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Build Yourself Flowers

An edited keynote questioning whether ML engineering still matters in an era of LLMs, arguing that craft, mastery, and data sense remain essential. Through the metaphor of flower painters like Rachel Ruysch, the talk explains how sustained practice, mentorship, remixing, and careful data work yield quality systems. It details building Rijksearch, a two-tower semantic search over Rijksmuseum data using embeddings, Redis vector sets, and Go, with lessons on data collection, model choice, and architecture. AI helps but cannot replace deliberate practice; build yourself flowers.

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Show HN: DRM-Free Books

An article highlighting DRM-free books and authors, featuring synopses of three titles: a Maine police mystery; Timothy Zahn’s The Icarus Needle with Roarke and Selene pursuing Icari artifacts; and Kacey Ezell’s Blood on the Sand, where Aelys and her protectors face betrayal and a perilous city. It notes there are many more DRM-free authors, with download options (EPUB/PDF) on Amazon, TOR, and Baen. It also points to public-domain DRM-free sources such as Project Gutenberg and Standard Ebooks. Last modified June 28, 2026; © 2026 Andrew Oliver.

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I used Claude Code to get a second opinion on my MRI

An online post documents one person’s attempt to obtain a second opinion on a shoulder MRI using Opus 4.8 within Claude Code. The clinic diagnosed a Grade III partial-thickness tear of the subscapularis tendon and recommended aggressive treatment, but AI analysis of the MRI initially found the tendon intact. A later arbitration by Opus concluded mild insertional tendinosis with no discrete tear. The author reflects on the tension between AI-driven analysis and clinician judgment, questioning trust in AI yet hoping for future AI-enabled MRI reviews, and emphasizes it’s not medical advice.

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The Boeing 747 Begins Its Final Descent

Ian Bogost's The Atlantic essay surveys the Boeing 747's rise as a symbol of American invention and mass travel—and its decline into obsolescence. Through visits to Pinal Airpark's 747s and interviews with pilots and flight attendants, the piece traces the jet’s Jet Age glamour, its social interiors, and its role in global mobility and space exploration. Deregulation, fuel costs, and competition diminished its use to long-haul routes; now mostly retired or repurposed. The 747's retirement signals a waning of a distinctly American era, with future planes lacking its symbolic power.

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Reflections on Software Engineering in the Age of AI

AI now reliably writes code, shifting software work from deep implementation to prompting and editing, with seniors vetting AI output. The author compares coders to historical novelists: both rely on deep immersion and research, but AI frays the flow state, making work feel like a chore and dulling skills. Junior developers are displaced; knowledge pools (e.g., Stack Overflow) shrink as bots answer questions. Complex, legally nuanced systems still require human understanding beyond AI. Long-term costs loom; preserve time for creativity, writing, and the mind's imagination.

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Tokenmaxxing is dead, long live Tokenmaxxing

Executives intentionally pushed tokenmaxxing to accelerate AI adoption, but rising costs and limited returns cooled the trend. Now a new regime—compounding correctness—suggests more token spend yields better results, driving agents to run 24/7 in loops and reviving token consumption. Open-model platforms and cheaper models threaten the dominance of mega-labs, while two forms of spending—on developers and on pipelines—are shifting toward generalist platforms. The result may be a 'software factory' where token budgets grow, aided by Mythos access, governance tinkering, and new hardware like OpenAI’s Jalapeño chip.

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Examining circuit boards from the Space Shuttle's I/O Processor

Overview of Space Shuttle I/O Processor (IOP): two 'pages' per IOP: MIA interface page and PROM page. It connected to 24 of 28 data-bus networks across the Shuttle, with six MIA cards providing 24 network ports. The IOP was a barrel processor executing 25 virtual BCEs and an MSC on a single physical processor, using microcode stored in fusible PROM across two pages. The MIA converts Manchester-encoded network signals to/from digital data; a large IBM hybrid module handles analog front-end and transformers provide isolation. IBM later merged CPU and IOP into the AP-101S; the IOP illustrates early parallel/multi-threaded avionics.

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Working around dragons with the Lemote Yeeloong laptop and OpenBSD

An in-depth hands-on exploration of the Lemote Yeeloong laptop (Loongson-2F) and its Libre software ecosystem. The author recounts the machine's hardware lineage (Godson/Loongson) and the PMON boot monitor, opens the device, and documents booting Linux and, later, installing OpenBSD via an ext2/SD-card workflow, including OpenBSD 7.8/7.9, kernel build issues, and BTB bugs. They replace the boot flow with PMON, boot OpenBSD from SD and copy kernel to internal SSD, configure a Belkin USB Wi-Fi dongle to net install, and attempt a browser build (NetSurf, then Dillo) on mips64el. Despite rough performance, the Yeeloong proves a valuable, educational open-source platform.

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Daisugi the Japanese Technique of Trees Out of Trees, Making Exact Straight Wood (2020)

Open Culture describes daisugi, a 600-year-old Japanese technique that grows new trees on the branches/trunk of existing ones—essentially a giant bonsai—to yield straight, round timbers (taruki) for roof beams in Kyoto’s teahouses. Developed in the 15th century amid seedling and land shortages, it aimed to prevent deforestation while producing highly straight, typhoon‑resistant timber. Proponents claim the wood is about 140% more flexible and 200% denser/strong than standard cedar, making it ideal for rafters. The method helped fuel sukiya-zukuri architecture and remains a notable example of sustainable timber practices.

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Designing a Personal Pebble Watchface

Jonas Hietala describes designing a personal Pebble Time 2 watchface to aid ADHD-like symptoms and daily task management. He prototypes features to visualize a day: calendar overview, non-uniform event wedges, moving events toward “now” at 12 o’clock, countdown timers, a work timer with warm‑up, and alarms requiring steps to dismiss, plus different alarm types. He favors a comic-book style, prototypes with Claude for rapid iteration, and integrates a next-task display (Todoist) with edge markers for alarms, reminders, and sunrise/sunset. He notes openness to copying ideas and roughly two weeks of battery life without HR monitoring.

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Show HN: Zanagrams

Promotional header for Zanagrams, a free daily word puzzle, announcing its first edition.

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Does Your Paper Really Suck?

Critiques QED Score, an AI-based single-number measure of paper quality from QED Science. While faster than traditional peer review, the validation is weak and biased. Three case studies fail: Case 1 lacks data/methods transparency; Case 2 has inconsistent field correlations; Case 3 relies on uncontrolled variation. The score shows clear geographic bias, with African and South American leadership underrepresented in the top 1%. A sanity check on the white paper itself revealed concerns. Conclusion: the evidence does not support QED as a reliable, less biased quality measure; transparent, independent validation is needed.

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Michigan bill would bar employers from requiring after-hours coms with workers

A Michigan bill, Senate Bill 948 (Workplace Employee Boundaries Act), would curb after-hours employer contact by prohibiting access or responses to work matters outside assigned hours, unless compensated or within set availability windows. Emergency state/federal messages would be allowed. Violations could be reported to the Department of Labor and Economic Opportunity, with possible fines or overtime pay. The bill, introduced by Sen. Erika Geiss, is before the Labor Committee.

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California legislature agrees to upload driver's licenses to national database

California’s legislature agreed to fund and revise state law to upload information from all driver’s licenses and IDs to the SPEXS national ID database operated by AAMVA. The budget deal with Gov. Newsom and DHS pressure includes guardrails intended to protect data, but the author calls them a sham. Once transferred, DHS or other law enforcement could obtain it via court order, possibly with gag orders, leaving Californians unaware and unable to challenge. Data could be misused, especially against immigrant and transgender residents. REAL-ID compliance is optional; California could resist to defend travel rights.

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Google limits Meta's use of its Gemini AI models

Could not summarize article.

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EU to legislate about Chat Control behind closed doors

Civil liberties activist Patrick Breyer warns of a "double threat" to private communications as EU leaders push renewed Chat Control: EP President Metsola allegedly seeks to resurrect Chat Control 1.0 despite Parliament’s rejection, while the Council/Parliament advance a permanent 2.0 trilogue with mass, warrantless scanning and end to anonymous messaging. In response, fightchatcontrol.eu is relaunched to mobilize citizens to contact EU officials. Breyer argues effective child protection exists with targeted, privacy-respecting measures and calls for democratic safeguards.

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5k Restaurant Menus, Years 1880-1920

Could not summarize article.

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Do Babies Dream of Baby Sheep?

The author uses a personal story about infantile amnesia—triggered by a talk with his wife about early memories—to explore how memory before age 3-4 is unreliable or absent. He recalls vivid fragments from around 6-8 months, including crawling on cold tiles, playing with fridge cables, milk switched from plastic to glass, and a nightmare after being moved from his crib. Questioning their truth, he verifies details with his mother and reflects on how emotionally charged experiences may anchor memories even if overall recall remains shaky.

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Flock cameras track more than your license plate, and they're spreading fast

Automated license plate readers from Flock Security are proliferating across the U.S., but they do far more than read plates: their AI-enabled cameras can search for people and objects, potentially tracking innocent individuals. The system is deployed via local governments and has expanded to a nationwide network; ICE and other federal agencies can access through data-sharing arrangements. Security researchers have found serious vulnerabilities, and there have been numerous misuse cases by police, including stalking ex-partners and spying on civilians. Cities struggle to exit contracts; backlash has spurred some cancellations.

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EU Open Sources Ten-Year Network Development Planning Tools

Open-TYNDP, a collaboration between Open Energy Transition (OET) and ENTSO-E, provides an open-source workflow to interface Open Energy System Planning with ENTSO-E models and contribute to the Ten-Year Network Development Plan (TYNDP). Built as a soft-fork of PyPSA-Eur, it aims to replicate key TYNDP 2024 figures, support scenario building and cost-benefit analysis, and promote transparency and stakeholder participation. It supports open data, data interoperability, and dynamic visualizations, with ongoing development toward the 2026 cycle. MIT license and invites contributions.

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