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Two commands to Sentry: now on Stripe Projects
Sentry is now integrated into Stripe Projects, enabling developers and coding agents to discover, provision, and manage Sentry services directly through the command-line interface. Running initialization and addition commands automatically sets up accounts, generates necessary environment variables like auth tokens and DSNs, and scaffolds agent skill files for tools such as Claude Code and Cursor. The integration supports plan upgrades, downgrades, and the addition of the Seer AI debugging assistant with billing handled through existing Stripe payment methods. Additional CLI capabilities include minting single-use magic login URLs for the Sentry dashboard, managing multi-member team collaboration tied to Stripe organizations, and rotating project credentials directly into local environment files.
Evaluating AI at Scale: How Thumbtack Approaches Reliability, Safety, and Quality in GenAI
Thumbtack evaluates generative AI features across customer and service professional experiences to prevent unsupported claims, tone inconsistencies, and safety issues. The engineering organization transitioned from decentralized evaluation efforts to a dedicated cross-functional Evals team that provides shared infrastructure while preserving product team autonomy. System architectures combine rule-based checks, AI-as-a-judge scorers powered by DeepEval, trust and safety assessments, and crowdsourced human reviews. Teams leverage three parallel orchestration paths, including an MLflow-tracked stack, nightly Databricks batch jobs integrated with data warehouses, and multi-layer human-in-the-loop pipelines. Future milestones target centralized LLM judge registries, full task journey evaluations, automated judge-writing workflows, and cost-aware evaluation orchestration.
Building an RL theorem-proving workflow on Modal
AE Studio built a distributed reinforcement learning pipeline on Modal to train LLMs to prove theorems in Lean. They compared Group Relative Policy Optimization, which groups attempts and applies gradient updates, with Evolution Strategies, which evaluates a population of perturbed models and updates based on success rates. The workflow used Modal’s per-function images to separate a vLLM instance on GPU for proof generation, CPU-based Lean verification, and orchestration, with .map() fanning out runs and Sandboxes isolating verification batches. ES enabled stateless checkpointing via seed histories: each worker loaded base weights from a Volume, replayed past seeds and rewards (about 200 bytes per iteration), and reconstructed the model on GPU without transferring large weight files. Early results on the lean_workbook dataset using the Kimina-Prover-Preview-Distill-1.5B model showed ES matching or outperforming GRPO in verified proofs per iteration, especially with limited data, though gains varied.
DeepInfra on Hugging Face Inference Providers 🔥
DeepInfra is now a supported Inference Provider on the Hugging Face Hub, adding its serverless inference platform and catalog of more than 100 models to model pages and client integrations. The initial integration supports conversational and text-generation tasks, with access to open-weight LLMs including DeepSeek V4, Kimi-K2.6, and GLM-5.1; support for text-to-image, text-to-video, embeddings, and other tasks will roll out soon. Users can configure provider API keys and preferences in account settings, or authenticate with a Hugging Face token so requests are routed through Hugging Face, including from the Python and JavaScript SDKs and supported agent harnesses. Direct requests are billed by the provider, while routed requests use standard provider API rates without additional markup, and Hugging Face PRO users receive $2 of monthly Inference credits.
From init to deploy: building with agents and Stripe Projects
The post describes an internal agentic transcription app built to reduce the manual effort required to correct auto-generated subtitles for Stripe Developers videos. The app uses a Next.js interface with transcript, chat, and corrected-output panels, while Stripe Projects CLI links Vercel and OpenRouter and populates required environment variables. An LLM client supports selectable models, iterative instructions, and a transcription agent whose system prompt emphasizes preserving transcript structure; the agent can also use Stripe documentation search through MCP. In a benchmark on a 771-line meetup script, Gemini 2.5 Pro reached 99% accuracy, while the tested models reduced editing from more than 30 minutes to just over two minutes of generated edits plus a human check. The reported overall reduction was 4x, with testing costs totaling $2.54.
Comparing ClickHouse versions with clickhousectl
Evaluating query performance differences across ClickHouse versions previously required managing Docker containers or manually downloading historical binaries from GitHub releases. The clickhousectl command-line interface simplifies this process by downloading specific ClickHouse binaries, running multiple background server instances concurrently with automatic port assignment, and executing queries across local environments. Users can copy table schemas between local instances by piping raw output from SHOW CREATE TABLE queries and replicate datasets using ClickHouse's remote table function. In a benchmark comparing ClickHouse 25.12 and 26.3 on an S3-backed Parquet dataset, version 26.3 introduced a Parquet metadata cache that reduced repeat query times from roughly 9 seconds to 1–2 seconds. System tables like system.server_settings and system.metrics enable operators to inspect cache configurations, eviction policies, and memory consumption directly.
Built in, not bolted on: What AI-native actually means in cybersecurity
The discussion defines AI-native cybersecurity applications as systems architected with intelligence at their core, rather than traditional products with AI added later. It links tool sprawl to slower threat detection and response and argues that proprietary, context-rich security telemetry is the foundation for adaptive defense. Barracuda uses Databricks to consolidate fragmented data, normalize schemas, support real-time streaming detection, run ML operations through MLflow, and power natural-language log search across billions of security events with strict data isolation. The work began by defining customer outcomes, then progressed through incremental delivery; normalized data enabled models and agents to use cross-domain context. This approach extended across WAF-as-a-service, automated configuration, API security, and bot protection while shared outcomes aligned product, data science, engineering, and business teams.
Using Uber at Louis Armstrong New Orleans International Airport
Louis Armstrong New Orleans International Airport (MSY) handled more than 10 million passengers in 2015, a nearly 9% increase from the previous year, making preparation useful for travelers. The post recommends Uber as an alternative to parking, with uberX or uberXL available and pickup at the Ground Transportation Center on the first floor of the short-term parking garage. After collecting luggage and selecting a vehicle, riders should follow the airport signs; drivers wait at designated parking spots, and riders can call if they have trouble connecting. Additional resources cover terminal maps, traffic, flight status, airport updates, TSA guidelines, and security wait times. It also points visitors toward the French Quarter, Jean Lafitte National Historical Park and Preserve, and Casamento’s, noting attractions, trails, historical sites, gumbo, and an oyster loaf sandwich.
Where to Celebrate Valentine's Day in Pittsburgh
Pittsburgh’s Valentine’s Day guide pairs restaurant suggestions with movies, concerts, creative courses, or a cooking class, allowing couples to mix and match stops. Dinner options include Dish Osteria and Bar’s daily-changing classic Italian menu, Morcilla’s shareable Spanish pintxos, Kaya’s Caribbean-inspired dishes, and Everyday Noodles’ soups, dim sum, and soup dumplings. Events range from films at the Manor Theatre and February concerts at Mr. Smalls Funhouse and Club Cafe to multi-week courses at Manchester Craftsmen’s Guild and a February 11 class at Habitat, which includes lunch and an apron. The practical notes include making reservations at Morcilla, arriving early for a Club Cafe table, and scheduling Uber between destinations for convenience.
New Atlanta Stadium ride guide: Getting there
Uber’s guide explains transportation options for events at Atlanta’s new Mercedes-Benz Stadium, which it says will host more than 100 events that year. It recommends combining Uber with MARTA: riders can use promo code MARTA2MBS for 50% off eligible uberX or uberPOOL trips to and from select stations, within specified event windows. The discount has exclusions, a maximum value of $10, and applies to up to five rides per event in select Atlanta areas while supplies last; the guide lists dates and times ranging from September 7 through January 8. For direct stadium trips, Uber advises using designated pickup points, avoiding Northside Drive, verifying the vehicle and license plate, and using features such as upfront fares and Split Fare.
Perfect Date Ideas in Manhattan for Valentine's Day
Manhattan is presented as a Valentine’s Day destination for couples seeking either elaborate experiences or quieter, indulgent ways to spend the evening. The recommendations range from a Hornblower Cruise’s New York City Lights Dinner at Pier 40, with filet mignon and landmark views, to dancing at the vintage Jane Ballroom and rooftop views across the Hudson. For a celestial theme, Hayden Planetarium offers a hand-holding setting where Neil deGrasse Tyson guides visitors through astronomy. The Library at the NoMad Hotel pairs Old World décor, books, and more than 250 bottles of bubbly, while AMC Loews on West 84th Street offers reclining seats that convert into love seats for a movie night. Together, the suggestions cover waterfront dining, dancing, stargazing, champagne, and a cozy film.
5 Beaches in Close Proximity to NYC
The article recommends five beach escapes near New York City, combining public transportation with Uber rides to reach destinations beyond much of the city’s less inviting coastline. Orient Beach State Park offers eight miles of Gardiner’s Bay shoreline, undeveloped acreage, nature trails, and views of Shelter Island. Fort Tilden pairs a pristine Queens shoreline with former military structures and art installations, while Robert Moses State Park provides a less crowded Fire Island setting with picnic areas, mini-golf, surfing, and fishing. Jones Beach adds a broad, popular barrier-island destination with sports, a nature center, concerts, and quieter sand beyond its facilities. Sherwood Island State Park in Connecticut supplies a quieter mix of sand, woods, wetlands, picnicking, and salt-marsh trails.
Know Your Airport: JFK, LaGuardia and Newark
New York City’s airport system—JFK, LaGuardia, and Newark—can create delays through traffic, security lines, parking constraints, terminal congestion, and redevelopment work. The guide recommends checking Uber airport pages, traffic reports and maps, TSA security wait times, travel alerts, and security guidelines before traveling. JFK may take 30 minutes to two hours from Manhattan and has terminal-specific peak periods, six terminals, an AirTrain option, and no official vehicle waiting zone; LaGuardia has four terminals, redevelopment-related parking limits, and especially busy Monday mornings and Friday afternoons. Newark is about 30 minutes from Manhattan, serves 50 carriers, offers short-term parking but no cellphone lot, and is described as having only 68.4% of inbound flights arrive on time, with terminal-specific busy periods and a 50%-lower UberX and UberXL fare promotion.
Alternative Valentine's Day Date Spots in San Francisco
San Francisco offers five alternative Valentine’s Day outings, ranging from an intimate wine tavern to a Napa Valley rail trip. Hidden Vine combines candlelit interiors, a fireplace, more than 180 wines, light food, and an outdoor bocce court. A Presidio walk can follow the mile-long Lover’s Lane trail, cross a brick footbridge, and continue toward Baker Beach, while the annual Great San Francisco Pillow Fight offers a playful pre-dinner diversion at Justin Herman Plaza. Bay cruises provide seated meals or appetizers and cocktails with views including the Golden Gate Bridge; the Napa Valley Wine Train adds vintage cars, vineyard scenery, a multiple-course meal, and wine tastings. Uber options are mentioned for getting around and leaving events on time.
Using Uber at Detroit Metropolitan Airport
The guide explains how to request an Uber at Detroit Metropolitan Airport (DTW) and offers practical advice for arriving, departing, and spending time in Detroit. After collecting luggage and selecting a vehicle in the app, riders should confirm they are on the arrivals level at McNamara Domestic, McNamara International, or North Terminal; if the driver is hard to find, they should call to coordinate. It also points travelers to terminal maps, WJR-AM 760 AM traffic reports, Google Maps, TSA guidelines, flight-status information, and DTW updates and FAQs. For visitors staying in the city, the guide recommends Hitsville U.S.A., Comerica Park, and Republic Tavern, describing their music history, baseball setting, and locally sourced charcuterie and cocktails.
Soar to the desert with UberCHOPPER
UberCHOPPER offers helicopter flights from Los Angeles to Indio for festival travel on April 7 and 8, with reservations available in the Uber app from noon to 4 p.m. A seat costs $695, allows one-way or round-trip travel, and can be reserved for up to six people; one-way passengers can add an UberSUV return to Los Angeles for $399 total. On flight day, passengers travel to Van Nuys Airport, land at the Indio BLADE Desert Lounge in under an hour, and continue by UberSUV to the festival, while the Neon Carnival helipad is described as walking distance from its entrance. Flights for Neon Carnival operate all night, but bookings cannot be refunded or canceled after purchase, and Blade arranges flights through FAA/DOT-licensed operators.
The New Normal Starts with Your Safety
Uber announced that, beginning May 18, 2020, riders, drivers, and delivery people would be required to wear masks or face coverings on its platform as cities began reopening during the COVID-19 crisis. The policy applied in many operating countries and was paired with cancellation and reporting options for people who felt unsafe or encountered noncompliance, while discriminatory cancellations remained prohibited. Drivers and delivery people had to complete a Go Online Checklist covering face coverings, sanitation, and keeping the front seat empty, then verify mask use with a selfie; riders had to confirm precautions, sit in the back, and open windows. Uber said it had allocated $50 million for supplies, secured more than 23 million masks, and was developing safety guidance with WHO and CDC.
Introducing the Work Hub, a new way for drivers to find essential work
With fewer people moving during COVID-19, drivers have fewer trips available and are earning less, prompting the introduction of Uber’s Work Hub. The hub brings together ways to find work with Uber and other companies, including one-tap access to Uber Eats delivery requests where available, signups for Uber Works shift jobs, and priority eligibility screening for Uber Freight for drivers with a Class A Commercial Driver’s License. It also connects drivers with external opportunities from companies hiring during the period, including Domino’s, Shipt, and CareGuide, alongside links to other job postings. Uber says it will continue adding partnerships and listings, and directs drivers to check the Driver app regularly for updates.
Introducing Uber VIP - Premium Rewards For Top Riders
Uber VIP is a no-cost monthly rewards program for riders in Nashville who complete 10 Uber trips each month. Members receive access to the highest-rated driver-partners, premium rides in top-quality cars, advance access to promotions, VIP-only giveaways and perks, and a monthly newsletter featuring local discounts and events. VIP rides cost the same as uberX, although the program warns that fewer VIP vehicles may mean longer wait times. Riders qualify by taking 10 rides in Nashville during each monthly period; Uber says it will provide status updates and automatically add VIP to eligible accounts at the start of every month. Keeping the benefit active requires completing another 10 rides per month, with examples of local discounts including Two Ten Jack and Blowout Co.
uAct - Unified Action Platform
Uber built uAct to consolidate action items and approval requests generated by its many internal applications, addressing notifications that could be lost among email and follow-ups. It combines real-time fetching with scheduled offline ingestion through Apache Camel, stores requests, and merges them in received and sent views. Users can act through deep links or within uAct, where the Action Dispatcher authenticates and authorizes actions and the Audit Trail Provider records them for compliance. Its onion-architecture backend uses orchestrators, application-specific mappers, MySQL for requests and CacheFront for preferences, while parallelized paginated calls and strict timeouts support performance as integrations grow. The platform has been implemented across Uber and also provides configurable views, hiding, manager filters, observability, privacy controls, and planned Slack notifications, reporting, nudging, and additional integrations.
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