challenges Archives

Tech Optimizer

October 10, 2026

We Got a $240,000 Estimate for Agent API Access. Our Agent Suggested a $5 Postgres Instance.

The operational landscape at SaaStr has changed significantly with the integration of AI, particularly with the AI VP of Revenue, 10K, which manages most outbound, inbound, and revenue operations and executes 35,000 to 40,000 API calls daily. Salesforce, Atlassian, and HubSpot are now charging for agent access, with estimates suggesting that maintaining 10K could cost around 0,000 annually. 10K has proposed mirroring the system of record into a Postgres database to reduce API call costs. Previous limitations with Marketo restricted API access to 10 or 20 minutes daily, prompting a migration away from it. The cloud index has risen by 18%, while vendors relying solely on per-seat sales are struggling. Data shows that 49.7% of executives changed jobs in the last 16 months, with 63% of CMOs doing the same. Additionally, more than 75% of AI-native attendees at SaaStr events had never attended before. 10K is now tracking its own API calls and reducing unnecessary ones, while a Postgres mirror is being considered for vendors with high agent pricing. Muse is being tested for ad capabilities against Claude and Replit.

AppWizard

October 10, 2026

National Links: Stress Relief is a Minecraft Neighborhood

The Overhead Wire curates national and international news on urban landscapes and shares it with an engaged email list. They highlight stories from Greater Greater Washington, focusing on urban issues in the D.C. area. A research paper identifies five themes from interviews with apartment residents regarding their travel choices: self-selection, the built environment's impact on walking accessibility, transit service provision, subjective safety experiences, and the pragmatism of transport choices based on circumstances. A study reveals that 74% of Americans feel compelled to drive more than desired, with low-income drivers spending up to 40% of their income on transportation. The U.S. Department of Transportation has introduced a scoring bonus for transit projects based on birth and marriage rates, criticized for potentially benefiting certain demographics disproportionately. Cities are reimagining public safety by establishing independent departments for crisis response and violence prevention. The Talking Headways Podcast features Wendy Zhou discussing dynamic accessibility and the limitations of static maps. A quote reflects on the importance of long-term strategic thinking in societal infrastructure and technology adaptation.

AppWizard

October 10, 2026

Minecraft Dungeons 2 is an okay approximation of ‘Diablo for kids’ that’s sorely in need of more depth

Minecraft Dungeons 2 is an action role-playing game available on PC, Xbox Series X|S, PlayStation 5, and Nintendo Switch, with a release date of September 29, 2026. The game features a twelve-hour campaign where players experience consistent challenges due to level scaling, which diminishes the sense of progression. Combat is repetitive, lacking strategic depth, and exploration is limited despite claims of a more expansive world. The visual aesthetic is vibrant, but the narrative is weak and lacks engaging characters. The game includes accessibility options such as a guidance trail, customizable subtitles, and color-blind modes. The review was based on over thirteen hours of gameplay on a high-performance PC.

AppWizard

October 10, 2026

Be warned: Nivalis Nights may not be the cozy game you expect: ‘If you want a cozy existence in this city, you’re going to have to earn it’

Nivalis Nights is a user-generated tag on Steam that is described as a cyberpunk shop/life simulation game, with elements of management and relaxation. However, the game presents an overwhelming volume of quests and notifications, creating a chaotic experience that contrasts with traditional notions of coziness. Lead writer Thomas Welsh acknowledges that the game reflects life in a capitalist society, where players face burdensome debt and bureaucratic challenges. Despite its harsh world, the game includes decorating and management elements, visually stunning graphics, character narratives, and a hint of romance. The initial overwhelm from the quest log and constant notifications contributes to the subjective interpretation of coziness in gaming.

AppWizard

October 10, 2026

Expect plenty more Silent Hill over the next few years, as Konami has plans for ‘second and third waves’ of new games in its revived horror series

Silent Hill has made a successful comeback after nearly ten years of inactivity, with three new titles released by Konami: Silent Hill 2 Remake, Silent Hill f, and Silent Hill: Townfall. These games have received positive reviews and are performing well in sales. Producer Motoi Okamoto expressed relief over the successful reception of these titles and highlighted the challenges faced in convincing Konami to approve new entries after the cancellation of Silent Hills in 2015. There is interest in remaking the original 1999 Silent Hill, and the involvement of NeoBards Entertainment and Screen Burn Interactive in future projects remains unconfirmed. Silent Hill f has been described as a "true return to form," and Screen Burn's work on Silent Hill: Townfall has been praised for capturing the essence of the franchise.

AppWizard

October 10, 2026

A week with Googlebooks: four notes from our testing so far

Google has launched five new Googlebook laptops featuring the Googlebook OS, which has received mixed reviews. While the hardware is praised, the software is criticized for being problematic and not a significant upgrade from ChromeOS. Users report issues such as the inability to run Chrome with separate Google accounts, clunky Android apps, and awkward command requirements for messaging apps. The app ecosystem is struggling, with many applications failing to adapt to the Googlebook's interface, resulting in a frustrating user experience. Linux applications face integration challenges, complicating multitasking. Despite some successful features like file transfer and notification responses between Googlebook and Android devices, users experience frequent connectivity issues and sluggish performance.

Tech Optimizer

October 10, 2026

How and why we built Managed PostgreSQL for AI workloads

The Nebius Managed PostgreSQL team developed a solution for AI workloads using CloudNativePG and Kubernetes, resulting in improved backup and restore times by transitioning from Barman to WAL-G, reducing a 1.5 TB backup duration from over a day to two hours. Since its launch in 2025, the service supports hundreds of production clusters and manages tens of tebibytes of data. Key features include high availability, point-in-time recovery, automated failover, compressed and encrypted backups, rapid restoration, connection pooling, and strict synchronous replication for zero data loss. Kubernetes and CloudNativePG were chosen for their advantages, including out-of-the-box features and open-source distribution. Each cloud project has a separate MK8s cluster for customer isolation and security. Persistent data is stored on fault-tolerant SSD drives, enabling swift instance migration during failures. Regular physical backups are archived, allowing restoration within a seven-day window with a single click. The transition from Barman to WAL-G addressed slow backup and restoration times and resource control limitations. With WAL-G, backups and restorations for a 1.5 TB cluster improved to two hours and one hour, respectively. PgBouncer was implemented to manage database connections effectively, reducing connection storms during peak AI workload traffic. Two vector search extensions, pgvector and pgvectorscale, are available to cater to different memory and dataset needs. Benchmarking showed that Nebius performs competitively with AWS at a lower cost. The infrastructure integrates cloud engineering principles with specialized expertise to meet AI workload demands.

Tech Optimizer

October 10, 2026

How Telangana’s MeeSeva migration to open source could make governments rethink software costs

In April 2026, Telangana's MeeSeva platform migrated from the Oracle database to the open-source PostgreSQL database after 15 years of reliance on Oracle. This transition aimed to reduce annual costs of approximately ₹10 crore associated with Oracle licensing and maintenance. The initiative began in 2023, and the migration was executed with less than four hours of downtime, processing around 80,000 transactions daily. The migration involved over 85 microservices, three Oracle servers, and 1,939 tables, with the process automated by the Ora2Pg tool, which handled 60-70% of the transition. The migration cost was below ₹10 lakh, and after the switch, MeeSeva processed nearly 200 million transactions without data loss. The new architecture includes automatic failover capabilities to minimize disruption.

Winsage

October 10, 2026

Windows 11 annual update is boring, but staying on 24H2 is a security risk

Microsoft has released Windows 11 26H2 as a low-disruption update that activates existing features for users who have kept up with monthly updates. Users on version 24H2 should upgrade soon, as support will end on October 13, 2026, and they will no longer receive security patches. The end of support for various Windows 11 versions is as follows: 26H2 on October 9, 2028; 26H1 on March 14, 2028; 25H2 on October 12, 2027; and 24H2 on October 13, 2026. The 26H2 update includes new security features, Start menu customization, and improvements to File Explorer and AI integration. Users must have 24H2 or 25H2 installed to access the update, which may not be available to all devices due to compatibility safeguards. It is recommended to create a System Restore Point before updating.

AppWizard

October 9, 2026

5 best Minecraft seeds for 26.3

Minecraft 26.3, known as the Wilderness Bound update, introduces the Dappled Forest biome and offers players a selection of notable seeds for enhanced gameplay. The following seeds are highlighted: 1. Dappled Forest Harbor Village (Seed: 1040674356) - Features a four-leaf clover-shaped Dappled Forest with a village by the water. 2. Deep Into the Forest (Seed: 698652434) - Contains a village within the Dappled Forest, surrounded by colorful foliage and mountains. 3. Mountain Village, Cherry Slopes, and Cavern Depths (Seed: 8303230368046258714) - Includes a plains village at the base of snowy peaks, cherry slopes, and an Ancient City beneath. 4. Mansion Crushes Village Spawn Island (Seed: 4358921489363102297) - A Woodland Mansion overlaps a village on the spawn island, creating a challenging start. 5. Massive Dappled Forest Double Village Spawn (Seed: -2071092601429184301) - Features two villages and extensive Dappled Forest near the spawn point. To use a seed in Minecraft, Java Edition players should select "Create New World," go to the "More" tab, and paste the seed. Bedrock users can find the seed field under "Advanced settings." Seeds may generate differently between editions and versions, and location references are approximate.