[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-rwx-raises-12m-as-ai-moves-the-coding-bottleneck-into-ci":45,"article-ads":218},{"data":4},[5,32,39],{"name":6,"slug":7,"categories":8},"Technology","tech",[9,12,16,20,24,28],{"id":10,"title":6,"slug":11},28,"technology",{"id":13,"title":14,"slug":15},37,"Creator Economy","creator-economy",{"id":17,"title":18,"slug":19},20,"Work","work",{"id":21,"title":22,"slug":23},22,"Finance","finance",{"id":25,"title":26,"slug":27},31,"YouTube Blog","youtube-blog",{"id":29,"title":30,"slug":31},21,"For newbies","for-newbies",{"name":33,"slug":34,"categories":35},"News","news",[36],{"id":37,"title":33,"slug":38},18,"quasanews",{"name":40,"slug":41,"categories":42},"Business","business",[43],{"id":44,"title":40,"slug":41},16,{"post":46,"published_news":76,"popular_news":131,"categories":209},{"title":47,"description":48,"meta_title":49,"meta_description":50,"meta_keywords":51,"text":52,"slug":53,"created_at":54,"publish_at":55,"first_published_at":55,"updated_at":54,"formatted_created_at":56,"category_id":29,"links":57,"view_type":62,"video_url":63,"views":64,"likes":65,"lang":66,"comments_count":65,"is_indexable":67,"response_status":63,"category":68,"translations":75},"RWX Raises $12M as AI Moves the Coding Bottleneck Into CI","RWX announced a $12 million Series A on August 4, 2026, as it argued that faster AI coding increases pressure on CI validation. The financing is confirmed; the broader thesis remains unproven.","RWX Raises $12M as AI Puts More Pressure on CI","RWX announced a $12M Series A on August 4, arguing that faster AI coding increases pressure on CI validation. The broader claim remains unproven.","RWX Series A, AI coding agents, agentic CI, CI/CD validation, Hyde Park Venture Partners, generated test flakiness, software development infrastructure","\u003Cp>\u003Ca href=\"https://www.rwx.com/blog/series-a\" target=\"_blank\" rel=\"nofollow noopener\">RWX’s August 4 funding post\u003C/a> says the company raised a $12 million Series A led by Hyde Park Venture Partners, with Quiet, The Ohio Fund, R1 and DV participating. The company ties the financing to its argument that coding agents can produce changes faster than conventional validation systems can test and prepare them for release.\u003C/p>\u003Cp>On August 5, \u003Ca href=\"https://www.axios.com/newsletters/axios-pro-rata-36b14bb8-ca85-4b58-9d69-204c8c77b561\" target=\"_blank\" rel=\"nofollow noopener\">Axios Pro Rata’s deal listing\u003C/a> independently recorded the $12 million Series A, the lead investor and the participating firms. It described RWX as a Columbus, Ohio-based software-development cloud platform and gave the investor names as Quiet Capital, The O.H.I.O. Fund, R1 Capital and Deora Ventures.\u003C/p>\u003Ch2>Why faster coding can shift the bottleneck into CI\u003C/h2>\u003Cp>The shift “into CI” is a claim about the proportion of time spent at each development stage, not evidence that every team’s pipeline has become slower. If an agent reduces the time required to write a change while compilation, tests, security checks and preview deployments take as long as before, validation occupies more of the interval between an instruction and a deployable result.\u003C/p>\u003Cp>Agents can also produce more candidate patches, creating more demand for test environments and pipeline runs. A system designed around occasional human pushes may therefore become a source of queueing and delayed feedback when an agent expects to revise code repeatedly within one working session.\u003C/p>\u003Cp>The mechanism is plausible, but the scale of the change has not been independently established. The funding materials provide no neutral industry benchmark measuring how agent adoption has affected pipeline volume, validation latency or end-to-end engineering throughput across representative organizations.\u003C/p>\u003Cp>That distinction separates the confirmed event from RWX’s commercial thesis. The financing and investors have independent corroboration; the assertion that validation has broadly replaced code writing as software engineering’s primary constraint remains a vendor claim.\u003C/p>\u003Ch2>The write-test-preview-deploy loop RWX is building for agents\u003C/h2>\u003Cp>RWX’s proposed workflow connects the agent’s immediate development checks with the larger CI pipeline. Code execution is not limited to a version-control webhook, so local changes can be evaluated before the agent commits them or pushes a branch.\u003C/p>\u003Cp>The loop has four stages:\u003C/p>\u003Col>\u003Cli>\u003Cstrong>Write:\u003C/strong> the coding agent modifies the project in its working environment.\u003C/li>\u003Cli>\u003Cstrong>Test:\u003C/strong> targeted checks run in a persistent sandbox, followed by the broader CI pipeline.\u003C/li>\u003Cli>\u003Cstrong>Preview:\u003C/strong> a validated web application becomes available for human inspection or integration testing.\u003C/li>\u003Cli>\u003Cstrong>Deploy or revise:\u003C/strong> a successful result advances toward release, while failures return actionable output for another iteration.\u003C/li>\u003C/ol>\u003Cp>Running this loop before a push can remove the delay caused by committing incomplete work solely to trigger remote infrastructure. Persistent sandboxes address repeated environment setup, graph-based task execution exposes work that can run concurrently, and content-based caching avoids recomputing tasks whose relevant inputs have not changed.\u003C/p>\u003Cp>These controls improve different parts of the cycle. Pre-push execution removes a version-control round trip; caching and concurrency target latency and compute use; preview applications expose a runnable result inside the same feedback loop. None of those controls, by itself, establishes that the underlying tests are meaningful or reliable.\u003C/p>\u003Ch2>Faster validation is not the same as correct validation\u003C/h2>\u003Cp>A shorter pipeline only helps if its result can be trusted. Reproducible environments and test isolation reduce unwanted variation, while meaningful assertions, security policies and human review address whether a passing change is actually acceptable. Caching and parallel execution primarily improve speed rather than correctness.\u003C/p>\u003Cp>Independent research gives developers a reason to keep those outcomes separate. A \u003Ca href=\"https://arxiv.org/abs/2601.08998\" target=\"_blank\" rel=\"nofollow noopener\">2026 ICSE-SEIP study of LLM-generated tests\u003C/a> used GPT-4o and Mistral-Large-Instruct-2407 to generate tests from more than 5,000 files for SAP HANA, DuckDB, MySQL and SQLite; generated tests showed a slightly higher proportion of flakiness than existing tests, and 72 of 115 manually inspected flaky generated tests, or 63%, relied on ordering that was not guaranteed.\u003C/p>\u003Cp>Both evaluated models also reproduced flakiness introduced through tests supplied in their prompt context. That finding matters for agent-driven development because existing test code can become both validation infrastructure and source material for newly generated tests.\u003C/p>\u003Cp>The study did not evaluate RWX, its runtime or its customers, so it cannot determine whether the platform improves or worsens test quality. It does show why running more tests faster is not equivalent to generating stable tests or detecting the right failures.\u003C/p>\u003Cp>Agent-driven development therefore places two demands on CI/CD at once. Infrastructure must return feedback quickly enough for repeated automated revisions, while the validation suite must resist nondeterminism, weak assertions and changes that merely silence a failing check without correcting the underlying behavior.\u003C/p>\u003Ch2>What the Series A does not establish\u003C/h2>\u003Cp>The available disclosures do not provide RWX’s valuation, revenue or a detailed allocation plan for the new capital. They also do not include an independently conducted comparison with other CI/CD platforms under equivalent agent-generated workloads.\u003C/p>\u003Cp>A useful evaluation would need to measure speed and reliability together: end-to-end latency for comparable changes, cache behavior during repeated revisions, failure reproducibility, flaky-test prevalence and the amount of human intervention required before release. Product demonstrations can illustrate how the workflow operates, but they cannot establish a market-wide performance advantage.\u003C/p>\u003Cp>As of August 9, the settled story is narrower than the headline’s broad technical implication. RWX has raised its Series A around a platform where agents can write, test, preview and revise code before pushing it; whether validation has become the dominant constraint across software development, and whether RWX can relieve it without weakening confidence, remains open to independent measurement.\u003C/p>\n\n\u003Cp>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"/media/the-hidden-dangers-of-ai-coding-agents-how-addiction-to-claude-code-and-beyond-could-claim-many-victims\">The Hidden Dangers of AI Coding Agents: How Addiction to Claude Code and Beyond Could Claim Many Victims\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"/media/mastering-ai-assisted-coding-boris-tane-s-disciplined-workflow-with-claude-code\">Mastering AI-Assisted Coding: Boris Tane's Disciplined Workflow with Claude Code\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"/media/claude-code-vs-openai-codex-what-published-coding-tests-actually-show\">Claude Code vs OpenAI Codex: What Published Coding Tests Actually Show\u003C/a>\u003C/li>\n\u003C/ul>","rwx-raises-12m-as-ai-moves-the-coding-bottleneck-into-ci","2026-08-09T13:22:56.000000Z","2026-08-13T22:00:00.000000Z","13.08.2026",{"image":58,"image_webp":59,"thumb":60,"thumb_webp":61},"https://cdn.quasa.io/images/news/dCauwLpepLJcoV0xa2d87LNyFjK9rwFJd3KDOFqp.jpg","https://cdn.quasa.io/images/news/dCauwLpepLJcoV0xa2d87LNyFjK9rwFJd3KDOFqp.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/dCauwLpepLJcoV0xa2d87LNyFjK9rwFJd3KDOFqp.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/dCauwLpepLJcoV0xa2d87LNyFjK9rwFJd3KDOFqp.webp","large",null,5,0,"en",true,{"id":29,"title":30,"slug":31,"meta_title":69,"meta_description":70,"meta_keywords":71,"show_on_homepage":72,"deleted_at":63,"created_at":73,"updated_at":74,"lang":66},"For Newbies: Business, Startups and AI Tools | QUASA","How to start a business, find early investment, choose a direction and use modern AI tools.","for newbies, start a business, investment, AI tools, startup 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an Audio Podcast on YouTube Without Re-uploading Every Episode","Connect an existing audio podcast feed to YouTube once, turn selected episodes into static-image videos and automate future uploads—without assuming every later feed edit will 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Check retention, impressions and clicks before changing the call to action.","end-screens-can-be-hidden-measure-clicks-before-blaming-the-button","2026-08-13T19:00:00.000000Z",{"title":26,"slug":27},{"image":113,"image_webp":114,"thumb":115,"thumb_webp":116},"https://cdn.quasa.io/images/news/QxLmBCc5Gb6cpxNUc7usXqHb3UYPkvy6LymDwWQ2.jpg","https://cdn.quasa.io/images/news/QxLmBCc5Gb6cpxNUc7usXqHb3UYPkvy6LymDwWQ2.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/QxLmBCc5Gb6cpxNUc7usXqHb3UYPkvy6LymDwWQ2.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/QxLmBCc5Gb6cpxNUc7usXqHb3UYPkvy6LymDwWQ2.webp",10,{"title":119,"description":120,"slug":121,"created_at":122,"publish_at":123,"first_published_at":123,"updated_at":122,"formatted_created_at":56,"category":124,"links":125,"view_type":62,"video_url":63,"views":130,"likes":65,"lang":66,"comments_count":65,"is_pinned":72},"YouTube Super Thanks Pays 70%—But Fees Come Out Before the Split","YouTube pays creators 70% of recognized Super Thanks revenue, not necessarily 70% of the displayed price. Applicable taxes and fees are deducted first.","youtube-super-thanks-pays-70-but-fees-come-out-before-the-split","2026-08-09T12:32:48.000000Z","2026-08-13T17:00:00.000000Z",{"title":26,"slug":27},{"image":126,"image_webp":127,"thumb":128,"thumb_webp":129},"https://cdn.quasa.io/images/news/oBy4kzxEk8YUIQYlSo1oDMZurOi3PcuPGDRRtHBR.jpg","https://cdn.quasa.io/images/news/oBy4kzxEk8YUIQYlSo1oDMZurOi3PcuPGDRRtHBR.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/oBy4kzxEk8YUIQYlSo1oDMZurOi3PcuPGDRRtHBR.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/oBy4kzxEk8YUIQYlSo1oDMZurOi3PcuPGDRRtHBR.webp",12,[132,148,161,179,194],{"title":133,"description":134,"slug":135,"created_at":136,"publish_at":137,"first_published_at":137,"updated_at":138,"formatted_created_at":139,"category":140,"links":141,"view_type":62,"video_url":63,"views":146,"likes":147,"lang":66,"comments_count":65,"is_pinned":72},"Advertising on QUASA","Quasa Media is part of the QUASA ecosystem, which drives more than 100,000 new customers to reputable brands every month.\nWe partner with businesses of all sizes to deliver highly targeted advertising that reaches motivated users across our platforms.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2026-05-15T14:33:02.000000Z","2026-08-14T00:47:59.000000Z","15.05.2026",{"title":33,"slug":38},{"image":142,"image_webp":143,"thumb":144,"thumb_webp":145},"https://cdn.quasa.io/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.jpg","https://cdn.quasa.io/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.webp",84844,43,{"title":149,"description":150,"slug":151,"created_at":152,"publish_at":153,"first_published_at":153,"updated_at":154,"formatted_created_at":155,"category":156,"links":157,"view_type":62,"video_url":63,"views":160,"likes":65,"lang":66,"comments_count":65,"is_pinned":72},"5 Things to Check When Choosing Commercial Fabrics for Upholstery","Commercial fabrics must be highly durable; they need to be exceptionally abrasion-resistant. 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However, this is far from the truth. Website surfing, or browsing websites for rewards, is an accessible way to earn money or cryptocurrency with just a computer or smartphone and an internet connection.One of the easiest methods to generate income in the digital space is through website surfing. The tasks involved are so simple that virtually anyone can participate, regardless of experience or technical expertise.In this article, we’ll introduce you to a platform where you can start earning money and cryptocurrency through website surfing: Quasa Rewards.","earning-money-through-website-surfing-a-simple-way-to-make-cryptocurrency","2025-09-26T10:51:12.000000Z","2025-12-11T10:51:12.000000Z","11.12.2025",{"id":37,"title":33,"slug":38,"meta_title":233,"meta_description":234,"meta_keywords":235,"show_on_homepage":67,"deleted_at":63,"created_at":236,"updated_at":74,"lang":66},"Technology, AI, Space and Robotics News | QUASA","Important technology, AI, space and robotics news from the US, Europe, China, India and the rest of the world.","technology news, AI news, space, robotics, technology companies","2021-08-09T19:09:44.000000Z",{"image":238,"image_webp":239,"thumb":240,"thumb_webp":241},"https://cdn.quasa.io/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.jpg","https://cdn.quasa.io/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.webp",9253,{"id":244,"order":65,"created_at":245,"expired_at":246,"news_id":247,"post":248},86,"2026-06-07T14:36:10.000000Z","2029-06-07 14:35:45",4545,{"id":247,"title":133,"description":134,"slug":135,"created_at":136,"publish_at":137,"formatted_created_at":139,"category":249,"links":250,"view_type":62,"video_url":63,"views":146,"likes":147,"lang":66,"comments_count":63},{"id":37,"title":33,"slug":38,"meta_title":233,"meta_description":234,"meta_keywords":235,"show_on_homepage":67,"deleted_at":63,"created_at":236,"updated_at":74,"lang":66},{"image":142,"image_webp":143,"thumb":144,"thumb_webp":145},{"id":252,"order":178,"created_at":253,"expired_at":254,"news_id":255,"post":256},92,"2026-06-07T15:05:49.000000Z","2033-06-07 15:05:26",13757,{"id":255,"title":257,"description":258,"slug":259,"created_at":260,"publish_at":261,"formatted_created_at":262,"category":263,"links":268,"view_type":175,"video_url":63,"views":273,"likes":90,"lang":66,"comments_count":63},"The State of Hybrid Freelance 2026: AI, Web3 and the Death of Traditional Work (Update June 2026)","New industry data from QUASA: How AI and Web3 are destroying traditional work in 2026. Download the full report.","report-2026","2026-02-02T08:38:20.000000Z","2026-07-04T15:26:00.000000Z","04.07.2026",{"id":17,"title":18,"slug":19,"meta_title":264,"meta_description":265,"meta_keywords":266,"show_on_homepage":72,"deleted_at":63,"created_at":267,"updated_at":74,"lang":66},"Remote Work, Freelancing and Careers | QUASA","Remote and hybrid work, freelancing, ways to earn, careers and labor-market changes around the world.","remote work, freelancing, earnings, hybrid work, careers","2021-09-03T20:21:41.000000Z",{"image":269,"image_webp":270,"thumb":271,"thumb_webp":272},"https://cdn.quasa.io/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.jpg","https://cdn.quasa.io/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.webp",7910,{"id":275,"order":276,"created_at":277,"expired_at":278,"news_id":279,"post":280},89,2,"2026-06-07T14:54:22.000000Z","2030-06-07 14:54:10",14533,{"id":279,"title":281,"description":282,"slug":283,"created_at":284,"publish_at":285,"formatted_created_at":286,"category":287,"links":288,"view_type":175,"video_url":63,"views":293,"likes":90,"lang":66,"comments_count":63},"Quasa Projects: The PPC Advertising Platform Powering the New Crypto Economy","The global PPC advertising market is more than 1,000 times larger than the old surfing niche — operating in the hundreds of billions of dollars.","quasa-projects-the-ppc-advertising-platform-powering-the-new-crypto-economy","2026-05-16T17:26:37.000000Z","2026-05-17T14:40:00.000000Z","17.05.2026",{"id":37,"title":33,"slug":38,"meta_title":233,"meta_description":234,"meta_keywords":235,"show_on_homepage":67,"deleted_at":63,"created_at":236,"updated_at":74,"lang":66},{"image":289,"image_webp":290,"thumb":291,"thumb_webp":292},"https://cdn.quasa.io/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.jpg","https://cdn.quasa.io/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.webp",6006,{"id":295,"order":90,"created_at":296,"expired_at":297,"news_id":298,"post":299},90,"2026-06-07T14:56:33.000000Z","2030-06-07 14:56:17",14531,{"id":298,"title":300,"description":301,"slug":302,"created_at":303,"publish_at":304,"formatted_created_at":286,"category":305,"links":306,"view_type":175,"video_url":63,"views":311,"likes":90,"lang":66,"comments_count":63},"Quasa Rewards: The World’s First and Only Crypto Platform for Earning by Surfing Websites","If you’re looking for the easiest and smartest way to start earning crypto online, Quasa Rewards is the clear choice.","quasa-rewards-the-world-s-first-and-only-crypto-platform-for-earning-by-surfing-websites","2026-05-16T16:17:13.000000Z","2026-05-17T14:01:00.000000Z",{"id":37,"title":33,"slug":38,"meta_title":233,"meta_description":234,"meta_keywords":235,"show_on_homepage":67,"deleted_at":63,"created_at":236,"updated_at":74,"lang":66},{"image":307,"image_webp":308,"thumb":309,"thumb_webp":310},"https://cdn.quasa.io/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.jpg","https://cdn.quasa.io/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.webp",1131,{"id":313,"order":90,"created_at":314,"expired_at":315,"news_id":298,"post":316},94,"2026-06-07T16:58:25.000000Z","2033-06-07 16:58:13",{"id":298,"title":300,"description":301,"slug":302,"created_at":303,"publish_at":304,"formatted_created_at":286,"category":317,"links":318,"view_type":175,"video_url":63,"views":311,"likes":90,"lang":66,"comments_count":63},{"id":37,"title":33,"slug":38,"meta_title":233,"meta_description":234,"meta_keywords":235,"show_on_homepage":67,"deleted_at":63,"created_at":236,"updated_at":74,"lang":66},{"image":307,"image_webp":308,"thumb":309,"thumb_webp":310}]