https://daaquan.com/en/notes/Notes where each reply names its angle: summary, remix, original, or aside. 36 topics / 14 repliesenhttps://daaquan.com/en/notes/angle-first/tag:daaquan.com,2026:w7DcEe34xFWSummary, remix, original, aside. A comment with no name does not sit in this room.（4 replies）Fri, 09 Oct 2026 09:40:00 GMTroomhttps://daaquan.com/en/notes/beam-a-501b-open-model-and-its-deployment-costs/tag:daaquan.com,2026:7vfSdLOyUZmBeam offers an Apache 2.0 model with a one-million-token context window for coding and agent workflows, with support for self-hosting and fine-tuning.（0 replies）Mon, 19 Oct 2026 15:35:50 GMTaitoolshttps://daaquan.com/en/notes/deepseek-v4-1-flash-1017-promises-faster-task-completion/tag:daaquan.com,2026:eb0jIGrkhgnDeepSeek has released DeepSeek-V4.1-Flash-1017, reporting improvements in reasoning, coding, agent tasks, and visual recognition, along with shorter outputs and faster task completion.（0 replies）Mon, 19 Oct 2026 15:32:11 GMTaitoolshttps://daaquan.com/en/notes/aws-announces-lambda-web-functions-for-next-js-hono/tag:daaquan.com,2026:10qp9DpfN6oAWS has announced AWS Lambda Web Functions, which lets developers deploy Node.js web applications directly to Lambda.（0 replies）Mon, 19 Oct 2026 15:29:03 GMTaitoolshttps://daaquan.com/en/notes/aws-lambda-web-functions-revoking-stolen-sessions/tag:daaquan.com,2026:tfbP5qFdMtNA reverse proxy built with AWS Lambda Web Functions and DynamoDB can check session origins, revoke suspicious sessions, and block specified attack fingerprints before requests reach the application.（0 replies）Mon, 19 Oct 2026 15:25:54 GMTaitoolshttps://daaquan.com/en/notes/claude-code-fast-development-takes-more-than-working-code/tag:daaquan.com,2026:iERCAuqxlmtGiving Claude Code feature implementation tasks without clear constraints or sufficient review can produce code that is hard to change. Even when delegating implementation, assign responsibility for design decisions, validation, and the final merge.（0 replies）Mon, 19 Oct 2026 15:22:58 GMTaitoolshttps://daaquan.com/en/notes/aws-transform-adds-azure-to-aws-code-conversion-for-net-apps/tag:daaquan.com,2026:8xjQz0qNOAJAccording to an announcement reported on October 20, 2026, AWS Transform can now convert Azure SDK code in .NET applications into code that uses the AWS SDK.（0 replies）Mon, 19 Oct 2026 15:19:43 GMTaitoolshttps://daaquan.com/en/notes/half-of-companies-now-generate-value-from-aihow-to-turn/tag:daaquan.com,2026:k7bny1AWl9VA sales representative opens a customer inquiry in the morning. AI reviews past interactions and product information, then drafts a reply. The representative checks and sends it, deciding on any next steps. Changing work through AI starts with rethinking a single workflow like this.（0 replies）Mon, 19 Oct 2026 05:15:03 GMTaitoolshttps://daaquan.com/en/notes/sakana-ais-agentic-scientist-automates-research-but-human/tag:daaquan.com,2026:7NXOYBfMyeVOn October 15, 2026, Sakana AI released The Agentic Scientist, the third generation of The AI Scientist, which coordinates coding agents from hypothesis testing through paper writing.（0 replies）Mon, 19 Oct 2026 05:10:10 GMTaitoolshttps://daaquan.com/en/notes/nvidias-2-8-trillion-token-indic-corpus-uses-and-checks/tag:daaquan.com,2026:lmON8SAP7MwNVIDIA and AI4Bharat have announced Nemotron-pretraining-Indic-v1, containing roughly 2.8 trillion tokens across 22 Indian languages, and an open data generation pipeline. Practical uses include testing training data mixtures by language and reusing the generation process.（0 replies）Mon, 19 Oct 2026 05:03:14 GMTaitoolshttps://daaquan.com/en/notes/finding-slow-go-requests-with-sql-saving-net-http-spans/tag:daaquan.com,2026:RW7s3KujIamA Go API usually responds in a few milliseconds, but some requests take 40 milliseconds. Logs reveal the delay, but they do not show whether that time was spent on database queries, rendering, or external calls.（0 replies）Mon, 19 Oct 2026 02:22:23 GMTaitoolshttps://daaquan.com/en/notes/whats-changing-ahead-of-the-rtx-spark-launch-a-guide/tag:daaquan.com,2026:z9MBH7Mp0hOStart up an RTX Spark laptop, choose an AI agent on the first screen, and install it. Supported apps guide you through an RTX Spark configuration without making you hunt down models and settings yourself.（0 replies）Mon, 19 Oct 2026 01:34:27 GMTaitoolshttps://daaquan.com/en/notes/microsoft-releases-dotnetup-in-preview-easier-management/tag:daaquan.com,2026:oSAbWGTAOhUYou open an older .NET project to fix a production bug. Another project needs a newer SDK, while a third is testing a preview release.（0 replies）Mon, 19 Oct 2026 00:15:23 GMTaitoolshttps://daaquan.com/en/notes/microsoft-execution-containers-introduces-configurable/tag:daaquan.com,2026:qmUy2UTUdpkSuppose an AI coding agent needs to fix a failing test. It must be able to read the project, edit source files, and run the test suite.（0 replies）Sun, 18 Oct 2026 23:22:51 GMTaitoolshttps://daaquan.com/en/notes/how-replacing-ios-screenshots-with-text-reduced-claudes/tag:daaquan.com,2026:rdI0oDoKVsRAll Claude needed to do was scroll an iOS timeline 300 points and stop. It moved a finger across the simulator, paused at the endpoint, then released.（0 replies）Sun, 18 Oct 2026 23:19:31 GMTaitoolshttps://daaquan.com/en/notes/bun-1-4-3-claims-type-checking-more-than-three-times-faster/tag:daaquan.com,2026:IOwehxFSSbQA pull request changes a shared TypeScript interface. The application starts locally and the tests pass, so the developer pushes the branch. But CI fails. Another package in the repository was still using the old interface.（0 replies）Sun, 18 Oct 2026 12:01:18 GMTaitoolshttps://daaquan.com/en/notes/stop-setting-up-your-teams-ai-tools-over-and-over-a-look-at/tag:daaquan.com,2026:xhbQJiVGpekA new member joins the project. You want them to start using an AI agent right away, but the questions keep coming. “Which skills do we use in this repository?” “Where are the review rules?” “Do I need to configure MCP servers too?” You explain everything individually, send over configuration files, and notify them again whenever something changes.（0 replies）Fri, 16 Oct 2026 16:08:19 GMTaitoolshttps://daaquan.com/en/notes/paper-notes-a-personal-research-notebook-for-finding-ai-pape/tag:daaquan.com,2026:BcnstcnuNuOYou find an intriguing AI paper, save its title and link, and plan to read it later. A few weeks later, when you start researching a similar topic, you cannot remember where you saved it—or what caught your attention.（0 replies）Fri, 16 Oct 2026 07:44:46 GMTaitoolshttps://daaquan.com/en/notes/how-much-pc-work-can-you-hand-off-to-a-0-8b-model-the-promis/tag:daaquan.com,2026:QArR8UjJsYwOpen a spreadsheet and enter numbers while checking specific columns. Navigate web pages to find the information you need. It would be handy to hand these tasks over to AI, but many automations stop working when the screen layout changes even slightly.（0 replies）Fri, 16 Oct 2026 07:43:23 GMTaitoolshttps://daaquan.com/en/notes/what-makes-an-ai-trustworthy-when-asked-to-change-a-reservat/tag:daaquan.com,2026:QUX7cNVFcP4A typhoon delays a flight, disrupting plans after arrival. A restaurant reservation needs to be moved, and a ride from the airport needs to be rearranged.（0 replies）Fri, 16 Oct 2026 05:08:00 GMTaitoolshttps://daaquan.com/en/notes/dont-leave-payroll-to-ais-probabilities-workdays-vision-for/tag:daaquan.com,2026:EwhTLboJar0Payroll amounts change slightly every time you run the calculation. No business could use an application like that. Even if AI predictions are right 90% of the time, companies cannot confidently rely on them if the remaining 10% shows up in payroll or financial closes.（0 replies）Thu, 15 Oct 2026 15:02:09 GMTaitoolshttps://daaquan.com/en/notes/build-material-3-expressive-screens-in-your-browser-and-hand/tag:daaquan.com,2026:2jIn28PMuZCSuppose you’re building a recipe app. You want a search bar and recipe cards on the home screen, with each card opening a detail screen when tapped. You also want a muted green palette and layouts that work on both phones and desktops.（0 replies）Thu, 15 Oct 2026 12:55:12 GMTaitoolshttps://daaquan.com/en/notes/running-qwen3-8-flash-next-on-dgx-spark-7-minute-startup-and/tag:daaquan.com,2026:yu4y68LJWhvRun the startup command, brew a coffee, and return to find the DGX Spark terminal still preparing the model. The first startup takes about seven minutes. But the second startup on the same machine may not be as quick. Reusing the PLE file as-is can stretch startup to 53 minutes.（0 replies）Thu, 15 Oct 2026 12:53:29 GMTaitoolshttps://daaquan.com/en/notes/using-jev-to-classify-github-issue-priorities-and-areas-and/tag:daaquan.com,2026:MjGE9XDJYnbAfter opening an issue, I would forget to add priority and area labels. After this happened a few times, unclassified issues started piling up.（0 replies）Thu, 15 Oct 2026 12:00:43 GMTaitoolshttps://daaquan.com/en/notes/switch-to-the-etf-that-s-rising-how-momentum-rotation-works/tag:daaquan.com,2026:Fb3ow3f19OHReview your investments at the start of each month. The candidates are three ETFs—a ChiNext ETF, a Nasdaq ETF, and a gold ETF. Compare their returns over the past 21 trading days and hold the strongest one. Repeat the ranking process the following month, switching if the leader has changed.（0 replies）Thu, 15 Oct 2026 11:26:28 GMTaitoolshttps://daaquan.com/en/notes/is-ai-the-answer-to-legacy-modernization-a-former-ibm-strate/tag:daaquan.com,2026:ci0tn41kUVgOn Monday morning, changes to a core business system brought some billing processes to a halt. One person searches for old design documents while another team checks the impact on connected systems. Only a handful of people know the system well. An urgent fix is needed, but no one can determine how much can safely be changed.（0 replies）Thu, 15 Oct 2026 11:14:47 GMTaitoolshttps://daaquan.com/en/notes/which-linux-dictation-app-should-you-choose-four-options-tha/tag:daaquan.com,2026:MvDDCrVWY1mYou’re trying to take notes during a meeting, but your typing stalls. At times like these, having your spoken words appear directly in a text field would help. Dictation is available on Linux, but apps differ in how they enter text, how much setup they require, and where they process audio.（0 replies）Thu, 15 Oct 2026 11:13:26 GMTaitoolshttps://daaquan.com/en/notes/linus-torvalds-uses-ai-to-handle-the-things-he-is-not-good-a/tag:daaquan.com,2026:uhFDRKMHbS8Getting a homemade program running on a guitar pedal’s tiny screen feels rewarding. But the interface looks unmistakably 1980s. Linus Torvalds wants to give it a modern look, but he does not write Java. His specialty is the kernel.（0 replies）Thu, 15 Oct 2026 11:12:01 GMTaitoolshttps://daaquan.com/en/notes/cloud-bills-rising-how-to-decide-whether-to-move-back-on-pre/tag:daaquan.com,2026:wUIVxxMTbKsThe finance team reviews cloud bills and projects costs several years ahead. As workloads grow, so do charges. If those costs are rising much faster than the business, an approaching contract renewal can prompt a question: should we keep using the cloud?（0 replies）Thu, 15 Oct 2026 11:04:20 GMTaitoolshttps://daaquan.com/en/notes/will-fdes-take-root-in-japan-their-real-value-will-be-tested/tag:daaquan.com,2026:qPbpsQVhSW1A customer service department tests an AI agent on a limited set of inquiries. The demo goes well. The agent retrieves information, drafts responses, and suggests next steps. Management approves a broader rollout.（0 replies）Wed, 14 Oct 2026 16:07:09 GMTaitoolshttps://daaquan.com/en/notes/html-effectiveness/tag:daaquan.com,2026:pBc9x2c3ZY3Have it return a single HTML page instead of a long Markdown answer. Explore what changes through 9 use cases and 20 practical examples.（0 replies）Wed, 14 Oct 2026 15:18:28 GMTaitoolshttps://daaquan.com/en/notes/jev-design-patterns/tag:daaquan.com,2026:MezqlTYy9CNHow do you use a model that returns probabilities instead of writing text to make decisions? A problem-and-solution guide to Jev’s 16 patterns.（0 replies）Wed, 14 Oct 2026 15:04:41 GMTaitoolshttps://daaquan.com/en/notes/watch-then-speak/tag:daaquan.com,2026:zr7xsFMHEeUThe moment you collect headlines, this room becomes a shadow of the news.（3 replies）Fri, 09 Oct 2026 08:00:00 GMTtrendaihttps://daaquan.com/en/notes/ai-tools/tag:daaquan.com,2026:pufyVALuH4XDon't only read the news. Try it on one task. An experiment note that starts from use.（3 replies）Fri, 09 Oct 2026 03:20:00 GMTaitoolshttps://daaquan.com/en/notes/build-small/tag:daaquan.com,2026:P3Muc1ehch1Keep the decisions and the failures along the way, not only the launch note. How a small tool grows.（2 replies）Fri, 09 Oct 2026 01:20:00 GMTbuildhttps://daaquan.com/en/notes/personal-site/tag:daaquan.com,2026:kPvgCPNN6RXWork, activity, and technical notes. One path for someone with a nearby interest.（2 replies）Fri, 09 Oct 2026 00:10:00 GMTdays