI tools can help with that work. They can search a codebase, trace references, summarize modules, identify related tests, and surface places where a proposed change might have an effect. But someone still needs to decide what those findings mean.",{"type":26,"tag":27,"props":291,"children":292},{},[293],{"type":31,"value":294},"The code can show that an exception exists. It can’t always tell you whether the exception is still required.",{"type":26,"tag":27,"props":296,"children":297},{},[298],{"type":31,"value":299},"That answer may require the product owner, an operations employee, a long-time user, or someone who understands the customer relationship behind it.",{"type":26,"tag":75,"props":301,"children":303},{"id":302},"good-requirements-are-grounded-in-several-kinds-of-evidence",[304],{"type":31,"value":305},"Good requirements are grounded in several kinds of evidence",{"type":26,"tag":27,"props":307,"children":308},{},[309],{"type":31,"value":310},"There usually isn’t one perfect source for a software requirement.",{"type":26,"tag":27,"props":312,"children":313},{},[314],{"type":31,"value":315},"The clearest picture comes from comparing several sources:",{"type":26,"tag":317,"props":318,"children":319},"ul",{},[320,326,331,336,341,346,351,356],{"type":26,"tag":321,"props":322,"children":323},"li",{},[324],{"type":31,"value":325},"What stakeholders say the business needs",{"type":26,"tag":321,"props":327,"children":328},{},[329],{"type":31,"value":330},"How users actually perform the work",{"type":26,"tag":321,"props":332,"children":333},{},[334],{"type":31,"value":335},"What the existing application currently does",{"type":26,"tag":321,"props":337,"children":338},{},[339],{"type":31,"value":340},"What the data shows about real usage",{"type":26,"tag":321,"props":342,"children":343},{},[344],{"type":31,"value":345},"Which integrations and external systems are involved",{"type":26,"tag":321,"props":347,"children":348},{},[349],{"type":31,"value":350},"What existing tests say should remain true",{"type":26,"tag":321,"props":352,"children":353},{},[354],{"type":31,"value":355},"Which security, regulatory, or contractual constraints apply",{"type":26,"tag":321,"props":357,"children":358},{},[359],{"type":31,"value":360},"What the organization is trying to accomplish after the change",{"type":26,"tag":27,"props":362,"children":363},{},[364],{"type":31,"value":365},"This is where experienced software developers add value that goes well beyond implementation.",{"type":26,"tag":27,"props":367,"children":368},{},[369],{"type":31,"value":370},"They can look at a proposed requirement and ask whether the capability already exists, whether the suggested approach fits the architecture, whether it creates unnecessary complexity, and whether a smaller change could accomplish the same business result.",{"type":26,"tag":27,"props":372,"children":373},{},[374],{"type":31,"value":375},"Those questions can save more time than generating the code faster.",{"type":26,"tag":75,"props":377,"children":379},{"id":378},"ai-should-help-discovery-ask-better-questions",[380],{"type":31,"value":381},"AI should help discovery ask better questions",{"type":26,"tag":27,"props":383,"children":384},{},[385],{"type":31,"value":386},"The safest way to use AI during requirements gathering isn’t to ask it to decide what should be built. It’s to use it to make the discovery process more thorough.",{"type":26,"tag":27,"props":388,"children":389},{},[390],{"type":31,"value":391},"For example, after reviewing appropriate project materials, an AI tool might help generate questions such as:",{"type":26,"tag":317,"props":393,"children":394},{},[395,400,405,410,415,420,425,430],{"type":26,"tag":321,"props":396,"children":397},{},[398],{"type":31,"value":399},"Which existing workflows could this feature affect?",{"type":26,"tag":321,"props":401,"children":402},{},[403],{"type":31,"value":404},"Does the system already contain similar functionality?",{"type":26,"tag":321,"props":406,"children":407},{},[408],{"type":31,"value":409},"Which users need this capability, and which users shouldn’t have access?",{"type":26,"tag":321,"props":411,"children":412},{},[413],{"type":31,"value":414},"What happens when the underlying data is incomplete?",{"type":26,"tag":321,"props":416,"children":417},{},[418],{"type":31,"value":419},"Which external systems does the workflow depend on?",{"type":26,"tag":321,"props":421,"children":422},{},[423],{"type":31,"value":424},"Are there existing business rules that could conflict with the proposed behavior?",{"type":26,"tag":321,"props":426,"children":427},{},[428],{"type":31,"value":429},"What would make the feature unsuccessful even if it works technically?",{"type":26,"tag":321,"props":431,"children":432},{},[433],{"type":31,"value":434},"How will we know the change improved the business process?",{"type":26,"tag":27,"props":436,"children":437},{},[438],{"type":31,"value":439},"That is a much healthier role for AI.",{"type":26,"tag":27,"props":441,"children":442},{},[443],{"type":31,"value":444},"Instead of using confidence as a substitute for context, the tool helps the team identify context that still needs to be gathered.",{"type":26,"tag":75,"props":446,"children":448},{"id":447},"requirements-should-describe-the-outcome-before-prescribing-the-implementation",[449],{"type":31,"value":450},"Requirements should describe the outcome before prescribing the implementation",{"type":26,"tag":27,"props":452,"children":453},{},[454],{"type":31,"value":455},"One simple way to reduce ungrounded scope is to separate the desired outcome from the proposed technical solution.",{"type":26,"tag":27,"props":457,"children":458},{},[459],{"type":31,"value":460},"Instead of:",{"type":26,"tag":147,"props":462,"children":463},{},[464],{"type":26,"tag":27,"props":465,"children":466},{},[467],{"type":31,"value":468},"“Build a new event-processing service and add a real-time notification API.”",{"type":26,"tag":27,"props":470,"children":471},{},[472],{"type":31,"value":473},"start with:",{"type":26,"tag":147,"props":475,"children":476},{},[477],{"type":26,"tag":27,"props":478,"children":479},{},[480],{"type":31,"value":481},"“Customers need to know when an order changes status without contacting support.”",{"type":26,"tag":27,"props":483,"children":484},{},[485],{"type":31,"value":486},"Now the development team can investigate the actual system.",{"type":26,"tag":27,"props":488,"children":489},{},[490],{"type":31,"value":491},"Perhaps the right answer is a new service and API. Perhaps it’s a small change to an existing integration, a webhook that already exists but isn’t being used, or a better interface around information the application already has.",{"type":26,"tag":27,"props":493,"children":494},{},[495],{"type":31,"value":496},"This distinction also makes software projects easier to measure.",{"type":26,"tag":27,"props":498,"children":499},{},[500],{"type":31,"value":501},"The success criterion isn’t whether the team built the requested architecture. It’s whether customers receive accurate status information with less friction.",{"type":26,"tag":27,"props":503,"children":504},{},[505,507,513],{"type":31,"value":506},"That outcome-oriented framing fits Art+Logic’s broader custom software approach, which emphasizes software tailored to an organization’s specific processes, security requirements, users, and changing business needs. (",{"type":26,"tag":54,"props":508,"children":511},{"href":509,"rel":510},"https://artandlogic.com/software-development-services/",[58],[512],{"type":31,"value":235},{"type":31,"value":63},{"type":26,"tag":75,"props":515,"children":517},{"id":516},"legacy-modernization-makes-grounding-even-more-important",[518],{"type":31,"value":519},"Legacy modernization makes grounding even more important",{"type":26,"tag":27,"props":521,"children":522},{},[523],{"type":31,"value":524},"The gap between plausible requirements and real system behavior becomes particularly important during legacy modernization.",{"type":26,"tag":27,"props":526,"children":527},{},[528],{"type":31,"value":529},"Long-lived applications often contain years of operational knowledge that isn’t fully documented. Business rules may be distributed across source code, database procedures, integrations, configuration files, reports, tests, and manual workarounds.",{"type":26,"tag":27,"props":531,"children":532},{},[533],{"type":31,"value":534},"A prompt that says, “Convert this application to a modern framework” doesn’t contain that history.",{"type":26,"tag":27,"props":536,"children":537},{},[538,540,546],{"type":31,"value":539},"Art+Logic has encountered this problem directly. In one healthcare modernization project, earlier attempts at broad AI-driven conversion produced software that compiled while removing or disabling important application functionality. Art+Logic instead used a phased approach in which AI accelerated repetitive implementation work while developers remained responsible for architecture, review, testing, and validation. (",{"type":26,"tag":54,"props":541,"children":544},{"href":542,"rel":543},"https://artandlogic.com/ai-assisted-modernization/",[58],[545],{"type":31,"value":235},{"type":31,"value":63},{"type":26,"tag":27,"props":548,"children":549},{},[550],{"type":31,"value":551},"That experience points to a broader modernization principle: before deciding how to rebuild something, the team needs to understand what it actually does.",{"type":26,"tag":27,"props":553,"children":554},{},[555,557,563],{"type":31,"value":556},"AI can be very useful during that discovery. Art+Logic uses AI-assisted analysis to help identify patterns, map dependencies, and generate documentation for legacy systems that may no longer be well understood, while experienced engineers determine what should be preserved, changed, or removed. (",{"type":26,"tag":54,"props":558,"children":561},{"href":559,"rel":560},"https://artandlogic.com/videos/ai-assisted-4-ai-helps-you-understand-legacy-systems-faster/",[58],[562],{"type":31,"value":235},{"type":31,"value":63},{"type":26,"tag":27,"props":565,"children":566},{},[567],{"type":31,"value":568},"The distinction matters because modernization isn’t a transcription exercise.",{"type":26,"tag":27,"props":570,"children":571},{},[572],{"type":31,"value":573},"A strange piece of code may be obsolete technical debt, or it may encode a business rule that still matters. An unused-looking integration may truly be ready for retirement, or it may run once a month for an important customer. A workflow may deserve redesign rather than exact reproduction.",{"type":26,"tag":27,"props":575,"children":576},{},[577],{"type":31,"value":578},"AI can help expose those questions much faster, but domain experts and developers still have to answer them.",{"type":26,"tag":75,"props":580,"children":582},{"id":581},"the-best-requirement-may-be-dont-build-it",[583],{"type":31,"value":584},"The best requirement may be “don’t build it”",{"type":26,"tag":27,"props":586,"children":587},{},[588],{"type":31,"value":589},"One of the most valuable results of software discovery is discovering that a requested feature doesn’t need to be built.",{"type":26,"tag":27,"props":591,"children":592},{},[593],{"type":31,"value":594},"Perhaps an existing capability can be extended. Maybe the problem belongs in another system. A commercial service may already solve it adequately, or a small process change may create more value than a custom feature.",{"type":26,"tag":27,"props":596,"children":597},{},[598],{"type":31,"value":599},"This can be difficult to see when an AI tool has already generated an impressive implementation plan.",{"type":26,"tag":27,"props":601,"children":602},{},[603],{"type":31,"value":604},"The specificity of the plan creates momentum. Once there are tables, endpoints, milestones, and acceptance criteria, the proposed solution starts to feel inevitable. It isn’t.",{"type":26,"tag":27,"props":606,"children":607},{},[608],{"type":31,"value":609},"A good development partner should still be willing to ask whether the project needs that complexity in the first place.",{"type":26,"tag":27,"props":611,"children":612},{},[613,615,621],{"type":31,"value":614},"Art+Logic’s modernization framework makes a similar point with legacy software: retain, retire, rehost or replatform, refactor or rearchitect, and rebuild or replace are all legitimate options, depending on the business need and the condition of the system. Rebuilding isn’t automatically the most modern or responsible answer. (",{"type":26,"tag":54,"props":616,"children":619},{"href":617,"rel":618},"https://artandlogic.com/blog/cperez/2026-07-09/5-rs-application-modernization-legacy-software",[58],[620],{"type":31,"value":235},{"type":31,"value":63},{"type":26,"tag":27,"props":623,"children":624},{},[625],{"type":31,"value":626},"The same principle applies to feature development. Sometimes, the best technical decision is to write less software.",{"type":26,"tag":75,"props":628,"children":630},{"id":629},"how-should-teams-use-ai-for-project-scoping",[631],{"type":31,"value":632},"How should teams use AI for project scoping?",{"type":26,"tag":27,"props":634,"children":635},{},[636],{"type":31,"value":637},"A useful AI-assisted discovery process keeps AI inside an evidence loop.",{"type":26,"tag":27,"props":639,"children":640},{},[641],{"type":31,"value":642},"First, define the business problem in plain language and identify what outcome would make the project worthwhile. Then gather the relevant source material: existing documentation, representative workflows, code, integrations, data definitions, user feedback, and technical constraints.",{"type":26,"tag":27,"props":644,"children":645},{},[646],{"type":31,"value":647},"AI can help summarize and connect those materials, but its output should lead to questions rather than immediately becoming scope.",{"type":26,"tag":27,"props":649,"children":650},{},[651],{"type":31,"value":652},"From there, developers and domain experts can validate the assumptions together. They can confirm whether proposed functionality already exists, identify edge cases, determine which parts of the system are affected, and decide whether the technical approach fits the larger architecture.",{"type":26,"tag":27,"props":654,"children":655},{},[656],{"type":31,"value":657},"Only after that work should the team turn the result into implementation-ready requirements and acceptance criteria.",{"type":26,"tag":27,"props":659,"children":660},{},[661],{"type":31,"value":662},"The process isn’t slower because people are involved. It’s designed to avoid accelerating the wrong work.",{"type":26,"tag":75,"props":664,"children":666},{"id":665},"where-artlogic-fits",[667],{"type":31,"value":668},"Where Art+Logic fits",{"type":26,"tag":27,"props":670,"children":671},{},[672,674,680],{"type":31,"value":673},"Art+Logic builds and modernizes custom software for organizations whose requirements don’t fit neatly into off-the-shelf products. Our work includes AI software development, legacy modernization, complex web and cloud applications, UX and product design, integrations, and the recovery of software that needs experienced engineering before it can move forward reliably. (",{"type":26,"tag":54,"props":675,"children":678},{"href":676,"rel":677},"https://artandlogic.com/",[58],[679],{"type":31,"value":235},{"type":31,"value":63},{"type":26,"tag":27,"props":682,"children":683},{},[684],{"type":31,"value":685},"That makes requirements discovery especially important.",{"type":26,"tag":27,"props":687,"children":688},{},[689],{"type":31,"value":690},"A client brings knowledge about its customers, operations, industry, and goals, while Art+Logic’s developers and designers investigate how those needs intersect with the software that already exists.",{"type":26,"tag":27,"props":692,"children":693},{},[694],{"type":31,"value":695},"AI can make that investigation faster by helping teams navigate code, summarize material, surface dependencies, and explore alternatives. It can also make requirements easier to communicate and refine.",{"type":26,"tag":27,"props":697,"children":698},{},[699],{"type":31,"value":700},"What it can’t do on its own is decide which assumptions are true.",{"type":26,"tag":27,"props":702,"children":703},{},[704],{"type":31,"value":705},"That still requires a development process grounded in the actual system and the people who depend on it.",{"type":26,"tag":75,"props":707,"children":709},{"id":708},"convincing-isnt-the-same-as-correct",[710],{"type":31,"value":711},"Convincing isn’t the same as correct",{"type":26,"tag":27,"props":713,"children":714},{},[715],{"type":31,"value":716},"AI is going to become increasingly useful throughout software development, including the part that happens before anyone starts writing code.",{"type":26,"tag":27,"props":718,"children":719},{},[720],{"type":31,"value":721},"That’s a good thing. Requirements gathering has always involved large amounts of information, ambiguity, iteration, and documentation, so there are plenty of places where AI can help.",{"type":26,"tag":27,"props":723,"children":724},{},[725],{"type":31,"value":726},"The risk appears when polished output creates more confidence than the available evidence supports.",{"type":26,"tag":27,"props":728,"children":729},{},[730],{"type":31,"value":731},"A ten-page specification produced in minutes can still be based on the wrong assumptions. A detailed technical plan can solve functionality the application already has. A plausible recommendation can ignore a business rule that never made it into the prompt.",{"type":26,"tag":27,"props":733,"children":734},{},[735],{"type":31,"value":736},"The answer isn’t to stop using AI for requirements.",{"type":26,"tag":27,"props":738,"children":739},{},[740],{"type":31,"value":741},"It’s to ground the AI in the same evidence good software teams have always needed: the real system, the real workflow, the real users, and the business outcome the project is supposed to create.",{"type":26,"tag":27,"props":743,"children":744},{},[745],{"type":31,"value":746},"Because the goal isn’t to produce requirements faster, it’s to build the right thing.",{"type":26,"tag":75,"props":748,"children":750},{"id":749},"faqs",[751],{"type":31,"value":752},"FAQs",{"type":26,"tag":754,"props":755,"children":757},"h4",{"id":756},"can-ai-be-used-for-software-requirements-gathering-1",[758],{"type":31,"value":80},{"type":26,"tag":27,"props":760,"children":761},{},[762],{"type":31,"value":763},"Yes. AI can help summarize stakeholder input, organize documentation, draft user stories, identify questions, and explore possible requirements. Its output should still be validated against the actual software, user workflows, business rules, and technical constraints.",{"type":26,"tag":754,"props":765,"children":767},{"id":766},"why-can-ai-generated-software-requirements-be-wrong",[768],{"type":31,"value":769},"Why can AI-generated software requirements be wrong?",{"type":26,"tag":27,"props":771,"children":772},{},[773],{"type":31,"value":774},"AI works from the context it receives and can produce plausible but unsupported information when important context is missing. A requirement may therefore sound technically reasonable while duplicating existing functionality, conflicting with the architecture, or overlooking an important business rule.",{"type":26,"tag":754,"props":776,"children":778},{"id":777},"should-ai-generated-requirements-be-treated-as-project-scope",[779],{"type":31,"value":780},"Should AI-generated requirements be treated as project scope?",{"type":26,"tag":27,"props":782,"children":783},{},[784],{"type":31,"value":785},"Not without review. AI-generated requirements are more useful as a starting point for discovery. Developers, domain experts, and stakeholders should validate whether the requirement is necessary, accurate, technically appropriate, and connected to a measurable business outcome.",{"type":26,"tag":754,"props":787,"children":789},{"id":788},"how-can-ai-improve-software-discovery",[790],{"type":31,"value":791},"How can AI improve software discovery?",{"type":26,"tag":27,"props":793,"children":794},{},[795],{"type":31,"value":796},"AI can help developers search and summarize large amounts of information, identify related code, map dependencies, draft documentation, organize stakeholder feedback, and surface questions that need further investigation. These capabilities can accelerate discovery without replacing human validation.",{"type":26,"tag":754,"props":798,"children":800},{"id":799},"why-is-codebase-context-important-when-defining-software-requirements",[801],{"type":31,"value":802},"Why is codebase context important when defining software requirements?",{"type":26,"tag":27,"props":804,"children":805},{},[806],{"type":31,"value":807},"Existing applications contain functionality, dependencies, business rules, and historical decisions that may not appear in written requirements. Reviewing the codebase helps teams determine whether a proposed feature already exists, which components it affects, and what behavior needs to be preserved.",{"type":26,"tag":754,"props":809,"children":811},{"id":810},"how-can-ai-help-with-legacy-modernization-requirements",[812],{"type":31,"value":813},"How can AI help with legacy modernization requirements?",{"type":26,"tag":27,"props":815,"children":816},{},[817],{"type":31,"value":818},"AI can help analyze large legacy codebases, map dependencies, summarize behavior, generate documentation, and identify patterns that may need migration. Developers and domain experts still need to determine which behavior is important, which technical debt can be removed, and which business rules must survive modernization.",{"type":26,"tag":754,"props":820,"children":822},{"id":821},"can-ai-reduce-software-project-scope",[823],{"type":31,"value":824},"Can AI reduce software project scope?",{"type":26,"tag":27,"props":826,"children":827},{},[828],{"type":31,"value":829},"Potentially. By helping teams investigate existing functionality and alternatives, AI can surface cases where a requested feature may be unnecessary or where a smaller change could solve the underlying problem. The final scope decision should still be based on verified system and business context.",{"type":26,"tag":754,"props":831,"children":833},{"id":832},"what-is-the-role-of-a-software-developer-when-ai-can-generate-requirements",[834],{"type":31,"value":835},"What is the role of a software developer when AI can generate requirements?",{"type":26,"tag":27,"props":837,"children":838},{},[839],{"type":31,"value":840},"Developers help determine whether proposed requirements match the actual architecture, data, integrations, security model, existing functionality, and business needs. They turn stakeholder goals into technically grounded requirements and identify where a proposed solution may create unnecessary complexity.",{"title":8,"searchDepth":842,"depth":842,"links":843},3,[844,845,846,847,848,849,850,851,852,853,854,855,856],{"id":77,"depth":842,"text":80},{"id":121,"depth":842,"text":124},{"id":182,"depth":842,"text":185},{"id":249,"depth":842,"text":252},{"id":302,"depth":842,"text":305},{"id":378,"depth":842,"text":381},{"id":447,"depth":842,"text":450},{"id":516,"depth":842,"text":519},{"id":581,"depth":842,"text":584},{"id":629,"depth":842,"text":632},{"id":665,"depth":842,"text":668},{"id":708,"depth":842,"text":711},{"id":749,"depth":842,"text":752,"children":857},[858,860,861,862,863,864,865,866],{"id":756,"depth":859,"text":80},4,{"id":766,"depth":859,"text":769},{"id":777,"depth":859,"text":780},{"id":788,"depth":859,"text":791},{"id":799,"depth":859,"text":802},{"id":810,"depth":859,"text":813},{"id":821,"depth":859,"text":824},{"id":832,"depth":859,"text":835},"markdown","content:cperez:2026-08-27:ai-software-requirements-grounded-in-context.md","content","cperez/2026-08-27/ai-software-requirements-grounded-in-context.md","cperez/2026-08-27/ai-software-requirements-grounded-in-context","md",[874,887,896,909,924,936,944,954,965,974,986,997,1008,1017,1027,1038,1051,1062,1071,1081,1089,1096,1105,1113,1122,1132,1142,1151,1160,1168,1179,1187,1195,1204,1212,1222,1230,1238,1246,1254,1262,1270,1278,1288,1296,1306,1314,1324,1334,1345,1355,1365,1379,1390,1403,1413,1424,1436,1446,1459,1471,1481,1490,1501,1516,1526,1536,1539,1549,1558,1568,1580,1591,1601,1614,1623,1633,1645,1655,1665,1675,1687,1699,1713,1727,1742,1750,1758,1767,1776,1785,1794,1803,1812,1821,1830,1839,1850,1863,1873,1881,1889,1897,1905,1917,1929,1939,1948,1957,1967,1976,1986,1995],{"_path":875,"title":876,"description":877,"image":878,"publishDate":879,"tags":880,"_id":883,"author":884},"/alalande/2023-1/escaping_text","Thinking Like a Programmer: Escaping Text","In this progressive and vivid explanation, we explore the HOW and WHY of quoting, nesting, and escaping text.","/alalande/2023-1/img/header.png","2024-02-15",[881,882],"series","educational","content:alalande:2023-1:escaping_text.md",{"user":885,"name":886},"alalande","Anthony Lalande",{"_path":888,"title":889,"description":890,"image":891,"publishDate":892,"tags":893,"_id":894,"author":895},"/alalande/2023-2/heuristics","Thinking Like a Programmer: Heuristics","We want to help you turbo-charge your decision making.","/alalande/2023-2/img/heuristics.png","2024-03-15",[881,882],"content:alalande:2023-2:heuristics.md",{"user":885,"name":886},{"_path":897,"title":898,"description":899,"tags":900,"publishDate":903,"image":904,"_id":905,"author":906},"/areichert/2023-10/rapid-testing-techniques-for-web-and-mobile","Rapid Testing Techniques for Web & Mobile Apps","Testing rapidly or the need to test quickly under shortened execution cycles is not new. Rapid testing has been around for as long as software testing has existed but increases when a product release is imminent, strained, or behind schedule. There are many reasons development gets behind schedule. Similar to testing, development is prone to surprise requirements changes and increases in scope and complexity.",[901,902],"software-testing","qa","2024-06-01","/areichert/2023-10/img/rapid_testing.png","content:areichert:2023-10:Rapid Testing techniques for web and mobile.md",{"user":907,"name":908},"areichert","Amy Reichert",{"_path":910,"title":911,"description":912,"image":913,"publishDate":914,"tags":915,"_id":920,"author":921},"/asherbrooke/2020-4/watchwah","Bringing an Idea to Life: WatchWah Proof of Concept","\"Wouldn't it be cool if...\"","/asherbrooke/2020-4/img/Guitar_and_Watch.jpeg","2020-04-01",[916,917,918,919],"ios","apple","watch","juce","content:asherbrooke:2020-4:watchwah.md",{"user":922,"name":923},"asherbrooke","Andrew Sherbrooke",{"_path":925,"title":926,"description":927,"publishDate":928,"tags":929,"_id":932,"author":933},"/avogan/2012-07/salt","What Your Users Don't Know (Part 1)","What's wrong with this code?","2012-07-13",[930,931,881],"cryptography","security","content:avogan:2012-07:salt.md",{"user":934,"name":935},"avogan","Andrew Vogan",{"_path":937,"title":938,"description":939,"publishDate":940,"tags":941,"_id":942,"author":943},"/avogan/2012-07/salt-2","What Your Users Don't Know (Part 2)","In my last post we saw that what your users don't know can hurt them. In other words, how securely you handle your users' private data behind the scenes can have profound implications both for your business and your users' well being. To put it bluntly, it's bad for your business to be publicly shamed over your handling of sensitive data, and it's bad for your users to have their bank accounts pilfered -- those being some of the worse case scenarios.","2012-07-26",[930,931,881],"content:avogan:2012-07:salt-2.md",{"user":934,"name":935},{"_path":945,"title":946,"description":947,"publishDate":948,"image":949,"_id":950,"author":951},"/bporter/2012-5/cd_player","My First CD Player","I started college right about the time when the first CD players were coming onto the market -- there weren't many available, and they were all obscenely expensive. At the time, my dad was dong a lot of traveling to Japan for business, and he was able to bring me a really nice Yamaha CD player back from a shop in Akihabara for about 1/4th of what a similar unit would have cost me here in the US.","2012-05-01","/bporter/2012-5/img/cd_player.jpg","content:bporter:2012-5:cd_player.md",{"user":952,"name":953},"bporter","Brett Porter",{"_path":955,"title":956,"description":957,"publishDate":958,"tags":959,"image":962,"_id":963,"author":964},"/bporter/2012-5/improtech","ImproTech Paris-New York 2012","Last week, I took a vacation day to attend one day of workshops at NYU as part of ImproTech 2012 Paris-New York That website descibes the event as:","2012-05-24",[960,961],"improvisation","music","/bporter/2012-5/img/affichemartin.jpg","content:bporter:2012-5:improtech.md",{"user":952,"name":953},{"_path":966,"title":967,"description":968,"publishDate":969,"tags":970,"_id":972,"author":973},"/bporter/2012-5/learntocode","Yes, Do Learn To Code!","My usual pre-work routine is to walk the dog (working at home, this is my counterpart to a commute), pour my first cup of coffee, and then curl up for a little while with Google Reader. I don't know if it's because I've selected feeds that are too closely aligned with my values and personal agenda, but it's really rare that I'll read a post that is just so wrong that it makes me angry. Jeff Atwood wrote a post like that: Please Don't Learn To Code","2012-05-15",[971],"learn-to-code","content:bporter:2012-5:learntocode.md",{"user":952,"name":953},{"_path":975,"title":976,"description":977,"publishDate":978,"tags":979,"image":983,"_id":984,"author":985},"/bporter/2012-6/dsl","Watch Your Language","Interesting to see a theme emerge in my Pinboard account this week -- lots of stuff about the idea of 'programming language'. I've spent the last few weeks preparing to dive back into a personal interactive music project that I've been working on sporadically since I was in graduate school. I had recently realized that the conceptual roadblock I hit before my last hiatus was something that I'd need to address by adding some sort of little programming language into the system. After following Martin Fowler's many blog posts over the years discussing domain specific languages, I finally broke down and bought his book on the topic. It's too early yet for me to have much concrete to say about the book, but I remember getting enough out of those blog posts to be confident that it will be worth the money and time to read.","2012-06-29",[980,981,982],"dsl","erlang","go","/bporter/2012-6/img/dsl.jpg","content:bporter:2012-6:dsl.md",{"user":952,"name":953},{"_path":987,"title":988,"description":989,"image":990,"publishDate":991,"tags":992,"_id":995,"author":996},"/bporter/2019-3/animator","Friz: A flexible animation controller for JUCE","As is often the case, I found myself working on a personal project and had some UI elements that really wanted to have some life to them on the screen.","/bporter/2019-3/img/animator.png","2019-03-01",[919,993,994],"ui","c++","content:bporter:2019-3:animator.md",{"user":952,"name":953},{"_path":998,"title":999,"description":1000,"image":1001,"publishDate":1002,"tags":1003,"_id":1006,"author":1007},"/bporter/2019-4/aesannounce","Art+Logic In the Real World","There are a few events coming up in the next few weeks where A+L will have people in attendance. If you're going to be there or nearby, please get in touch and we'll meet up.","/bporter/2019-4/img/aesLogo.jpg","2019-04-01",[1004,1005],"a+l","event","content:bporter:2019-4:aesAnnounce.md",{"user":952,"name":953},{"_path":1009,"title":1010,"description":1011,"image":1012,"publishDate":1013,"tags":1014,"_id":1015,"author":1016},"/bporter/2020-10/reanimated","Re-animated","Last year, I posted here about an animation control framework called 'Friz' that works within the JUCE Application Framework.","/bporter/2020-10/img/module.png","2020-10-01",[919,993,994],"content:bporter:2020-10:reanimated.md",{"user":952,"name":953},{"_path":1018,"title":1019,"description":1020,"image":1021,"publishDate":991,"tags":1022,"_id":1023,"author":1024},"/bstevens/2019-3","Coding the Impossible","As you can see on the Art+Logic website, our slogan is Coding the \"impossible.\"®","/bstevens/2019-3/img/impossible.png",[1004],"content:bstevens:2019-3:index.md",{"user":1025,"name":1026},"bstevens","Ben Stevens",{"_path":1028,"title":1029,"description":1030,"publishDate":1031,"tags":1032,"_id":1034,"author":1035},"/ckeefer/2013-1/misc","JS Hints & Shortcuts","During the course of any complex project (and even many simple ones), on the way to accomplish the actual goal, you're certain to encounter any number of small hurdles along the way - little problems which need to be resolved for the bigger picture to come into focus.","2013-09-01",[1033],"js","content:ckeefer:2013-1:misc.md",{"user":1036,"name":1037},"ckeefer","Christopher Keefer",{"_path":1039,"title":1040,"description":1041,"publishDate":1042,"tags":1043,"image":1048,"_id":1049,"author":1050},"/ckeefer/2013-2/xslt","XML and XSLT","Not terribly long ago, XML was the darling of the web. HTML4 was reformulated as XHTML 1.0, SOAP messages were XML, and let us not forget XMLHttpRequest.","2013-10-08",[1044,1045,1046,1047],"data-formats","xml","xsl","xslt","/ckeefer/2013-2/img/xslt-processing.png","content:ckeefer:2013-2:xslt.md",{"user":1036,"name":1037},{"_path":1052,"title":1053,"description":1054,"publishDate":1055,"tags":1056,"image":1059,"_id":1060,"author":1061},"/ckeefer/2013-3/ajax-upload","Ajax Upload Part I: Framed (and jQuery Deferred)","Inevitably, people want their files on the Internet. If your project is about cute cats, someone will task you with allowing users to upload photos of their cats, videos of their cats, long rambling audio clips in which they attempt to convince their cat to stop attacking the microphone, etcetera. If your project is about the nature and proclivities of mold, someone, somewhere will want to share detailed photographic evidence of their mold problem. The need to upload files is a given.","2013-03-20",[1033,1057,1058],"jquery","html5","/ckeefer/2013-3/img/upframe.jpg","content:ckeefer:2013-3:ajax-upload.md",{"user":1036,"name":1037},{"_path":1063,"title":1064,"description":1065,"publishDate":1066,"tags":1067,"_id":1069,"author":1070},"/ckeefer/2013-4/teaching-programming","Can (and Should) Everyone Learn to Program?","Fair warning: The following article is long, rambly, and contains no code. It does, however, contain some rumination on the idea that everyone can and should learn to program.","2013-12-03",[1068],"programming","content:ckeefer:2013-4:teaching-programming.md",{"user":1036,"name":1037},{"_path":1072,"title":1073,"description":1074,"publishDate":1075,"tags":1076,"image":1078,"_id":1079,"author":1080},"/ckeefer/2013-5/ajax-uploader","Ajax Upload XHR2, Take 2","It's a pleasure to be able to interact with files in the browser at long last, isn't it? Reading files in without needing to bounce them against the server first opens up a lot of possibilities - and getting progress from a chunked ajax upload is miles away from the indeterminate form uploads of days past.","2014-02-19",[1057,1033,1077],"xhr2","/ckeefer/2013-5/img/html5.jpg","content:ckeefer:2013-5:ajax-uploader.md",{"user":1036,"name":1037},{"_path":1082,"title":1083,"description":1084,"publishDate":1085,"tags":1086,"_id":1087,"author":1088},"/ckeefer/2013-07/anchors-hash","Anchors, Hash Sign, javascript:void(0)","So, you've got a link that, in reality, is just a click target for performing some javascript function. You want the appearance of a standard anchor link, but if it's not performing the intended function, should it really be an anchor? And if so, what should we fill that 'href' attribute in with?","2013-07-29",[1033],"content:ckeefer:2013-07:anchors-hash.md",{"user":1036,"name":1037},{"_path":1090,"title":1091,"description":1092,"publishDate":1093,"_id":1094,"author":1095},"/ckeefer/2013-07/static-vmware-host","Static Hosting with VMWare","Virtualization is one of the many benefits of the excess (metaphorical) horsepower available to us with modern hardware. Need to test against (Windows XP/7/8/NT || Fedora || Mint || Ubuntu || FreeBSD || MacOSX || etc)? Fire up the VM. Need a Linux environment for the packages your server relies on, but need to test in the iPad simulator? VM's to the rescue.","2013-07-26","content:ckeefer:2013-07:static-vmware-host.md",{"user":1036,"name":1037},{"_path":1097,"title":1098,"description":1099,"publishDate":1100,"tags":1101,"_id":1103,"author":1104},"/ckeefer/2013-08/fullproof-fulltext-search","Client-side Fulltext Searching with Fullproof","Recently, I was engaged in a genial argument with a friend of an older generation, each of us taking an opposing stance on some obscure trivia neither of us was entirely certain about - but which we were both ready to defend with all the wit and rhetoric at our disposal. When we had finally exhausted all attempts to make the other budge on the matter, we turned to an authoritative 3rd-party source to lay the matter to rest for us - a Google search.","2013-08-29",[1102,1047],"search","content:ckeefer:2013-08:fullproof-fulltext-search.md",{"user":1036,"name":1037},{"_path":1106,"title":1107,"description":1108,"publishDate":1109,"tags":1110,"_id":1111,"author":1112},"/ckeefer/2013-11/jquery-ajax-blobs","jQuery Ajax Blobs and Array Buffers","A big part of what makes jQuery a regular part of so many web projects is the clean interface it offers us for a number of sometimes messy built-in aspects of javascript. The most obvious is the DOM interface; and in second place, jquery ajax and its various shorthand methods. Abstracting away the difference between ActiveXObject and XMLHttpRequest is one of the most obvious benefits - but even if you don't need to worry about supporting old versions of IE, you might well enjoy the clean, object-based, promise-returning interface that jquery ajax offers.","2013-11-21",[1033,1057],"content:ckeefer:2013-11:jquery-ajax-blobs.md",{"user":1036,"name":1037},{"_path":1114,"title":1115,"description":1116,"publishDate":1117,"tags":1118,"_id":1120,"author":1121},"/ckeefer/2013-12/deploying-with-git","Deploying Websites with Git","Deploying your webapp is an important part of the web development equation - your client's site isn't going to attract a lot of attention sitting in your local dev directory. Deployment concerns tend to fall to the bottom of the priority list, though, and the end result tends to be kludgy, hastily thrown-together deployment scripts; and because they are so kludgy and, often, time consuming, when time crunches threaten, a developer may resort to making changes directly on the remote server that need to be (but sometimes never are) backported to the code living in your version control.","2013-12-23",[1119],"git","content:ckeefer:2013-12:deploying-with-git.md",{"user":1036,"name":1037},{"_path":1123,"title":1124,"description":1125,"publishDate":1126,"tags":1127,"image":1129,"_id":1130,"author":1131},"/ckeefer/2014-1/still-using-php","Still Using PHP?","Poor PHP. It's so lonely and unloved these days.","2014-01-29",[1128],"php","/ckeefer/2014-1/img/php.jpg","content:ckeefer:2014-1:still-using-php.md",{"user":1036,"name":1037},{"_path":1133,"title":1134,"description":1135,"publishDate":1136,"tags":1137,"image":1139,"_id":1140,"author":1141},"/ckeefer/2014-2/ajax-upload-2","Ajax Upload Part II: XHR2 (and FileReader)","So, the client has told you their users should be able to upload their drunken party pictures for all the internet to see. \"We want the very best experience possible,\" they tell you. \"Simple, seamless - maybe using that new html5 thing I've heard so much about.\"","2013-04-09",[1033,1138],"xmlhttprequest","/ckeefer/2014-2/img/html5.jpg","content:ckeefer:2014-2:ajax-upload-2.md",{"user":1036,"name":1037},{"_path":1143,"title":1144,"description":1145,"publishDate":1146,"tags":1147,"_id":1149,"author":1150},"/ckeefer/2014-3/customgmapsinfowindow","Custom Google Maps Info Windows","When it comes time to relate the ephemeral world of data to the physical world, Maps are key in both enterprise and consumer applications. Whatever else you might think of it, Google Maps tends to be the default option - certainly, its the only one I've ever had clients ask for by name.","2014-02-26",[1033,1148],"google-maps","content:ckeefer:2014-3:customgmapsinfowindow.md",{"user":1036,"name":1037},{"_path":1152,"title":1153,"description":1154,"publishDate":1155,"tags":1156,"_id":1158,"author":1159},"/ckeefer/2014-4/hidden-options","Hidden Options: A Workaround","Here's the situation: You've got a select. Maybe a whole bunch of selects, with a ton of options each (metric ton - let's keep our imaginary hyperbolic units straight here); and these are meant to be complex interactive elements, with options made visible or not as some programmatic condition dictates.","2014-04-23",[1157,1033,1057],"how-to","content:ckeefer:2014-4:hidden-options.md",{"user":1036,"name":1037},{"_path":1161,"title":1162,"description":1163,"publishDate":1164,"tags":1165,"_id":1166,"author":1167},"/ckeefer/2014-5/cgwin2","Custom Google Info Windows: Updated, Live","April 30, 2014 at 3:22 am Remy says:","2014-05-09",[1033,1148],"content:ckeefer:2014-5:cgwin2.md",{"user":1036,"name":1037},{"_path":1169,"title":1170,"description":1171,"publishDate":1172,"tags":1173,"image":1176,"_id":1177,"author":1178},"/ckeefer/2014-6/backbonesocketsync","Websockets for Backbone","Backbone's had some of its thunder stolen lately by trendier frameworks like Meteor and Angular; for good reason, in most cases, as without the prosthetic functionality offered by the likes of Marionette, Backbone's view handling (amongst a few other lacks and warts) is really just 'roughed in'.","2014-06-25",[1033,1174,1175],"websockets","backbone","/ckeefer/2014-6/img/WebsocketsPlusBackbone.png","content:ckeefer:2014-6:backbonesocketsync.md",{"user":1036,"name":1037},{"_path":1180,"title":1181,"description":1182,"publishDate":1183,"tags":1184,"_id":1185,"author":1186},"/ckeefer/2014-7/promises","It's a (jQuery-style) Promise","Way back when I brought up the topic of promises (particularly, jQuery Deferred), and I promised we would come back to the topic someday.","2014-10-16",[1033,1057],"content:ckeefer:2014-7:promises.md",{"user":1036,"name":1037},{"_path":1188,"title":1189,"description":1190,"publishDate":1191,"tags":1192,"_id":1193,"author":1194},"/ckeefer/2014-8/behold-views","Behold! (JavaScript Views)","JavaScript has the propensity to be very untidy - if you let it, it will sprawl all over the place. Hundreds of global variables scattered across dozens of files, messy half-measures towards object-orientation, mixed in seemingly at random with ungrouped functions - anyone who's had a client bring them a failed project from some other development team knows just how bad it can get.","2015-01-07",[1033],"content:ckeefer:2014-8:behold-views.md",{"user":1036,"name":1037},{"_path":1196,"title":1197,"description":1198,"publishDate":1199,"tags":1200,"image":1201,"_id":1202,"author":1203},"/ckeefer/2015-1/writeonce","Write Once, Debug Everywhere","It's pretty seldom that anyone mentions web pages these days, other than in historical reference to days long gone by (yes, a whole few years ago). Web sites, sure, but not if what is really wanted is to replace something that, not so long ago, would have been some native code for a smartphone (or a little further back still, a desktop computer). Generally speaking, the most common term tripping from client's lips these days is 'web applications' - or webapps, because who has time for spaces and proper spelling, amirite?","2015-02-02",[1033],"/ckeefer/2015-1/img/html5java.jpg","content:ckeefer:2015-1:writeonce.md",{"user":1036,"name":1037},{"_path":1205,"title":1206,"description":1207,"publishDate":1208,"tags":1209,"_id":1210,"author":1211},"/ckeefer/2015-2/js-frameworks","The What and Why of Javascript Frameworks","JavaScript has the propensity to be very untidy if you let it be. This isn't a problem unique to JavaScript, of course - many other languages suffer from a lack of native organization, especially for specific tasks.","2015-05-29",[1033],"content:ckeefer:2015-2:js-frameworks.md",{"user":1036,"name":1037},{"_path":1213,"title":1214,"description":1215,"publishDate":1216,"tags":1217,"_id":1220,"author":1221},"/ckeefer/2015-3/emailvalidation","Email Validation with Django and python-social-auth","When it comes to user accounts, the standard litmus test is email validation. Besides the immediate benefits - of offering us a straightforward unique identifier for users, and making it more difficult to automate creating a mass of accounts on our service - by requiring that each account have an email address and interact therewith to confirm the addresses validity, it also offers us the chance to associate a known-working email account with a user account. This is important for transactional emails such as password resets or for potential two-factor authentication use... and if you're a little less ethical, for sending marketing desirable and informative emails about interesting products and services.","2015-07-23",[1218,1219],"python","django","content:ckeefer:2015-3:EmailValidation.md",{"user":1036,"name":1037},{"_path":1223,"title":1224,"description":1225,"publishDate":1226,"tags":1227,"_id":1228,"author":1229},"/ckeefer/2015-5/file-reader-chunking","FileReader Chunking and Base64 DataURLs","In a hurry? You can now use our HUp jquery plugin to read files in a chunked fashion as data URLs. Hooray!","2015-12-15",[1033,1057],"content:ckeefer:2015-5:file-reader-chunking.md",{"user":1036,"name":1037},{"_path":1231,"title":1232,"description":1233,"publishDate":1234,"tags":1235,"_id":1236,"author":1237},"/ckeefer/2016-1/ajaxbinarycaching","Caching Binary Data With jQuery Ajax and IndexedDB","After long, grueling months (years? or does it only feel like years?), your web application nears completion. It is tightly coded, well documented, works across all modern browsers, and is well received by your beta testers. It's nearly time to go live, and a smile of pure relief plays upon your lips... and freezes into a rictus grin when your client turns to you, and asks, \"so, hey, can we speed up the dynamic cat pic loading? Especially when I close the browser and come back to it later. I think that's really key to the whole application.\"","2016-04-25",[1033,1057],"content:ckeefer:2016-1:ajaxBinaryCaching.md",{"user":1036,"name":1037},{"_path":1239,"title":1240,"description":1241,"publishDate":1242,"tags":1243,"_id":1244,"author":1245},"/ckeefer/2016-2/paymentprocessing","Payment Processing with Braintree","You've built the web application of the century, and the users have rightly flooded to it. Cat pictures for everyone!","2016-05-11",[1219,1033,1057,1218],"content:ckeefer:2016-2:paymentprocessing.md",{"user":1036,"name":1037},{"_path":1247,"title":1248,"description":1249,"publishDate":1250,"tags":1251,"_id":1252,"author":1253},"/ckeefer/2016-3/djangochannels1","Django Channels: From the Ground Up - Part 1","You stare mournfully into the mass of code you've inherited. At some point, it's clear, the requirements called for the server to push information to the client, because there's an unholy mix of Server-Side Events, long-polling, hidden iframes and even a Java applet in there, all supporting some level of long-term connectivity with the server. It's almost fascinating in its barely functional hideousness, and you would be inclined to leave well enough alone... except for the new feature specifications you've been assigned, which require the client to be able to send data back to the server in response to the received events, in as close to real-time as you can get.","2016-06-13",[1219,1218,1174],"content:ckeefer:2016-3:djangoChannels1.md",{"user":1036,"name":1037},{"_path":1255,"title":1256,"description":1257,"publishDate":1258,"tags":1259,"_id":1260,"author":1261},"/ckeefer/2016-4/djangochannels2","Django Channels: From the Ground Up - Part 2","Last time, we decided to embark on a brave new adventure and give our Django framework a big upgrade with the inclusion of Django Channels. We got just far enough to get the development server running, but while this may be an adequate start, it's better to develop against something like what we intend to deploy, right?","2016-06-15",[1219,1218,1174],"content:ckeefer:2016-4:djangochannels2.md",{"user":1036,"name":1037},{"_path":1263,"title":1264,"description":1265,"publishDate":1266,"tags":1267,"_id":1268,"author":1269},"/ckeefer/2016-6/gofetch1","Go Fetch! (JavaScript Fetch API)","Long ago, we briefly brushed upon the topic of what has made jQuery such a valuable part of the web developer's toolset for such a long time - namely, a cleaner interface for interacting with the DOM, and the $.ajax abstraction over XMLHttpRequest.","2016-10-03",[1033,1057,881],"content:ckeefer:2016-6:goFetch1.md",{"user":1036,"name":1037},{"_path":1271,"title":1272,"description":1273,"publishDate":1274,"tags":1275,"_id":1276,"author":1277},"/ckeefer/2016-7/gofetch2","Go Fetch 2! (JavaScript Fetch API)","Last time we discussed the Fetch API in general, taking a look at how it differed from the XMLHttpRequest API, and some of its advantages. Today, we're going to take a look at a little library that you can include in your projects today that offers you localStorage caching for the Fetch API.","2016-10-10",[1033,1057,881],"content:ckeefer:2016-7:goFetch2.md",{"user":1036,"name":1037},{"_path":1279,"title":1280,"description":1281,"publishDate":1282,"tags":1283,"_id":1286,"author":1287},"/ckeefer/2016-8/herokupdf","Generating PDFs: wkhtmltopdf & Heroku","So, it has come to this.","2016-12-21",[1284,1285,1218],"heroku","pdf","content:ckeefer:2016-8:HerokuPDF.md",{"user":1036,"name":1037},{"_path":1289,"title":1290,"description":1291,"publishDate":1292,"tags":1293,"_id":1294,"author":1295},"/ckeefer/2017-1/downloadingclientsidecontent","Downloading Client-side Generated Content","A young developer, new to the Tao of the client-side, comes to a Master of the way, and speaks thusly: \"Oh Master, our application nears completion; and lo, cat pics can be drawn upon, and captions fixated thereto, for the creation of humour and the bounteous enjoyment of our users.\"","2017-02-06",[1033],"content:ckeefer:2017-1:downloadingclientsidecontent.md",{"user":1036,"name":1037},{"_path":1297,"title":1298,"description":1299,"publishDate":1300,"tags":1301,"_id":1304,"author":1305},"/ckeefer/2017-2/morepwatoya-part1","More PWA to Ya! (Progressive Web Apps, Part 1)","It's project kickoff time, and you're having a conversation with your client about what form the application will take:","2017-02-01",[1302,1303,881],"pwa","mobile","content:ckeefer:2017-2:MorePWAToYa-Part1.md",{"user":1036,"name":1037},{"_path":1307,"title":1308,"description":1309,"tags":1310,"publishDate":1311,"_id":1312,"author":1313},"/ckeefer/2017-3/morepwatoya-part2","More PWA to Ya! (Progressive Web Apps, Part 2)","Last time, we got into the nitty gritty on how to make your web application into a Progressive Web Application (PWA to it's friends). I promised we'd dig even deeper this time, and show you how to make your web app a little more 'native' on Android - and how to deal with iOS Safari's special snowflake syndrome.",[1303,1302,881],"2017-03-01","content:ckeefer:2017-3:MorePWAToYa-Part2.md",{"user":1036,"name":1037},{"_path":1315,"title":1316,"description":1317,"image":1318,"publishDate":1319,"tags":1320,"_id":1322,"author":1323},"/ckeefer/2019-1/unlockingwebaudio","Unlocking Web Audio","\"It's going to be the coolest thing ever.\"","/ckeefer/2019-1/img/featured_image.jpg","2019-01-01",[1033,1321],"audio","content:ckeefer:2019-1:UnlockingWebAudio.md",{"user":1036,"name":1037},{"_path":1325,"title":1326,"description":1327,"publishDate":1328,"image":1329,"tags":1330,"_id":1332,"author":1333},"/ckeefer/2020-1/why-vue","Why Vue","Why choose Vue over any other front-end framework?","2020-01-01","/ckeefer/2020-1/img/vue-wall.jpg",[1033,1331],"vue","content:ckeefer:2020-1:Why Vue.md",{"user":1036,"name":1037},{"_path":1335,"title":1336,"description":1337,"tags":1338,"image":1341,"publishDate":1342,"_id":1343,"author":1344},"/ckeefer/2024-3/e2e_testing","E2E Testing: To What End?","Friend, can we agree that tests are a good idea? I won't scorn you for sometimes omitting them - time and budget constraints are what they are, and even the best intentioned of us sometimes have to just give our projects a lick and a promise. \"Proper test coverage soon\", you sweetly croon as you rock it to sleep, the knowledge that you're telling a dark, terrible lie twisting you up inside. Maybe you could just scrape enough budget together for some simple unit tests? Then, at least, you'd have \"tests\", right?",[902,901,1339,1340],"e2e","playwright","/ckeefer/2024-3/img/E2E_Testing_2024.png","2024-06-15","content:ckeefer:2024-3:e2e_testing.md",{"user":1036,"name":1037},{"_path":1346,"title":1347,"description":1348,"tags":1349,"image":1351,"publishDate":1352,"_id":1353,"author":1354},"/ckeefer/2024-7/vpubsub","Vue 3 Pub / Sub: All aboard the (event) bus","We like Vue at A+L. We think it's one of the best frontend frameworks, and a great choice pretty much anywhere you might otherwise be tempted to use React.",[1033,1331,1350],"pub/sub","/ckeefer/2024-7/img/event_bus.png","2024-08-15","content:ckeefer:2024-7:VPubSub.md",{"user":1036,"name":1037},{"_path":1356,"title":1357,"description":1358,"publishDate":1359,"tags":1360,"_id":1361,"author":1362},"/cmacksey/2012-5/php-musings","PHP Musings","Ran into an interesting, but thorough, rant the other day - PHP: A Fractal of Bad Design. The part that grabbed me the most was the analogy at the beginning, which was all too perfect:","2012-05-07",[1128],"content:cmacksey:2012-5:php-musings.md",{"user":1363,"name":1364},"cmacksey","Chris Macksey",{"_path":1366,"title":1367,"description":1368,"publishDate":1369,"image":1370,"author":1371,"tags":1372,"_id":1378},"/cperez/2026-06-17/xamarin-to-maui","Migrating a Xamarin Medical Application to .NET MAUI","A widely used medical reference application built with Xamarin had become increasingly difficult to maintain as platform support deadlines approached. The client needed to modernize the application before operating system changes and framework deprecations created larger compatibility risks.","2026-06-22","/cperez/2026-06-17/img/xamarin-to-maui.png",{"name":13,"user":14},[1373,1374,1375,1376,1377,1303],"legacy modernization","xamarin",".net","maui","app migration","content:cperez:2026-06-17:xamarin-to-maui.md",{"_path":1380,"title":1381,"description":1382,"publishDate":1383,"image":1384,"author":1385,"tags":1386,"_id":1389},"/cperez/2026-06-25/ai_makes_modernization_feasible","How AI-Assisted Legacy Modernization Reduces Cost, Risk, and Project Timelines","Many organizations know they need to modernize their legacy applications. They also know why they haven't.","2026-06-25","/cperez/2026-06-25/img/ai_makes_modernization_feasible.png",{"name":13,"user":14},[1373,1387,17,1388],"tech debt","legacy migration","content:cperez:2026-06-25:ai_makes_modernization_feasible.md",{"_path":1391,"title":1392,"description":1393,"publishDate":1394,"image":1395,"author":1396,"tags":1397,"_id":1402},"/cperez/2026-06-30/how-ceos-should-evaluate-ai-investments","How Should CEOs Evaluate AI Investments?","CEOs should evaluate AI investments by asking whether the investment improves a measurable business outcome, changes a real workflow, keeps humans appropriately involved, has a realistic path to production, and creates value that outweighs cost and risk.","2026-06-30","/cperez/2026-06-30/img/how-ceos-should-evaluate-ai-investments.jpg",{"name":13,"user":14},[1398,1399,1400,17,1401],"agentic ai","ai investment","humans in the loop","software development","content:cperez:2026-06-30:how-ceos-should-evaluate-ai-investments.md",{"_path":1404,"title":1405,"description":1406,"publishDate":1407,"image":1408,"author":1409,"tags":1410,"_id":1412},"/cperez/2026-07-02/hidden-costs-of-legacy-software","What Are the Hidden Costs of Legacy Software?","Legacy software is rarely “bad” software.","2026-07-02","/cperez/2026-07-02/img/hidden-costs-of-legacy-software.jpg",{"name":13,"user":14},[1373,1411],"legacy software","content:cperez:2026-07-02:hidden-costs-of-legacy-software.md",{"_path":1414,"title":1415,"description":1416,"publishDate":1417,"image":1418,"author":1419,"tags":1420,"_id":1423},"/cperez/2026-07-07/why-ai-projects-fail","Why Do Most AI Projects Fail?","AI projects rarely fail because the model was not powerful enough.","2026-07-07","/cperez/2026-07-07/img/why-ai-projects-fail.jpg",{"name":13,"user":14},[17,1421,1401,1422],"ethics","vibe coding","content:cperez:2026-07-07:why-ai-projects-fail.md",{"_path":1425,"title":1426,"description":1427,"publishDate":1428,"image":1429,"author":1430,"tags":1431,"_id":1435},"/cperez/2026-07-09/5-rs-application-modernization-legacy-software","Art+Logic’s 5 Rs of Application Modernization: How to Choose the Right Path for Legacy Software","Legacy software creates a strange kind of tension.","2026-07-09","/cperez/2026-07-09/img/5-rs-application-modernization-legacy-software.jpg",{"name":13,"user":14},[1432,1433,17,1434],"5-rs","legacy","application modernization","content:cperez:2026-07-09:5-rs-application-modernization-legacy-software.md",{"_path":1437,"title":1438,"description":1439,"publishDate":1440,"image":1441,"author":1442,"tags":1443,"_id":1445},"/cperez/2026-07-16/rebuild-vs-modernize-software-cfo-guide","Rebuild or Modernize? A Guide to Making the Right Software Investment","Every aging software system eventually reaches a financial decision point.","2026-07-16","/cperez/2026-07-16/img/rebuild-vs-modernize-software-cfo-guide.jpg",{"name":13,"user":14},[1444,1388,1387,1434,1411],"modernization","content:cperez:2026-07-16:rebuild-vs-modernize-software-cfo-guide.md",{"_path":1447,"title":1448,"description":1449,"publishDate":1450,"image":1451,"author":1452,"tags":1453,"_id":1458},"/cperez/2026-07-21/building-digital-health-platforms-beyond-samd","Beyond SaMD: Building a Digital Health Platform That Can Evolve","A medical application can work exactly as designed and still fall short of what the organization needs next.","2026-07-21","/cperez/2026-07-21/img/building-digital-health-platforms-beyond-samd.jpg",{"name":13,"user":14},[1454,1433,1444,1455,1456,1374,1457],"samd","biomedical","healthcare",".net maui","content:cperez:2026-07-21:building-digital-health-platforms-beyond-samd.md",{"_path":1460,"title":1461,"description":1462,"publishDate":1463,"image":1464,"author":1465,"tags":1466,"_id":1470},"/cperez/2026-07-23/why-ai-agents-need-software-developers","Beyond the Chatbot: Your AI Agent Is a Software Product, Not a Prompt","The AI-agent demo usually looks simple.","2026-07-23","/cperez/2026-07-23/img/why-ai-agents-need-software-developers.jpg",{"name":13,"user":14},[17,1400,1399,1467,1398,1468,931,1469],"chatbots","ai agents","ai development","content:cperez:2026-07-23:why-ai-agents-need-software-developers.md",{"_path":1472,"title":1473,"description":1474,"publishDate":1475,"image":1476,"author":1477,"tags":1478,"_id":1480},"/cperez/2026-07-28/ai-assisted-legacy-modernization-business-logic","AI-Assisted Legacy Modernization: How to Move Faster Without Losing the Business Logic","AI can translate your Legacy Code. Can it preserve what your business actually depends on?","2026-07-28","/cperez/2026-07-28/img/ai-assisted-legacy-modernization-business-logic.jpg",{"name":13,"user":14},[1373,1434,1479,1387],"code migration","content:cperez:2026-07-28:ai-assisted-legacy-modernization-business-logic.md",{"_path":1482,"title":1483,"description":1484,"publishDate":1485,"image":1486,"author":1487,"tags":1488,"_id":1489},"/cperez/2026-08-04/technical-debt-enterprise-value","Technical Debt and Enterprise Value: What Your Software Is Really Costing the Business","Technical debt rarely announces itself as a financial problem.","2026-08-04","/cperez/2026-08-04/img/technical-debt-enterprise-value.jpg",{"name":13,"user":14},[1387,1373,1388],"content:cperez:2026-08-04:technical-debt-enterprise-value.md",{"_path":1491,"title":1492,"description":1493,"publishDate":1494,"image":1495,"author":1496,"tags":1497,"_id":1500},"/cperez/2026-08-06/turnover-reveals-weak-software-architecture","Can Employee Turnover Reveal Weak Software Architecture?","When an engineer leaves, the initial plan usually feels manageable: someone else will step in, spend a few days getting up to speed, and keep the roadmap moving forward. However, this is often the moment when the questions begin. Suddenly, the team finds themselves wondering why changing a simple field breaks the reporting process, or which service is actually responsible for a specific calculation. They might encounter a dependency that everyone is afraid to touch or find that the application behaves unpredictably in production without any clear explanation.","2026-08-06","/cperez/2026-08-06/img/turnover-reveals-weak-software-architecture.png",{"name":13,"user":14},[1498,1373,1499],"engineering turnover","software architecture","content:cperez:2026-08-06:turnover-reveals-weak-software-architecture.md",{"_path":1502,"title":1503,"description":1504,"publishDate":1505,"image":1506,"author":1507,"tags":1508,"_id":1515},"/cperez/2026-08-11/ai-prototype-to-production-business-results","Your AI Prototype Is Finished. The Software Project Isn’t.","The demonstration went well. The application accepted a request, generated the right response, and completed a task that normally takes someone much longer, so everyone left the meeting impressed.","2026-08-11","/cperez/2026-08-11/img/ai-prototype-to-production-business-results.jpg",{"name":13,"user":14},[1509,1510,1511,1512,1513,1514],"ai software development","software rescue","vibe-coded application rescue","ai prototype development","ai application modernization","custom ai software development","content:cperez:2026-08-11:ai-prototype-to-production-business-results.md",{"_path":1517,"title":1518,"description":1519,"publishDate":1520,"image":1521,"author":1522,"tags":1523,"_id":1525},"/cperez/2026-08-18/legacy-software-holding-business-back","Is Your Legacy Software Holding the Business Back?","The software still works, which is usually the first argument for leaving it alone.","2026-08-18","/cperez/2026-08-18/img/legacy-software-holding-business-back.jpg",{"name":13,"user":14},[1373,17,1524,1388],"ai-assisted modernization","content:cperez:2026-08-18:legacy-software-holding-business-back.md",{"_path":1527,"title":1528,"description":1529,"publishDate":1530,"image":1531,"author":1532,"tags":1533,"_id":1535},"/cperez/2026-08-20/ai-code-review-verifying-generated-software","AI Can Write the Code. Who Verifies It?","AI Code Review: Who Verifies AI-Generated Software?","2026-08-20","/cperez/2026-08-20/img/ai-code-review-verifying-generated-software.jpg",{"name":13,"user":14},[1534,1509,1422,1400],"ai code review","content:cperez:2026-08-20:ai-code-review-verifying-generated-software.md",{"_path":5,"title":9,"description":10,"publishDate":6,"image":11,"author":1537,"tags":1538,"_id":868},{"name":13,"user":14},[16,17,18,19,20,21],{"_path":1540,"title":1541,"description":1542,"publishDate":1543,"image":1544,"author":1545,"tags":1546,"_id":1548},"/cperez/2026-09-01/what-happens-if-you-keep-running-xamarin-app","What Happens If We Keep Running a Xamarin App?","If your Xamarin app still works, it is reasonable to wonder why you need to migrate it at all.","2026-09-01","/cperez/2026-09-01/img/what-happens-if-you-keep-running-xamarin-app.jpg",{"name":13,"user":14},[1374,1373,1547],"technical debt","content:cperez:2026-09-01:what-happens-if-you-keep-running-xamarin-app.md",{"_path":1550,"title":1551,"description":1552,"publishDate":1553,"image":1554,"author":1555,"tags":1556,"_id":1557},"/cperez/2026-09-03/xamarin-to-dotnet-maui-migration-what-changes","Xamarin to .NET MAUI Migration: What Actually Has to Change?","If you have a Xamarin.Forms application that needs to move to .NET MAUI, the word migration can make the project sound like a complete rewrite.","2026-09-3","/cperez/2026-09-03/img/xamarin-to-dotnet-maui-migration-what-changes.jpg",{"name":13,"user":14},[1374,1457,1388,1373],"content:cperez:2026-09-03:xamarin-to-dotnet-maui-migration-what-changes.md",{"_path":1559,"title":1560,"description":1561,"publishDate":1562,"image":1563,"author":1564,"tags":1565,"_id":1567},"/cperez/2026-09-08/original-developers-gone-custom-software-takeover","The Original Developers Are Gone. What Happens to Your Custom Software Now?","The developers who built your custom software are gone. Maybe an internal team turned over, a longtime contractor retired, or the agency responsible for the application is no longer available. The software may still be running, but the people who understood its architecture, deployment process, hidden business rules, and accumulated quirks are no longer there to answer questions.","2026-09-08","/cperez/2026-09-08/img/original-developers-gone-custom-software-takeover.jpg",{"name":13,"user":14},[1373,17,1566,1411],"discovery","content:cperez:2026-09-08:original-developers-gone-custom-software-takeover.md",{"_path":1569,"title":1570,"description":1571,"publishDate":1572,"image":1573,"author":1574,"tags":1575,"_id":1579},"/cperez/2026-09-10/legacy-desktop-application-modernization-partner","How to Evaluate a Legacy Desktop Application Modernization Partner: 6 Factors for Mid-Market Teams","For mid-market product teams, legacy application modernization can be a hard to get right. Your desktop application may still run critical workflows, connect to specialized hardware, or encode years of business logic. But the technology underneath it is aging, dependencies are becoming harder to maintain, and every new feature takes more effort than it should.","2026-09-10","/cperez/2026-09-10/img/legacy-desktop-application-modernization-partner.jpg",{"name":13,"user":14},[1576,1577,1373,1578],"legacy desktop migration","ai-assisted migration","mid-market","content:cperez:2026-09-10:legacy-desktop-application-modernization-partner.md",{"_path":1581,"title":1582,"description":1583,"publishDate":1584,"tags":1585,"_id":1587,"author":1588},"/dpopowich/2021-07-30/data-collector","Asynchronous Python - A Real World Example","A dive into a real example of async Python usage.","2021-07-30",[1218,1157,1586],"async","content:dpopowich:2021-07-30:data-collector.md",{"user":1589,"name":1590},"dpopowich","Daniel Popowich",{"_path":1592,"title":1593,"description":1594,"tags":1595,"image":1597,"publishDate":1598,"_id":1599,"author":1600},"/dpopowich/2023-8/postgres-pubsub","Using PostgreSQL for Pub/Sub","A+L has been working on a Single Page Application (SPA) wherein our client's users take on the role of Staff Users (think: project managers) as they aid their Customer Users in using the application to complete a complex project.",[1596,1218,1586],"postgresql","/dpopowich/2023-8/img/psql_pub_sub.png","2024-04-15","content:dpopowich:2023-8:postgres-pubsub.md",{"user":1589,"name":1590},{"_path":1602,"title":1603,"description":1604,"tags":1605,"image":1608,"publishDate":1609,"_id":1610,"author":1611},"/ewahl/2025-05/escape_deployment_hell","Escape Deployment Hell: IaC, CDK, Ephemeral Environments, and the Pragmatic Path to Platform Power","Another Friday afternoon, another deployment fire. If this sounds familiar, you're not alone. On too many projects, the chasm between application code and infrastructure management breeds manual configuration nightmares, crippling complexity, and agonizingly slow development cycles. But what if your team could sidestep this chaos, focusing on building features instead of constantly battling deployment gremlins?",[1606,1607,1218],"devops","aws","/ewahl/2025-05/img/deployment_hell.png","2025-05-13","content:ewahl:2025-05:escape_deployment_hell.md",{"user":1612,"name":1613},"ewahl","Edward F. Wahl",{"_path":1615,"title":1616,"description":1617,"publishDate":1618,"image":1619,"tags":1620,"_id":1621,"author":1622},"/ewahl/2025-06/argued_with_ai","I Argued With an AI for 20 Minutes About Async Code — And I'm Surprisingly Happy","If you have ever spent twenty minutes debating an obscure AWS Lambda invocation pattern with an AI, you might question your life choices. But here I am: amused by the wasted time but ultimately happy with the outcome and understanding I gained.","2026-06-01","/ewahl/2025-06/img/argued_with_ai.png",[1606,1607,1218],"content:ewahl:2025-06:argued_with_ai.md",{"user":1612,"name":1613},{"_path":1624,"title":1625,"description":1626,"publishDate":1627,"image":1628,"author":1629,"tags":1630,"_id":1632},"/ewahl/2026-07/goodharts-law-ai-coding-agents","Why AI Coding Agents Still Need Human Experts","An AI coding agent quietly steered my protected test suite away from a money bug — the same failure mode that forced OpenAI to retire SWE-bench Verified. Goodhart's Law explains why, and why the demand for senior engineers goes up, not down, as agents improve.","2026-07-30","/ewahl/2026-07/img/goodharts-law-ai-coding-agents.jpg",{"name":1613,"user":1612},[17,1398,1631],"human in the loop","content:ewahl:2026-07:goodharts-law-ai-coding-agents.md",{"_path":1634,"title":1635,"description":1636,"publishDate":1637,"image":1638,"author":1639,"tags":1640,"_id":1644},"/ewahl/2026-08/ai-coding-agents-software-methodology","AI Agents Didn't Invent a New Way to Build Software. They Funded the Old One.","The right way to build software has been known since 1970, proven on flagship programs, and priced out of reach of everyone else ever since. This is the story of that fifty-year gap — what the theory prescribed, what real-world budgets actually permitted, and how AI coding agents are closing it: one old practice at a time.","2026-08-25","/ewahl/2026-08/img/ai-coding-agents-software-methodology.jpg",{"name":1613,"user":1612},[17,1398,1641,1400,1642,1643],"ai coding agents","spec-driven development","agile software development","content:ewahl:2026-08:ai-coding-agents-software-methodology.md",{"_path":1646,"title":1647,"description":1648,"tags":1649,"image":1650,"publishDate":1002,"_id":1651,"author":1652},"/jbagley/2019-4/makingspectrogramsinjuce","Making Spectrograms in JUCE","Art+Logic's Incubator project has made a lot of progress. In a previous post I mentioned that Dr. Scott Hawley's technique to classify audio involved converting audio to an image and using a Convolution Neural Network (CNN) to classify the audio based on this image. That image is a spectrogram. I'm going to go into some detail about what we do to create one, and why to the best of my ability.",[919,994,1321],"/jbagley/2019-4/img/Fortissimo_Trumpet_Ensemble_Matrix_Swells_61.wav-2048x1700.png","content:jbagley:2019-4:MakingSpectrogramsInJUCE.md",{"user":1653,"name":1654},"jbagley","Jason Bagley",{"_path":1656,"title":1657,"description":1658,"tags":1659,"image":1661,"publishDate":1662,"_id":1663,"author":1664},"/jbagley/2021-07/softwaresenescence","Legacy Vulnerabilities AKA Software Senescence","Does your business still have an XT computer in the back office because it's\nrunning that one version of some database software that your business depends\non? Yeah, we know there is. Most modern software doesn't work like that.",[1433,1660],"project-management","/jbagley/2021-07/img/old_software_to_new.jpg","2021-07-01","content:jbagley:2021-07:SoftwareSenescence.md",{"user":1653,"name":1654},{"_path":1666,"title":1667,"description":1668,"tags":1669,"image":1671,"publishDate":1672,"_id":1673,"author":1674},"/jbagley/2021-08-01/accuratetiming","Accurate Timing","In many tasks we need to do something at given intervals of time. The most obvious ways may not give you the best results.",[994,1670],"timing","/jbagley/2021-08-01/img/accurateTiming.jpg","2021-08-01","content:jbagley:2021-08-01:AccurateTiming.md",{"user":1653,"name":1654},{"_path":1676,"title":1677,"description":1678,"tags":1679,"image":1683,"publishDate":1684,"_id":1685,"author":1686},"/jbagley/2023-06-01/universal_ffmpeg_custom_builds","Building Universal FFmpeg Custom Binaries","I am using a very pared down set of FFMpeg features for a macOS project that I\nbuild into a custom library. I had a script set up to configure the build which\nworked fine on my Intel based MacBook Pro. Then I upgraded to an Apple Silicon\nMacBookPro and wanted to run natively, or at least see what happened when I\ndid. To build, FFMpeg uses autoconf which produces a makefile that then handles\nthe build.",[1680,1681,1682,917],"c","bash","ffmpeg","/jbagley/2023-06-01/img/header.png","2024-04-01","content:jbagley:2023-06-01:Universal_FFMPEG_custom_builds.md",{"user":1653,"name":1654},{"_path":1688,"title":1689,"description":1690,"publishDate":1691,"image":1692,"tags":1693,"_id":1697,"author":1698},"/jbagley/2025-08/a_developers_primer_on_apple_tracking_transparency","A Primer on Apple's App Tracking Transparency","If an app tracks user activity, Apple requires them to declare all information they collect as well as whether that data is linked or tracked. This includes collection by the app itself and any third parties the app uses. The app owner is responsible for knowing and correctly reporting privacy information for all components in the app.","2026-05-22","/jbagley/2025-08/img/apple_app_transparency.png",[1694,1695,916,1696],"app tracking transparency","att","macos","content:jbagley:2025-08:a_developers_primer_on_apple_tracking_transparency.md",{"user":1653,"name":1654},{"_path":1700,"title":1701,"description":1702,"tags":1703,"image":1707,"publishDate":1708,"_id":1709,"author":1710},"/jestep/2023-3/fastapi","FastAPI: A High-Performance Python Framework for Rapid Web Development","FastAPI is a modern and high-performance Python web framework designed specifically for building APIs and web applications quickly and efficiently. Developed by Sebastián Ramírez and first released in 2018, FastAPI has rapidly gained traction in the developer community thanks to its focus on providing key features for API and web app development with excellent performance.",[1218,1704,1219,1705,1706],"fastapi","flask","pyramid","/jestep/2023-3/img/header.png","2024-05-01","content:jestep:2023-3:fastapi.md",{"user":1711,"name":1712},"jestep","Jagger Estep",{"_path":1714,"title":1715,"description":1716,"publishDate":1717,"tags":1718,"image":1722,"_id":1723,"author":1724},"/nharrison/2012-07/core-data","Securing Your Core Data with Transformable Attributes","In order to store private data in an iOS Core Data database, there are several methods available for encryption, including:","2012-07-30",[1719,1720,916,931,1721],"core-data","encryption","objective-c","/nharrison/2012-07/img/superman.jpg","content:nharrison:2012-07:core-data.md",{"user":1725,"name":1726},"nharrison","Noah Harrison",{"_path":1728,"title":1729,"description":1730,"tags":1731,"publishDate":1736,"image":1737,"_id":1738,"author":1739},"/phendry/2019-3/restfromthebottomup","REST from the Bottom Up","The RESTful API has a funny place in the software development world: it's widely regarded as the best general-purpose pattern for building web application APIs, and yet it's also nebulous enough of a concept to cause endless disagreements within teams over exactly how to implement one.",[1732,1733,1734,1735],"rest","api","web","architecture","2019-10-01","/phendry/2019-3/img/feature_image.png","content:phendry:2019-3:RestFromTheBottomUp.md",{"user":1740,"name":1741},"phendry","Paul Hendry",{"_path":1743,"title":1744,"description":1745,"tags":1746,"publishDate":1662,"image":1747,"_id":1748,"author":1749},"/phendry/2021-06/smoothupgradestovue3","Smooth Upgrades to Vue 3","This post assumes basic familiarity with Vue.js v2.x.",[1033,1331,1157],"/phendry/2021-06/img/vue-transition.jpg","content:phendry:2021-06:SmoothUpgradesToVue3.md",{"user":1740,"name":1741},{"_path":1751,"title":1752,"description":1753,"image":1754,"tags":1755,"publishDate":1584,"_id":1756,"author":1757},"/phendry/2021-07-30/spotthevulndataranges","Spot the Vulnerability: Data Ranges and Untrusted Input","In 1997, a flaw was discovered in how Linux and Windows handled IP fragmentation, a Denial-of-Service vulnerability which allowed systems to be crashed remotely.","/phendry/2021-07-30/img/vulnerability.jpg",[931,881],"content:phendry:2021-07-30:SpotTheVulnDataRanges.md",{"user":1740,"name":1741},{"_path":1759,"title":1760,"description":1761,"tags":1762,"image":1763,"publishDate":1764,"_id":1765,"author":1766},"/phendry/2021-08-15/exploringdependenttypesinidris","Exploring Dependent Types in Idris","When I'm not coding the \"impossible\" at Art+Logic, I take a lot of interest in new programming technologies and paradigms; even if they're not yet viable for use in production, there can often be takeaways for improving your everyday code.",[1068],"/phendry/2021-08-15/img/dependent-types.jpg","2021-08-15","content:phendry:2021-08-15:ExploringDependentTypesInIdris.md",{"user":1740,"name":1741},{"_path":1768,"title":1769,"description":1770,"tags":1771,"image":1772,"publishDate":1773,"_id":1774,"author":1775},"/phendry/2021-10-30/spotthevulnloopsandtermconditions","Spot the Vulnerability: Loops and Terminating Conditions","In memory-unsafe languages like C, special care must be taken when copying untrusted data, particularly when copying it to another buffer. In this post, we'll spot and mitigate a past vulnerability in Linux's NTP daemon.",[931,881],"/phendry/2021-10-30/img/vulnerability-2.jpg","2021-10-30","content:phendry:2021-10-30:SpotTheVulnLoopsAndTermConditions.md",{"user":1740,"name":1741},{"_path":1777,"title":1778,"description":1779,"image":1780,"tags":1781,"publishDate":1782,"_id":1783,"author":1784},"/phendry/2022-07-21/migratingfromexpresstofastifypart1","Migrating from Express to Fastify, Part 1","Express.js has for years been the dominant lightweight Web framework for Node.js, but over time its development has stalled, with its latest major version (5.0) still in pre-release nearly eight years after its first alpha release. There's a lot to be said for this sort of stability in a foundational dependency for a project, but it's worth assessing whether the added features of competing frameworks are worth making a switch. In this article we'll be looking at Fastify in particular, to understand what it has to offer compared to Express and how difficult it is to migrate an existing Express project.","/phendry/2022-07-21/img/Migrating from Express to Fastify, Part 1.png",[1033,881],"2023-12-01","content:phendry:2022-07-21:MigratingFromExpressToFastifyPart1.md",{"user":1740,"name":1741},{"_path":1786,"title":1787,"description":1788,"image":1789,"tags":1790,"publishDate":1791,"_id":1792,"author":1793},"/phendry/2022-07-28/migratingfromexpresstofastifypart2","Migrating from Express to Fastify, Part 2","In Part 1, we looked at the features of the Fastify Node.js Web framework compared to Express.js. In Part 2, we'll work through migrating an example Express.js application to Fastify.","/phendry/2022-07-28/img/Migrating from Express to Fastify, Part 2.png",[1033,881],"2023-12-31","content:phendry:2022-07-28:MigratingFromExpressToFastifyPart2.md",{"user":1740,"name":1741},{"_path":1795,"title":1796,"description":1797,"tags":1798,"image":1799,"publishDate":1800,"_id":1801,"author":1802},"/phendry/2023-01-19/badcode","\"Bad\" Code (Or, Why Software Development is Hard)","Recently, the Dutch government open-sourced the iOS application for their \"DigiD\" authentication service. A tweet with a snippet of that source code, presumably making fun of it, blew up into a debate about whether mocking it is even justified. The amount of debate over such a simple snippet of code highlights, in my mind, just how tricky software development can be.",[931,881],"/phendry/2023-01-19/img/Bad Code.png","2024-01-15","content:phendry:2023-01-19:BadCode.md",{"user":1740,"name":1741},{"_path":1804,"title":1805,"description":1806,"image":1807,"publishDate":1808,"tags":1809,"_id":1810,"author":1811},"/phendry/2023-01-31/forgetaboutcodestyle","Forget About [Code] Style","Good code style, being highly subjective, is something often debated among developers. After all, we spend more time reading code than writing it, so it's worth making sure our code is styled to be as easy as possible to read and to understand. On the other hand, deciding upon and continuously enforcing a style is also time-consuming, and the benefits are near-impossible to quantify. Given that modern code formatting tools can fully automate the process, is it still worth fretting about style?","/phendry/2023-01-31/img/forget_style_header.png","2024-02-01",[1068],"content:phendry:2023-01-31:ForgetAboutCodeStyle.md",{"user":1740,"name":1741},{"_path":1813,"title":1814,"description":1815,"image":1816,"tags":1817,"publishDate":1818,"_id":1819,"author":1820},"/phendry/2023-04-02/semantichtml","Don't Give Up on Semantic HTML","Since the early days of the Web, there has been tension between the ideal of \"semantic HTML\" and the practical reality of designing complex page layouts, which often could not be achieved without inserting style concerns into the document. More recently, frameworks like Tailwind CSS have emerged which challenge the very idea that semantic HTML is an ideal to strive for, and which commit to thoroughly embedding style concerns into HTML documents. With modern CSS features however, semantic HTML is more achievable than ever, and I do think it remains a worthy goal.","/phendry/2023-04-02/img/Don't Give Up on Semantic HTML.png",[1068],"2024-03-01","content:phendry:2023-04-02:SemanticHtml.md",{"user":1740,"name":1741},{"_path":1822,"title":1823,"description":1824,"image":1825,"tags":1826,"publishDate":1827,"_id":1828,"author":1829},"/phendry/2023-05-16/doyouneedacsspreprocessor","Do You Need a CSS Preprocessor in 2023?","CSS preprocessors like Less, Sass and Stylus have long provided powerful features that vanilla CSS lacked: variables, nesting of rulesets, mixins, control flow constructs, etc. These days however, the feature gap is considerably narrower, and it's not so clear that the benefits of a preprocessor outweight the burdens of setting it up.","/phendry/2023-05-16/img/css_preprocessor_header.png",[1068],"2023-01-01","content:phendry:2023-05-16:DoYouNeedACSSPreprocessor.md",{"user":1740,"name":1741},{"_path":1831,"title":1832,"description":1833,"image":1834,"publishDate":1835,"tags":1836,"_id":1837,"author":1838},"/phendry/2023-07-28/dependencymanagement","Software Dependency Management: Best Practices","Leveraging third-party libraries and frameworks is essential in most modern software projects, and the projects we build at Art+Logic are no exception. The pressure on developers to rapidly deliver features is high, and there are so many commonalities in the details of each project (particularly in Web development) that a lot of development time can be saved by using well-designed libraries that handle the details.","/phendry/2023-07-28/img/dependency_header.png","2023-01-02",[1068],"content:phendry:2023-07-28:DependencyManagement.md",{"user":1740,"name":1741},{"_path":1840,"title":1841,"description":1842,"tags":1843,"publishDate":1846,"image":1847,"_id":1848,"author":1849},"/phendry/2023-11-06/frontendframeworksin2024","Frontend Frameworks in 2024: React, Svelte and Vue","Several years ago, Art+Logic settled on Vue.js as our preferred frontend Web framework. Now, in 2024, we feel it's time to revisit the frontend framework landscape to see how things have (or haven't) changed.",[1068,1844,1845,1331],"react","svelte","2024-05-15","/phendry/2023-11-06/img/frontend_frameworks_2024.png","content:phendry:2023-11-06:FrontendFrameworksIn2024.md",{"user":1740,"name":1741},{"_path":1851,"title":1852,"description":1853,"publishDate":1854,"tags":1855,"image":1858,"_id":1859,"author":1860},"/rbrubaker/2012-06/arduino-thermometer","Turn Your Mac into a Thermometer with Arduino","The topic of the Arduino came up around A&L's \"virtual water cooler\" last week. About a year and a half ago, I purchased a SparkFun Inventor's Kit for Arduino. The kit is a fun way for a hardware novice like me to get started and learn some basics. It comes with more than a dozen sample projects such as lighting LEDs, spinning a motor and generating audio.","2012-06-28",[1856,1857],"arduino","java","/rbrubaker/2012-06/img/arduino1.jpg","content:rbrubaker:2012-06:arduino-thermometer.md",{"user":1861,"name":1862},"rbrubaker","Ryan Brubaker",{"_path":1864,"title":1865,"description":1866,"publishDate":1867,"tags":1868,"_id":1871,"author":1872},"/rbrubaker/2012-06/coffe-backbone-1","Fun with CoffeeScript and Backbone.js : Part 1","CoffeeScript has been all the rage lately and I've been wanting to hop on board the bandwagon. I've also seen Backbone.js mentioned quite a bit and was even more intrigued after listening to this .NET Rocks podcast. I decided to convert some plain JavaScript code I had in a side project to use both CoffeeScript and Backbone.js and see how things went.","2012-06-06",[1869,1870,1058,881],"backbone-js","coffeescript","content:rbrubaker:2012-06:coffe-backbone-1.md",{"user":1861,"name":1862},{"_path":1874,"title":1875,"description":1876,"publishDate":1877,"tags":1878,"_id":1879,"author":1880},"/rbrubaker/2012-06/coffee-backbone-2","Fun with CoffeeScript and Backbone.js : Part 2","In this post I’ll discuss the code that handles updating the UI.","2012-06-07",[1869,1870,1058,881],"content:rbrubaker:2012-06:coffee-backbone-2.md",{"user":1861,"name":1862},{"_path":1882,"title":1883,"description":1884,"publishDate":1885,"tags":1886,"_id":1887,"author":1888},"/rbrubaker/2012-06/coffee-backbone-3","Fun with CoffeeScript and Backbone.js : Part 3","In this post I’ll discuss my thoughts on CoffeeScript and Backbone.js.","2012-06-08",[1869,1870,1058,881],"content:rbrubaker:2012-06:coffee-backbone-3.md",{"user":1861,"name":1862},{"_path":1890,"title":1891,"description":1892,"publishDate":1893,"tags":1894,"_id":1895,"author":1896},"/rbrubaker/2012-07/prototypal-js","Prototypal vs. Functional Inheritance in JavaScript","If you ever found JavaScript's prototypal inheritance confusing, do yourself a favor and open this article, open a JavaScript console and code each example in the article. You will definitely come away with a better understanding of how prototypal inheritance works in JavaScript.","2012-07-11",[1870,1033],"content:rbrubaker:2012-07:prototypal-js.md",{"user":1861,"name":1862},{"_path":1898,"title":1899,"description":1900,"publishDate":1901,"tags":1902,"_id":1903,"author":1904},"/rbrubaker/2012-07/whither-pm","Whither Project Management?","When I was first asked to manage a project at Art & Logic, I had my reservations. Did I really want to start down a career path that led to less development? Would my skills as a developer go stale? My first few projects as a manager were solo projects so I still had plenty of development work and fortunately, I found myself to be a pretty easy person to manage. As time went on I started managing larger projects and with them came the responsibility to manage other developers. To my surprise I found project management to be rewarding and dare I say, even fun. It's very satisfying to work with clients, helping them define their visions and seeing those visions come to life.","2012-07-25",[1660],"content:rbrubaker:2012-07:whither-pm.md",{"user":1861,"name":1862},{"_path":1906,"title":1907,"description":1908,"tags":1909,"image":1912,"publishDate":1002,"_id":1913,"author":1914},"/scharette/2019-4/discover_machine_learning","Discover Machine Learning","Computers have been around for less than 100 years.  In that short period of time, some incredible things have happened:  they've been universally adopted so quickly that we have them in our houses.  In our cars.  Even in our pockets.  In the last 40 years, there have been many significant events when it comes to computers:",[1910,1911,994],"machine-learning","neural-networks","/scharette/2019-4/img/discover_machine_learning.png","content:scharette:2019-4:discover_machine_learning.md",{"user":1915,"name":1916},"scharette","Stéphane Charette",{"_path":1918,"title":1919,"description":1920,"publishDate":1921,"image":1922,"tags":1923,"_id":1925,"author":1926},"/shuey/2012-05/baas","BaaS Offerings Continue to Grow","The makers of Simplenote recently introduced their Backend as a Service (BaaS) offering called Simperium that looks to compete in an increasingly crowded space with services like CloudMine, Kinvey, and Parse and to some extent with iCloud for iOS and OS X only apps. So just how crowded is this space? Back in February, Kinvey published their own map of the BaaS ecosystem that highlights different tiers of the ecosystem and various relationships between them.","2012-05-10","/shuey/2012-05/img/header.png",[1924],"baas","content:shuey:2012-05:baas.md",{"user":1927,"name":1928},"shuey","Steven Huey",{"_path":1930,"title":1931,"description":1932,"publishDate":1933,"tags":1934,"image":1936,"_id":1937,"author":1938},"/shuey/2012-05/cloud","Under the Sheets with iCloud and Core Data","Drew McCormack is writing a great series (Part 1, Part 2, Part 3) of posts about using iCloud for syncing Core Data managed data. It's harder than Apple lets on and Drew has done a great job of uncovering how this actually works.","2012-05-28",[917,1935],"icloud","/shuey/2012-05/img/icloud.jpg","content:shuey:2012-05:cloud.md",{"user":1927,"name":1928},{"_path":1940,"title":1941,"description":1942,"publishDate":1943,"tags":1944,"_id":1946,"author":1947},"/shuey/2012-05/economics-android","The Economics of Android","If you haven't already do yourself a favor and head over to asymco.com to catch Horace Deidu's multi-post series on \"The Economics of Android\". Horace and Dan Benjamin discuss the series during this week's Critical Path podcast as well. Horace is a former analyst for Nokia and has been writing Asymco for a few years now. His analysis of the mobile industry and Apple's place within it in particular has been featured in publications such as Bloomberg and Forbes.","2012-05-17",[1945],"android","content:shuey:2012-05:economics-android.md",{"user":1927,"name":1928},{"_path":1949,"title":1950,"description":1951,"publishDate":1359,"tags":1952,"_id":1955,"author":1956},"/shuey/2012-05/iot","The Internet of Things and Big Data","I've been following the developments in the \"Internet of Things\" and Big Data / Open Data markets as new apps and tools are released and they look to be two exciting technologies on a collision course. With the advent of internet connected home appliances like Wattvision and Nest that provide real utility to the average home owner at reasonable prices along with crowd funded projects like Air Quality Egg or Twine we should see an explosion in the kinds and amount of useful and real-time or near real-time data that is available to anyone with a smartphone. Health metric or \"quantitative self\" tracking devices such as Fitbit, Jawbone Up, and the Pebble watch will fuel this data explosion as well.",[1953,1954],"big-data","iot","content:shuey:2012-05:iot.md",{"user":1927,"name":1928},{"_path":1958,"title":1959,"description":1960,"publishDate":1961,"tags":1962,"image":1964,"_id":1965,"author":1966},"/shuey/2012-05/rubymotion","RubyMotion Brings Ruby to iOS","RubyMotion is a new development toolchain that allows you to build iOS apps using Ruby created by Laurent Sansonetti, a former Apple engineer and contributor to the MacRuby project. It has garnered a lot of attention the past few weeks and some detailed reviews have already been written:","2012-05-14",[916,1963],"ruby","/shuey/2012-05/img/logotype-icon.png","content:shuey:2012-05:rubymotion.md",{"user":1927,"name":1928},{"_path":1968,"title":1969,"description":1970,"publishDate":1971,"tags":1972,"image":1973,"_id":1974,"author":1975},"/shuey/2012-06/thoughts-ios6","A few thoughts on iOS 6","Apple made their session videos from WWDC 2012 available earlier this week in record time. It's nice to see since tickets for this years event sold out in under two hours. Apple has an iOS 6 Preview page touting some of the new features such as Siri's new abilities, tighter integration with Facebook, Photo Stream sharing, and things like iCloud tabs for Safari all of which look great.","2012-06-21",[917,916],"/shuey/2012-06/img/ios6.jpg","content:shuey:2012-06:thoughts-ios6.md",{"user":1927,"name":1928},{"_path":1977,"title":1978,"description":1979,"publishDate":1980,"tags":1981,"image":1983,"_id":1984,"author":1985},"/shuey/2012-07/mixer","A Simple Mixer Using AVFoundation","In iOS 4.0 Apple introduced the AV Foundation APIs that made working with audio and video media much easier than it had been in previous versions of iOS. Apple then brought these APIs to Mac OS X in OS X 10.7 \"Lion\". In this post I'll show how to use some of the APIs to create a simple four track mixer.","2012-07-02",[917,1982,916],"cocoa","/shuey/2012-07/img/mixer-screenshot.jpg","content:shuey:2012-07:mixer.md",{"user":1927,"name":1928},{"_path":1987,"title":1988,"description":1989,"publishDate":1990,"tags":1991,"image":1992,"_id":1993,"author":1994},"/shuey/2012-07/reset-button","The Reset Button","Horace Dediu of Asymco has been publishing some fantastic insights and analysis of the mobile market in the past few weeks. I linked to some of Dediu's analysis of the Economics of Android in an earlier post, and since then he's updated his work with the latest data and is studying RIM and Microsoft's efforts in the space as well.","2012-07-19",[1945,917,916],"/shuey/2012-07/img/kevin.jpg","content:shuey:2012-07:reset-button.md",{"user":1927,"name":1928},{"_path":1996,"title":1997,"description":1998,"publishDate":1999,"tags":2000,"image":2002,"_id":2003,"author":2004},"/tfarrel/2012-07","Looking at Steganography","With the help of one of my favorite news aggregators, I discovered this article on using JavaScript and the canvas element to hide information inside images. I've long been fascinated by steganography and this article and demonstration makes it even more accessible. If you can't be bothered to read the article, it describes a method of using the HTML5 File API and the canvas element to embed a message in images.","2012-07-24",[2001],"steganography","/tfarrel/2012-07/img/white.png","content:tfarrel:2012-07:index.md",{"user":2005,"name":2006},"tfarrel","Troy Farrel",1789027395705]