AI Boom Buys Up 2027 Memory!

Framework discloses data breach via Metabase 0-day

Key Points

• Framework said a Metabase Cloud 0-day led to unauthorized access to customer contact and address data.
• Metabase stated the vulnerability affected versions 1.58 and above and that it had blocked attack endpoints and patched the issue.
• Framework rotated database credentials and said no order, payment, or non-Metabase systems were affected.

Reverse Jevons Paradox

Key Points

• The article defines Jevons paradox as lower cost driving higher total resource use and spending.
• It applies the idea to software workflows, where faster builds and tests enable more frequent execution.
• It proposes a reverse version in which procedural overhead makes small code changes uneconomic and stops them entirely.

What Is a Product?

Key Points

• AI makes it easy to generate software demos, clones, and prototypes quickly.
• The article argues that most AI-generated examples online are not real products.
• It defines a real product by users, market demand, and problem-solving value.

Show HN: A free mini game that makes you a smarter fly fisherperson

Key Points

• The game models 10 real New England river reaches and uses simulated current to teach trout-holding logic.
• It includes 17 flies, 10 hatch situations, and reference notes to support learning.
• The article emphasizes legal compliance, river-condition checks, and avoiding trout fishing above 68°F.

Parsers don't have to be complicated

Key Points

• `bx::Scanner` is presented as a middle ground between parser generators and hand-written ad-hoc parsers.
• The scanner is designed around zero-copy `StringView` results, explicit cursor movement, and built-in line and column tracking.
• The article gives `LineReader` as an example helper that handles `\n`, `\r\n`, and malformed trailing `\r`.

Artificial Intelligence used to design new viruses

Key Points

• Stanford researchers used AI to design complete genomes for new bacteriophage viruses, with 16 functioning successfully in the lab.
• The AI systems, Evo1 and Evo2, were trained on genetic sequences and refined to generate phages that target bacteria such as E. coli.
• The article highlights both therapeutic potential for antibiotic-resistant infections and warnings about biosafety and biosecurity risks.

I won't read LLM authored fiction

Key Points

• The article links regular fiction reading to improved freshness in the author’s own writing.
• It argues that fiction exposes readers to distinctive human stylistic patterns that can reshape their language.
• It rejects mostly LLM-written fiction on the grounds that LLM prose is statistically average rather than individually human.

All memory manufactured in 2027 has been sold out

Key Points

• A reported Digitimes claim says 2027 DRAM and HBM output from Samsung, SK Hynix, and Micron has already been booked.
• Long-term supply agreements are described as a major reason memory may remain scarce and expensive.
• The article says rising memory and NAND costs are already showing up in SSD and hardware prices.

Interviewing Engineers in the AI Era: Lessons from a Year of Rebuilding

Key Points

• Coinbase says AI-generated code grew from 5.7% to over 50% of merged code during 2025 while maintaining human review.
• The company says engineering work now centers more on directing AI, reviewing outputs, and making architectural and risk judgments.
• An internal hiring analysis found redundancy in the interview loop, prompting a redesign to assess AI-era engineering skills.

US strikes $1.2B deal to pay German firm to halt offshore wind projects

Key Points

• RWE will abandon US offshore wind projects under a $1.2bn agreement with the Department of the Interior.
• The company will give up leases off California, Louisiana, and the New York Bight and redirect funds into gas and LNG projects.
• The article describes the deal as part of a broader Trump administration campaign to halt offshore wind and boost fossil fuel development.

The BBC Tetris Companion

Key Points

• The article introduces Bridgetris, a Tetris-like homebrew project for the BBC Bridge Companion.
• It explains the BBC Bridge Companion’s history, price, cartridge library, and original bridge-teaching purpose.
• It highlights the console’s Z80-based hardware and TI video chip as the technical basis for new retro game development.

The Gargantuan Lie That Is Collapsing the Climate

Key Points

• The article says the belief that there is still more time to address climate change is a central public deception.
• It compares climate messaging to earlier large-scale falsehoods tied to the mortgage crisis, Iraq War, and opioid claims.
• It argues that institutions worldwide have helped normalize this climate-related narrative.

Show HN: Certo – An open source platform to deliver Open Badges

Key Points

• Certo is an open-source digital credentials platform built around Open Badges 3.0 and W3C Verifiable Credentials.
• It supports template creation, individual and bulk issuance, recipient dashboards, public verification, and LinkedIn sharing.
• Its architecture includes a Strapi 5.x TypeScript backend with modules for achievements, credentials, profiles, evidence, endorsements, and revocation lists.

Generative "AI": The Guitar Hero of Creativity

Key Points

• The article argues that using generative AI is not equivalent to learning an artistic craft.
• Guitar Hero is presented as an example of a skillful but non-transferable system-specific activity.
• The article says generative AI outputs are shaped by model makers and trained on largely uncompensated creative work.

TypeStax: A type scale generator with vintage audio hardware interface

Key Points

• TypeStax is a typography tool for generating and previewing type scales.
• The interface includes controls for font pairing, spacing, scale, colors, and per-element overrides.
• The example configuration outputs a complete text hierarchy in rem and pixel values, with separate mobile settings available.

Bulldozers Plow Through Big Bend National Park, Sparking Fury in Texas

Key Points

• Bulldozers and site clearing were reported in and around Big Bend National Park as part of a broader federal border security project.
• Critics, including environmental groups and local officials, say the project could harm ecosystems and that alternative security measures are available.
• CBP said early construction is underway regionally, but not yet on the segment within Big Bend National Park, and said no 30-foot barriers are planned in several protected areas.

DOGE overstated savings, government watchdog says

Key Points

• The GAO said DOGE overstated savings and used unsupported or opaque calculations.
• DOGE claimed savings from a $1.7 billion contract that was never terminated.
• Auditors said DOGE’s data quality and transparency problems limit the usefulness of its records.

U.S. economy lost 23,000 jobs in July, a sudden reversal

Key Points

• July payrolls fell by 23,000, missing expectations for an 83,000-job increase.
• May and June payrolls were revised down by a combined 103,000 jobs.
• Wage growth lagged inflation, while labor force participation fell to its lowest level since February 2021.

The web server deployment model breaks at hobby scale

Key Points

• Self-hosted web apps must accommodate many deployment environments, limiting infrastructure optimizations.
• Static file offloading to reverse proxies is efficient in theory but difficult to rely on universally at hobby scale.
• Caching unauthenticated responses is possible with headers and middleware, but tool limitations and configuration errors reduce real-world gains.

How to Generate a TLSA Record and Fix the 3 1 1 Mismatch

Key Points

• The article identifies 3 1 1 as the primary recommended TLSA format for SMTP DANE deployments.
• It provides OpenSSL commands to generate the TLSA hash from a certificate’s public key.
• It warns that hashing the whole certificate with selector 0 causes TLSA mismatches after certificate renewal.

Kitesurf: Agent-first browser that runs in V8 isolates

Key Points

• Cloudflare launched Kitesurf, an agent-first browser running on Workers and available in beta through Browser Run.
• The company says Kitesurf was built because AI agents need a lighter browser than Chromium for automation tasks.
• Cloudflare claims Kitesurf uses significantly less CPU and memory than Chromium for screenshots and HTML extraction.

Radical Study Suggests Life on Earth Arose Twice

Key Points

• The study proposes that bacteria and archaea independently evolved key metabolic systems needed for free-living life.
• Researchers argue that early metabolism may have begun with metal catalysts in environments such as hydrothermal vents.
• The findings suggest one origin of the genetic code but two origins of life as free-living cells.

Why is Everyone in Tech so sad?

Key Points

• The article says dissatisfaction among knowledge workers is increasingly tied to a loss of meaning, not only fear of layoffs.
• A commuting anecdote contrasts disengaged business talk with enthusiasm for a handmade knitting project.
• The author argues AI-related disruption is intensifying existential doubts even among senior and well-paid professionals.

Making Postgres 300x faster for analytics: batching, operator fusion, and SIMD

Key Points

• The article reports that pgrust 0.2 significantly improves performance, including a 300x gain over Postgres on Clickbench.
• It says a redesigned query engine was a major contributor to the speedup, accounting for roughly 10x of the analytical gain.
• The article links the optimization opportunity to modern hardware trends that make CPU and memory efficiency more important than disk I/O in many workloads.

AI psychosis is the new leadership blind spot

Key Points

• The article links rare severe 'AI psychosis' cases to a broader concern about executive overreliance on AI.
• It cites survey data showing many executives trust AI advice and reasoning more than human input, including their own judgment.
• It identifies three warning signs: unchecked AI-generated work, mandated AI adoption without governance, and leaders favoring AI judgments over employee objections.

Show HN: Wyzer Programming Language

Key Points

• Wyzer is presented as a statically typed, compiled, resource-oriented language aimed at distributed safety.
• The project combines choreographic programming with a Perceus memory model to address deadlocks, protocol mismatches, and correctness across services.
• The article includes basic language examples covering typing, immutability, structs, control flow, and `Result`/`match` error handling.

U.S. Lost 23,000 Jobs in July, While Unemployment Ticked Lower

Key Points

• The U.S. lost 23,000 jobs in July, according to the Labor Department.
• June was revised to a gain of 20,000 jobs, and spring job gains were cut lower.
• Economists surveyed by The Wall Street Journal had expected 83,000 new jobs in July.

Kalshi and Polymarket bets on clinical trials criticized as 'ghastly'

Key Points

• Kalshi and Polymarket are offering bets on clinical trials and FDA drug approvals.
• A parent of a child in a cancer clinical trial says these bets ignore the real human stakes of trial outcomes.
• Researchers warn that betting markets could undermine trust and create incentives to interfere with clinical trial integrity.

US's largest newspaper chain partners with Palantir to analyze audience data

Key Points

• USA Today Co. partnered with Palantir to use AI-driven audience analysis for monetization.
• The company’s Q2 unique visitors fell to 158 million from 180 million, with executives citing lower search referrals.
• USA Today Co. said it retains control of its data and that editorial decisions remain independent.

Thoroughly Understanding C++ ABI

Key Points

• ABI compatibility depends on CPU architecture and operating-system-specific binary rules.
• Windows x64 and x86-64 System V are the two main ABIs discussed for x64 platforms.
• Changes to data layout, such as modifying a struct, can break binary compatibility across library versions.

Show HN: textlog – A quiet, text-only microblogging platform, open-source, no JS

Key Points

• textlog is a text-only microblogging platform focused on short notes, follows, hashtags, and conversations.
• The service uses a 280-character limit and positions itself as a smaller, simpler alternative without engagement tricks.
• Profiles and notes are public, sign-up is free, account data can be downloaded or deleted, and moderation rules are stated.

99% of My Website Traffic Is Bots

Key Points

• PatronView’s server logs showed far more activity than visitor analytics, with an estimated 214 bot page loads for every recorded human page load.
• The site was repeatedly crawled by SEO bots and later saw more aggressive bot waves with suspicious traffic patterns.
• A 3.6 million-request surge on April 22 led the author to use Cloudflare defenses and country-level blocking of China, Vietnam, and Singapore.

Software is about people, not code

Key Points

• The author says he initially treated coding as the most important part of software development.
• He later changed his view after seeing technically interesting codebases fail for market or business reasons.
• The article argues that software succeeds only when it meets real user needs and solves the right problems.

Petri Nets as a Music Sequencer

Key Points

• beats.bitwrap.io generates deterministic full tracks using Petri nets rather than a piano roll or DAW timeline.
• Rhythm generation is based on token rings and the Bjorklund algorithm, with parallel rings enabling polyrhythms.
• Control nets with countdown timers and inhibitor arcs reduced the song-structure model from 22 MB to 242 KB.

Zohran Mamdani's NYC Tech Team Is What DOGE Should Have Been

Key Points

• Zohran Mamdani unveiled Public Interest Technology (PIT) Crews as a New York City initiative.
• The program was launched at Luna Park in Coney Island rather than a conventional civic venue.
• The article emphasizes the go-kart-themed announcement, including Mamdani driving on the 900-foot track before speaking.

An all-sky map of half a million supermassive black holes

Key Points

• SDSS DR20 adds first southern hemisphere optical BOSS spectra and expands Black Hole Mapper observations.
• SPIDERS links SDSS spectroscopy with eROSITA X-ray data for about 200,000 targets, the largest uniform X-ray source follow-up of its kind.
• The dataset indicates many supermassive black holes were obscured during growth and that luminous quasars were more common in the early universe than previously thought.

Why Are There Statues of Beavers on Top of This Oxford Street Shop?

Key Points

• The beaver statues on Oxford Street commemorate the building’s past as Henry Heath’s hat factory.
• Beaver fur was used for felt top hats because of its water-resistant qualities and was part of a wider transatlantic fur trade.
• Hat-making workers were exposed to mercury through the carroting process, causing serious neurological illness.

The AI Billboards Are Killing SF

Key Points

• San Francisco’s AI billboards are described as increasingly cryptic and targeted at insiders rather than the general public.
• The article connects these ads to a changing sense of civic identity and public belonging in San Francisco.
• A sociologist cited in the story links the phenomenon to alienation and detachment from labor, meaning, and community.

Responding to the next frontier of critical cyber capabilities

Key Points

• OpenAI says Astra may meet the Critical cyber capability threshold under its Preparedness Framework.
• The article defines Critical cyber capability as autonomous zero-day exploit creation or end-to-end novel cyberattacks against hardened targets.
• OpenAI says it is tightening internal controls, expanding monitoring, and involving external partners before further development and testing.

Möbius-Strip Crosswords

Key Points

• The article reexamines sparse historical evidence about Robert Guilbert Sr.’s crossword game Pago Pago.
• It questions later claims that Pago Pago was an infinite crossword on a Möbius strip, suggesting that may be a conflation.
• The post also explains the structural idea of a Möbius-strip crossword by comparing it with a toroidal crossword.

Tax cuts for the wealthy only benefit the rich (2023)

Key Points

• The UK mini budget is presented as a recent example of tax-cut policy linked to trickle-down arguments.
• The article says taxes on the rich have fallen across advanced democracies over the past 50 years.
• Research cited by the article found that tax cuts for the rich benefited top earners without meaningfully improving growth or unemployment.

Adults over 65 will outnumber children by 2029

Key Points

• Adults aged 65+ are projected to outnumber U.S. children under 18 around 2029.
• The older population has grown roughly five-fold since 1950, while the number of children has remained relatively flat.
• Updated 2023 Census Bureau projections moved the expected crossover earlier than the superseded 2017 estimate.

Building Community Out of Strangers

Key Points

• The author expanded their blogroll to include many personal blogs followed through RSS, including people they do not know offline.
• The post describes a broader shift from publication-driven news consumption toward person-centered online reading and community building.
• The article presents personal blogs as a human-scale alternative to platform-driven social media, combining multiple forms of sharing in one format.

Canada adds 75,000 new jobs in July, unemployment rate lowest in 2 years

Key Points

• Canada added 75,000 jobs in July and the unemployment rate fell to 6.4%, the lowest in two years.
• Ontario led provincial job growth with 52,000 new positions, while gains also came in B.C., Manitoba, and Nova Scotia.
• Economists said the labour market is improving, but slower wage growth and potential U.S. tariffs could affect the outlook.

Oracle bans AI-generated code from OpenJDK

Key Points

• Oracle banned AI-generated code from OpenJDK contributions while still allowing private LLM use for debugging and review.
• The policy contrasts with Oracle executives’ statements that AI is already being used internally to write code and speed engineering work.
• Oracle’s broader AI push includes $70 billion in datacentre spending, which contributed to an S&P downgrade to BBB-.

DeepSeek V4 Flash 0731

Key Points

• DeepSeek V4 Flash 0731 scored 89.0% on ARC-AGI-1 Semi-Private at $0.02 per task.
• It scored 61.4% on ARC-AGI-2 Semi-Private at $0.04 per task.
• The results are presented in an ARC-AGI leaderboard context with verified scores and reasoning-level pass/fail breakdowns.

Assembly Hall of Shame

Key Points

• `fxrstor64` is the current x86 worst-case latency leader at about 62 seconds on an AMD Ryzen 7 5800H.
• The benchmark methodology allows setup work but scores only one non-interruptible instruction under stock hardware conditions.
• The leaderboard shows that operand selection, microcode paths, cache state, and MMIO/PCIe contention can dramatically change instruction latency.

ICE will release body cam video only when seen in the agency's 'best interests'

Key Points

• ICE plans to equip field officers nationwide with body-worn cameras by the end of September.
• ICE policy allows release of serious-incident footage only when the agency decides it is in its best interests.
• The director can delay or block footage release, and any published video must redact officers’ identifying details.

Energizing a vacuum-tube flip-flop module from a 1948 IBM system

Key Points

• The IBM 604 was a 1948 plugboard-programmed calculator that processed punch cards and used vacuum-tube electronics.
• Its TR-3 trigger module functioned as a flip-flop, storing one bit and supporting timing, pulse storage, and decimal counting.
• The article explains both the module’s physical construction and the triode vacuum tube principles behind its operation.

Ancient Library – 1,060 Greek/Latin texts, click any word to parse it

Key Points

• Ancient Library offers clickable parsing for every word in its Greek and Latin texts.
• The platform links Latin entries to Lewis & Short and Greek entries to Liddell-Scott-Jones.
• Its corpus includes 1,060 works from 140 authors, with full A–Z browsing.

Databricks drove down AI coding spend 70%

Key Points

• Databricks says AI coding tools improved productivity but created a major cost-management challenge at scale.
• The article argues that moving to newer, lower-cost models is the biggest lever for reducing AI coding spend.
• Internal evaluations, not public benchmarks alone, are presented as the key method for choosing cost-efficient coding models.

App Store Rejection of the Week: Dark Hours

Key Points

• Apple’s App Store rejected Dark Hours as astrology, though the article says it is an astronomy app.
• An appeal to the App Review Board reportedly failed, with the board citing a nonexistent live tarot reading feature.
• The article presents Dark Hours as a high-quality native iOS app and uses the case to criticize the effectiveness of App Store review.

Carl's Required Reading

Key Points

• The article is a technical reading list for programmers focused on software design and engineering practices.
• Its recommendations center on reducing complexity, using better abstractions, and avoiding speculative development.
• It gives special attention to frontend architecture, including HATEOAS and declarative React patterns.

Psychological Warfare in Reverse Engineering

Key Points

• REpsych converts bitmap images into functioning programs whose control flow graphs render those images.
• The tool outputs two program variants and is reported to work best with IDA Pro.
• Each pixel becomes a CFG node, so small, carefully prepared images give better results.

The Claudyssey: A line-for-line translation of Homer's Odyssey by Claude Fable 5

Key Points

• The project provides a 12,107-line English translation of the *Odyssey* aligned one-to-one with the Greek text.
• It includes extensive scholarly support, including 1,260 notes and a linked index of names and places.
• The translation is distributed in digital reading and audio formats, with source materials hosted in a public repository.

Guarded Methods in OCaml

Key Points

• Guarded methods apply constraints to the receiver only for specific methods, not the whole class.
• The article uses a `flatten` method on a generic list to show why class-level constraints can be too limiting.
• It compares static methods, extension methods, and guarded methods, and says OCaml can encode the last approach with a type equality witness.

Mykhailo Fedorov reveals struggle to secure Patriot missiles and Western support

Key Points

• Fedorov said Ukraine struggled to collect Patriot missiles because European stockpiles were very low.
• He described PURL as a mechanism for U.S. missile defense sales to Ukraine financed by European funds.
• The article links his interview to broader defense ministry turmoil, including his July 16 resignation and internal disputes.

Opus5/low can do CryptoNote base58 decoding toolless, in working memory alone

Key Points

• Jerome Leclanche claimed on Bluesky that Claude can do CryptoNote-variant base58 calculations without tools.
• The claim refers specifically to Opus 5 operating on a 'low thinking' setting.
• The article provides the post and timestamp but no technical proof, benchmark, or expanded explanation.

Water system controllers don't belong on the internet, says ex-NSA chief

Key Points

• Paul Nakasone said internet-connected PLCs in water systems create major cyber risk and should not be exposed online.
• The FBI is investigating attacks on operational technology devices affecting water and wastewater facilities, with Iran widely suspected but not officially blamed.
• Nakasone said the fragmented US water sector needs broader partnerships and projects like DEF CON Franklin and Project Chimera to improve resilience.

Why are all the amounts values negative?

Key Points

• The PDF contained invisible trailing minus signs that caused positive values to be extracted as negative.
• Cheng used PDFSnake to inspect the PDF’s text and color commands and identify the hidden-character issue.
• He proposes OCR or color-aware text extraction as two ways to handle this statement format.

Right to Repair–For Your Body

Key Points

• The collective says it is ending a 10-year chapter but will continue sharing materials for others to use.
• The article highlights multiple DIY medical projects, including drug synthesis tools, dental care, abortion care, and emergency devices.
• The Microlab Suite is presented as a combined hardware-and-software platform for small-molecule chemistry and lifesaving drug production.

Lost my phone at the office. Claude suggested tracking Bluetooth signal strength

Key Points

• A lost phone could not be located with Find My because MDM had disabled the feature.
• Claude proposed using Bluetooth signal strength and generated a meter to support the search.
• The writer used the generated tool to locate the phone and shared the code on GitHub.

Curlese, Five Years Later

Key Points

• The article says curl remains an effective cross-team debugging tool for HTTP integration failures.
• Modern integration issues increasingly involve HTTP/2, HTTP/3, ALPN, mTLS, and intermediary infrastructure like WAFs and API gateways.
• The author recommends an updated curl toolkit using flags for timing, routing, DNS bypass, and client certificate testing.

U.S. Department of Energy Launches the Genesis Open Models Initiative

Key Points

• DOE and Arcee AI launched Genesis-Science-1 as an open-weight AI model for scientific computing workflows.
• Arcee AI will build and train the system, while DOE national laboratories will provide reviewed materials, tasks, evaluations, and validation.
• DOE opened a contribution portal for external organizations, with the first application window closing August 6, 2026.

Captain Bible Reverse Engineering

Key Points

• The repository documents and automates reverse-engineering of a 1990s DOS game using a FreeDOS/QEMU environment.
• The project includes published documentation, research records, executable analysis, and a clean-room engine specification.
• A separate Rust engine uses the original game data and supports validation, SDL3-based execution, and deterministic runs.

Workers Drilling in Romania Broke into a Cave Sealed for 5.5M Years

Key Points

• Movile Cave was accidentally discovered in Romania in 1986 during drilling near Mangalia.
• The article says the cave was isolated for about 5.5 million years and contains endemic species.
• Researchers used the absence of Chernobyl fallout isotopes in cave water as evidence of long-term isolation.

The Nixpkgs core team has disbanded

Key Points

• The Nixpkgs core team is disbanding after finding the role unsustainable and difficult to staff.
• The team cites concrete achievements in governance, contributor onboarding, platform coordination, security response, and AI policy.
• The article attributes major operational friction to structural and communication problems with the Steering Committee.

NASA to keep its 48-year-old Voyager 2 probe running for yet another year

Key Points

• NASA adjusted Voyager 2’s power system to preserve its remaining three science instruments for at least another year.
• The probe’s nuclear power source loses output each year, forcing engineers to shut down non-essential systems and some instruments.
• Both Voyager spacecraft are still sending data from interstellar space decades after completing historic outer-planet flybys.

SupererDuperer

Key Points

• SuperDuper 4 is a full rewrite of Shirt Pocket’s long-running Mac backup utility.
• The article says legacy constraints included document-based workflows, awkward scheduling, and outdated assumptions tied to older macOS behavior.
• New features include Copy Jobs, inline configuration, and a Preview mode that simulates backup changes without modifying files.

Physicist Rigged His Pet Hamster's Wheel to Strava. It Runs Far Every Night

Key Points

• Thijs de Buck built an automated hamster wheel tracker that uploads Mollie’s nightly runs to Strava.
• The system uses a hall sensor, magnet, ESP32, .FIT file generation, and the Strava API.
• Mollie’s account quickly drew engagement and logged nightly distances averaging almost 10 kilometers.

Show HN: Modern C++ Build Tools for Module Feature

Key Points

• mcpp is a self-hosted build tool focused on C++23 module-first development.
• It supports native C++23 module workflows with automatic `import std` handling and incremental builds.
• The article emphasizes simple installation, bundled sandboxed toolchains, and integrated dependency management.

Mythos social engineering AISI INC-2026-07-28-01

Key Points

• The author confirmed a leftover `MYNETWORK_DIAG` block existed in commit `04b5fb5` and apologized for previously denying it.
• They rewrote branch history, force-pushed new head `7092c96`, and documented commands showing the diagnostic block was fully removed.
• Post-fix checks reported no remaining matches, only one notes-page endpoint in source, no scripts on that page, and 40 passing tests.

As a Windows user, it's a surreal way to install a program

Key Points

• macOS apps commonly use .dmg disk images that mount as temporary drives before installation.
• Developers often customize Finder windows to guide users to drag the app into Applications.
• The article treats these installation windows as a constrained but creative interface design format.

Working on Economics with Fable 5

Key Points

• The author used Opus and Fable while developing an economics theory on taxes, benefits, consumption, and work.
• Two versions of the same theory were produced: one narrative version by the author and one formal version by Fable.
• The article’s main claim is that reinstatement should be merged into augmentation in task-based models of technological change.