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AI makes software cheap enough to customize around individual workflows, interests, and aesthetics, shifting value from standardized apps toward malleable personal tools. Products that let users reshape interfaces, content, and integrations could outperform one-size-fits-all software through utility and expression.
Data bottlenecks will slow, but not stop, an intelligence explosion in AI. Future AI advancements will likely develop highly sample-efficient learning algorithms, reducing the need for vast data volumes. While improving data quality above human levels will be challenging, it won't halt AI from automating most economic work.
Anthropic's assessment found four cases where Claude AI models accessed real systems due to cybersecurity evaluation misconfigurations.
AI coding agents could accelerate software's expansion by multiplying engineer output rather than replacing demand.
Suno unveiled Suno v6, an AI model trained on licensed music from major labels like Warner and BMG, following multiple copyright lawsuits.
Andrew Tulloch, one of the highest-paid employees in the tech industry, had worked in Meta's TBD lab.
Block filed an OCC application to establish an uninsured national trust bank, Builders Bank & Trust, which would provide custody and fiduciary services, including for bitcoin and stablecoins. Joins a wave of fintech/crypto firms (Revolut, Coinbase, Paxos, BitGo, Ripple, Circle, and Trump-backed World Liberty Financial) seeking federal charters under an OCC that's approved 21 of 40 de novo applications since 2025.
Robinhood is acquiring a minority stake in Crypto.com, marking a significant step in the retail brokerage's ongoing crypto expansion following its 2024 Bitstamp acquisition. The deal deepens consolidation among retail-facing platforms and positions Robinhood to tap Crypto.com's global user base and exchange infrastructure.
Flex (processing $20B in annualized fiat payment volume) is rolling out stablecoin wallets and payments so business customers get one account for fiat, stablecoins, and cards instead of juggling separate platforms. Early users include e-commerce brands paying overseas suppliers, multi-entity companies moving money globally, and businesses running payroll/creator payouts.
EtherFi Cash launched a new four-tier membership rolling out regionally: Core (free, 3% cashback), Luxe ($199/year or 30,000 staked ETHFI, tiered cashback up to 3% on first $10K/month, uncapped), Pinnacle ($999/year, up to 3% on first $50K/month), and VIP (requires $500K in Liquid Vaults or 500K staked ETHFI, 4% flat on first $50K/month uncapped) with each adding travel discounts, lounge access, virtual/physical cards, and balance protection scaling with tier.
Tokenized equity tokens generated $1.01 billion in trading volume over Labor Day weekend while US stock markets were closed, nearly matching Friday's $1.02 billion in open-market activity across the 42 largest tokenized stock instruments. Robinhood Chain captured 57% of weekend flow at $572.8 million, followed by Binance's bStocks ($303.5M) and Backed Finance's xStocks ($87.1M), with a Nasdaq-100 tracker on BNB Chain ($180.5M) and SPY tokens ($125.5M) leading by instrument. Decentralized exchanges handled the majority of volume across most instruments, with centralized venues taking only roughly 8% of QQQB trades, and prices tracked Friday's close at minimal premiums throughout the closure. The volume parity across open and closed market sessions signals that on-chain equity markets can sustain institutional-scale liquidity independent of traditional exchange schedules.
Ethereum researchers simulated Glamsterdam's proposed gas limit increase from 60M to 200M across 12 demand scenarios, replaying 21 days of mainnet transactions through an instrumented reth fork with 50 simulation paths per scenario. After a 10-hour adjustment period, nine of twelve scenarios settled near 50% block utilization, with median base fees ranging from under 0.0001 gwei to 0.39 gwei depending on demand level and price elasticity. Three low-demand scenarios failed to reach the 100M-gas utilization threshold even at near-zero base fees, shifting gas costs to priority tips at a median of 0.025 gwei. At 2x demand, base fees varied 18-fold across elasticity assumptions (0.006 to 0.106 gwei), indicating block utilization alone cannot predict post-upgrade fee outcomes.
Visa's stablecoin-linked card ecosystem has grown to 160+ active programs with $20 billion in annualized settlement volume, up 15x year over year, but early-stage issuers face a structural gap: daily settlement obligations must be funded before cardholders pay, at sizes too small to justify traditional warehouse facility costs. Credit Coop built a stablecoin-denominated revolving credit facility secured by settlement receivables, routing repayments through a Spigot smart contract and calibrating underwriting directly from Visa settlement files, cutting borrowing costs for participating programs by as much as 30%. The facility has financed over $2.5 billion in cumulative volume since 2023 with zero defaults and more than 9,000 onchain repayment events, serving programs including Rain (a Visa Principal Member) and Karta. The next phase adds just-in-time disbursements triggered directly by daily Visa settlement files, so programs pay for capital only during the hours it is deployed rather than maintaining a standing draw.
EIP-8250 proposes replacing Ethereum's single per-account nonce with multiple independent keyed nonces stored in a NONCE_MANAGER system contract, serving use cases such as privacy pools running UTXO/nullifier models and accounts with independent authenticated signers. Under weak statelessness, each nonce key compounds VOPS storage requirements, prompting researchers to examine bloom filters as a compression mechanism that cuts per-nonce storage from roughly 64 bytes to 1-2 bytes by testing only whether a nonce equals zero. The approach breaks for non-binary nonces: those variants produce two-sided errors that let attackers push invalid transactions through mempool validators, which the one-sided bloom filter design specifically avoids. Researchers propose reserving the first byte of each nonce key as a nonce-type tag at creation time, separating binary from non-binary nonces and allowing the storage optimization to activate retroactively once statelessness launches with minimal changes to the EIP.
Malone Lam, a Singaporean citizen based in Miami who used aliases like "Anne Hathaway" and "King Greavy," pleaded guilty to leading an international social-engineering ring that stole and laundered over $245M in crypto.
Canary Capital's Staked TRX ETF gives investors exposure to TRX.
Rain Global Payouts lets partners fund payments from a stablecoin balance while recipients receive local currency in 50 currencies across 80+ countries.
EtherFi Cash seems to have the highest cashback and the cleanest fee structure.
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Tom Lane, a committer for 25 of Postgres' 30 years, walks through the architectural bets that held: process-per-connection for code simplicity, write-ahead logging in 8.0 that turned it from a plaything into a serious database, and MVCC pushing maintenance work into background vacuum. He credits Berkeley's liberal license for the project surviving where its contemporaries did not, names version 13 the buggiest release, and says he would delete partitioning given the chance.
American Express uses cells as complete payment-processing failure domains: microservices, databases, DNS, and reference data are local, while dynamic transactions are routed to the cell that owns their state. The design trades global coordination for controlled failure scope and deliberately rejects transactions when consistency cannot be established.
Cloudfloe is a web interface for querying Iceberg data on S3 with DuckDB. This experiment tested whether a stateful, serverless-style cell could replace a per-query container: DuckDB WebAssembly read a 37,537-row Iceberg table in 148 ms, but cold or woken cells took 250–320 ms and retained most of their memory. Keeping the connection warm cut repeat queries to about 3 ms, making lifecycle policy, not raw startup, the core design tradeoff.
Non-technical staff now write billions of lines of analytics code. The problem is where it lives: random context, porous permissions, and output scattered across one-off chats, Slack pastes, and someone's laptop. With no record of which table an agent grabbed or which filter it dropped, the only feedback loop left is people disagreeing.
CDC evaluation should start with failure behavior, not connector counts. Compare capture method, initial snapshots and backfills, schema evolution, delivery semantics, observability, deployment model, and who owns recovery. A production proof needs representative data and a broken-destination test, especially for type fidelity and duplicate handling.
Distributed systems synchronise themselves without being told to: shared events such as deploys, cache flushes, or connection loss turn independent workloads into recurring load spikes. Add jitter to initial retries, TTL refreshes, heartbeats, token renewals, and scheduled work. This preserves average load while preventing retry storms from repeatedly hitting a recovering dependency in lockstep.
Kestra is an open-source orchestration platform for scheduling and operating data, infrastructure, and business workflows. Its 2.0 LTS release separates control and data planes so workers can run across regions, clouds, or private networks over outbound-only connections. It also exposes flows as MCP tools for agents, decouples queue and storage choices, and includes migration tooling for 1.x users.
Filament replicates data from sources to sinks with full, incremental, or CDC modes, verifying every bounded batch on both sides of the write and advancing checkpoints only after success. Sources, sinks, state storage, and event transport are all swappable.
JupyterGIS 0.16 adds real-time collaborative story maps, lazy tile rendering for remote openEO workflows, and native GeoZarr and GeoPackage support. Declarative symbology and Xarray tiling keep visualizations reproducible while allowing large geospatial datasets to stay remote instead of being materialized locally.
Bayesian experimentation is not one method but a choice of prior, likelihood, and stopping rule. Spotify shows that common flat-prior posterior thresholds can reproduce frequentist peeking, while Bayes factors can control false positives under optional stopping. Choose guarantees for the experiment program first, then the inference configuration.
A controlled comparison of 2019-2025 open-model recipes and data corpora attributes 12.0x compute-efficiency gains to data improvements versus 3.7x to model recipes at a 1e19-FLOP budget. The result frames dataset extraction, curation, and filtering as a major systems lever, while cautioning that larger-scale and synthetic-data effects remain untested.
xlDuckDb adds a DuckDbQuery() function to Excel that runs DuckDB SQL and spills results into cells, querying worksheet ranges, tables, and local or remote JSON, CSV, and Parquet in one statement.
Referencing the same CTE twice tests whether the optimiser materialises the result.
Apple has unveiled the iPhone Duo, its first foldable. Featuring a 7.6-inch inner display, a 5.4-inch outer screen, Touch ID, and an adaptable iOS 27 interface designed for split-screen and half-folded use, the wider device supports paired apps and tabletop video. Counterpoint estimates it could capture up to 25% of the foldable market by year-end, despite foldables accounting for less than 2% of global smartphone shipments.
Project Oasis is Adobe's new web-based graphic design app, described as a modern workspace with brand-aware AI built into the workflow. A September 7 community post invites agency, freelance, and in-house designers into early access, with a private feedback channel and an NDA. Pricing, a full feature list, and a launch date remain undisclosed.
ByteDance is developing a real-time spatial video model, built on its Seedance system for Pico headsets. The model would generate interactive 3D worlds in the cloud at around 20 frames per second with roughly 50 milliseconds of latency, shifting rendering costs away from device hardware. A launch could come as soon as next month, part of ByteDance's broader 2026 push to lead in world models alongside $30 billion in secured loans and up to $70 billion in planned AI infrastructure spending.
Six principles set the quality bar for a design engineering practice being built at DuckDuckGo, where the team is still small and hiring its second member. They cover understanding problems before making, owning the experience past handoff, making trust effortless, reducing scope rather than quality, finishing every state, and making craft repeatable. Moving fast by making less, better is the one expected to be tested most often.
Microsoft's CoreAI portals all sat on Fluent 2 and still felt disjointed, because shared components did not prevent teams from inventing different navigation, layouts, and flows. The CoreAI Design System, forked from Foundry's work, ships guidance through both a Figma library and an experimental MCP server so coding agents can consume it too.
Rumors suggest Apple's upcoming foldable iPhone will be noticeably heavier than a standard iPhone, prompting concerns from a physical therapist that the added weight and grip could increase thumb and hand strain during prolonged use. Similar complaints have already been reported by some owners of existing foldable phones, though the risk is mainly associated with repetitive, extended use. Experts recommend taking breaks every 30–45 minutes, stretching your hands, and putting the phone down regularly to reduce fatigue and injury.
Drop the design system into any codebase and your coding agent instantly knows how to build consistent, polished interfaces.
boneyard snapshots your real UI and captures a flat list of skeleton "bones" — positioned, sized rectangles that mirror the page exactly.
cmmnts is a lightweight comment section and comments library for any website. Add threaded comments, live updates, and moderation with one script tag.
Agents get only data points, so a sales spike from a limited-time promotion reads to them as a lasting trend worth producing more stock for. A semantic layer supplies the missing translation, defining what each column and event means in the words teams actually use in Slack and meetings. Amplitude's own layer took its agent to correct answers 80 to 90 percent of the time, with custom instructions closing the rest.
NN/g research finds real differences between carets, arrows, and plus icons on accordions, with the caret the safest choice and the most tapped. With no icon at all, users expect the item to open a new page. Split menus, where label and icon trigger different actions, cause the most mistakes and are best avoided.
Tabby has unveiled a new brand identity by Ragged Edge alongside the launch of Tabby Cash, replacing typical fintech visuals with hand-drawn characters, custom bilingual typography, and authentic photography to emphasize financial confidence and approachability. The redesign is built around the idea of helping users take control of their money, using playful visual elements and motion to make everyday financial tasks feel more engaging without sacrificing clarity. After debuting across the app, website, and digital channels, the refreshed identity is now expanding into physical advertising across the UAE.
AI projects usually disappoint for reasons unrelated to the model: the wrong use case, scattered data, and tools that never connect to existing workflows.
Lora Zombie, a self-taught painter, built an international following through DeviantArt before exhibiting in Toronto, Los Angeles, London, and New York.
Illustrator Igor Bastidas has spent three years creating weekly illustrations for The Guardian's You Be the Judge column, developing a distinctive style that uses simple, empathetic storytelling to capture the human tension behind everyday disagreements.
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