Some discussions from the last 2 months
ISO27001 for small AI startup: costs & recommendations
# generalA discussion about achieving ISO27001 and GDPR compliance for a very small AI startup (<5 employees) with various members sharing their experiences with different compliance tools and services, including Vanta, Secfix, Kertos, and consultancy options.
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12 replies
First 30-60 days as new CTO
# generalA soon-to-be first-time CTO seeks advice on how to effectively spend their first 30-60 days in the role at a small company, receiving recommendations on stakeholder relationships, strategic thinking, and balancing technical and business responsibilities.
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13 replies
Critical MCP remote server vulnerability alert
# aiA security alert about a critical remote code execution vulnerability (CVE-2025-6514) in MCP remote servers, with advice to upgrade to version 0.1.16 or higher to mitigate the risk.
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1 replies
AI-driven software engineering masterclass
# generalAnnouncement of an upcoming masterclass on transforming from random AI prompting ('vibe-coding') to systematic 'agentic software engineering' methodologies that promise 10x productivity gains.
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1 replies
AI-powered systematic software engineering masterclass
# generalAnnouncement of a highly-anticipated masterclass on transforming from random AI prompting ('Vibe-Coding') to systematic 'Agentic Software Engineering' methodologies that promise 10x productivity gains.
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3 replies
Hetzner GPU for private LLM hosting
# aiThe thread shares experiences with Hetzner's GEX44 GPU server for privacy-sensitive LLM workflows, including setup details with Docker, Ollama, and LiteLLM, with participants discussing performance compared to OpenAI and sharing alternative UI options.
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8 replies
PDF data extraction alternatives to RAG
# aiA discussion on extracting specific information from large PDFs where community members suggest more efficient alternatives to RAG, including OCR+NER pipelines and two-step approaches with specialized tools.
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7 replies
LLM economics threaten business viability
# aiDiscussion of an article claiming OpenAI's actual costs are 10x what customers pay, raising concerns about the sustainability of LLM-based business models and the importance of avoiding third-party dependencies.
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3 replies
Team building time investment benchmarking
# generalA poll asking tech leaders how many days per year they dedicate to 'pure fun' team-building activities revealed most teams spend 3-5 days annually, with one leader sharing their practice of quarterly 1-3 day remote team offsites focused on relationship building.
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1 replies
German tech lawyer recommendations for IP/OSS
# generalA member requested recommendations for German-speaking lawyers with expertise in company law, IP, and open source, resulting in multiple community members sharing specific lawyer and law firm suggestions based on personal experiences.
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9 replies
talon.one vs Voucherify for voucher management
# generalDiscussion comparing talon.one and Voucherify as voucher discount management systems, with insights on pricing (talon.one at 50-100k p.a.), implementation experiences, and relative advantages.
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6 replies
Google Photos API restrictions frustrate developers
# interesting_contentA developer expresses frustration over Google's new Photos API restrictions that block non-Google apps from syncing photos automatically, forcing users to manually select each photo and prompting consideration of alternatives like Immich.
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4 replies
AI integration with internal knowledge bases
# aiTech leaders discuss experiences connecting internal knowledge systems (Confluence, Jira, Notion) to AI tools via Model Context Plugins, sharing workflows, challenges, and data privacy considerations.
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16 replies
Optimizing websites for LLM visibility
# aiThe thread explores emerging strategies for optimizing website content to be featured in LLM responses, including semantic markup, schema.json, llms.txt files, and providing markdown versions of content specifically for AI consumption.
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8 replies
Claude Code outperforms other AI coding assistants
# aiTech leaders discuss their positive experiences with Claude Code for development tasks, noting its superiority over OpenAI and Gemini alternatives despite occasional performance issues and higher costs.
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10 replies
EU AI Act compliance for internal tools
# generalA discussion clarifying that companies using LibreChat with OpenAI API for internal purposes are not considered 'providers' of AI systems under the EU Artificial Intelligence Act and thus not subject to its regulations.
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6 replies
Optimizing PR review flow for efficiency
# generalA discussion on improving pull request review processes when faced with increased productivity, focusing on alternatives to random reviewer assignment and exploring solutions like pair programming, rotating review duties, and specialized tools.
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9 replies
Managing AI tools across company teams
# generalTech leaders discuss approaches to governing AI service usage within their organizations, with most implementing allowlisting policies that balance innovation needs with compliance requirements.
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6 replies
EU Cyber Resilience Act resources needed
# generalA request for educational materials about the EU Cyber Resilience Act was answered by an expert who provided resources and offered their expertise based on their involvement with the CRA since 2022.
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2 replies
New open-source Mirakl competitor launched
# product_dealsAnnouncement of MercurJS 1.0, an open-source, enterprise-ready marketplace software built on TypeScript that aims to compete with Mirakl while offering MIT licensing, commercial support, and multiple marketplace architectures.
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0 replies
Scaling citizen-developed software for production
# aiA discussion seeking advice on how to maintain the speed of citizen development (vibe coding) while ensuring production-ready software that can scale securely, resulting in two scheduled meetings with experts who offered to share their experiences.
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8 replies
Lovable: Unicorn status despite technical limitations
# aiTech leaders discuss AI development tool Lovable's recent $200M funding round, sharing skepticism about its technical limitations while acknowledging its value for rapid prototyping and non-technical users.
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11 replies
Teams switching from Cursor to Claude Code
# aiMultiple tech leaders report their teams abandoning Cursor/Windsurf in favor of Claude Code for AI-assisted development, with some discussion about integration preferences and model performance differences.
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12 replies
AI adoption strategies for engineering teams
# generalAnnouncement of a podcast episode featuring Peter Gostev discussing practical AI transformation strategies across large engineering teams, highlighting the reality gap between AI hype and implementation while encouraging community discussion on their own AI adoption experiences.
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0 replies
CRM alternatives to Braze: recommendations needed
# generalA tech leader is seeking recommendations for more affordable CRM alternatives to Braze that support multiple communication channels, workflow management, data integration, and reporting capabilities.
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5 replies
EU AI Act compliance for internal LLM use
# generalDiscussion clarifies that companies using third-party LLMs through interfaces like LibreChat for internal purposes are not considered 'providers' of AI systems under the EU AI Act, and thus face reduced regulatory obligations.
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7 replies
Managing shadow IT from non-technical teams
# generalThe thread explores strategies for balancing innovation from non-technical teams building their own tools while maintaining security, compliance, and sustainable maintenance practices.
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10 replies
Managing long context windows in LLMs
# aiA resource-sharing thread highlighting common failure modes of long context windows in LLMs (like Claude Sonnet's 1M tokens) and practical strategies to address these limitations.
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0 replies
GPT-5 vs Claude Code performance comparison
# aiTech leaders compare their experiences using GPT-5 and Claude Code for coding tasks, with most finding Claude Code with Opus 4.1 slightly better, especially for planning and working with larger codebases.
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17 replies
EU-compliant local AI coding assistant
# aiA user shares bolt.diy, a local version of bolt.new that can be connected to EU-based AI systems like homeport.ai to maintain data sovereignty while using AI coding assistance.
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0 replies
Finding external AI audit expertise
# generalA request for recommendations on external AI experts who can audit existing tools and processes, identify quick wins, and determine if a full-time AI role is necessary, which received direct offers from consultants in the community.
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4 replies
EU AI Act compliance for internal LLM use
# generalDiscussion about whether companies using LibreChat with OpenAI API for internal purposes fall under the EU AI Act as providers or deployers of high-risk AI systems, with participants concluding that organizations would be considered deployers with potential high-risk classification.
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12 replies
Optimizing PR review flow at scale
# generalDiscussion about challenges and potential solutions for managing pull request reviews when productivity increases, including tools like Reviewpad, pair programming approaches, and team organization strategies to prevent bottlenecks with experienced engineers.
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10 replies
OpenCode.ai vs Claude Code comparison
# aiA brief discussion comparing OpenCode.ai with other AI coding assistants like Claude Code and Google's Jules, with feedback on their relative maturity and usability.
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2 replies
DIY voice assistant beats no-code solutions
# aiA tech leader shares their custom-built voice assistant for Google Calendar using Elevenlabs and n8n, sparking a discussion about the capabilities of Elevenlabs versus no-code voice AI platforms like Vapi.
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5 replies
Coding agents guide from Devin's experience
# aiA shared resource on effective coding agent usage based on Devin's experience with 250,000 merged PRs, prompting community interest in comparing different AI coding tools like Claude Code and Gemini CLI.
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5 replies
AI prompt guides for non-technical staff
# aiA request for prompt engineering resources suitable for non-technical company staff received recommendations for customized workshops and OpenAI's academy courses.
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2 replies
FinOps Masterclass: Beyond cost-cutting
# generalAnnouncement of an upcoming online Masterclass on July 17th, 2025, focused on FinOps principles that align cloud spending with business goals, sponsored by DoiT.
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0 replies
Best European cities for tech hubs
# generalTech leaders discuss optimal European locations for establishing engineering offices, weighing factors like talent availability, proximity to customers, language, costs, and regulatory considerations.
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12 replies
Atlassian ecosystem expert for acquisition due diligence
# generalA member seeks an Atlassian ecosystem expert who knows the marketplace well for due diligence on a potential acquisition of an Atlassian marketplace partner, receiving several personal and company recommendations from the community.
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12 replies
Developer hardware budgets and approval policies
# generalTech leaders discuss approaches to handling expensive hardware requests from developers, specifically whether a €2000 49" monitor is reasonable for a home office setup.
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5 replies
Governing no-code platforms in enterprises
# generalA discussion seeking governance strategies for low-code/no-code platforms in large enterprises, particularly when non-engineering teams can build their own applications, with suggestions to look at existing commodity application patterns.
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1 replies
Microsoft EA discount benchmarking
# generalA tech leader seeks benchmarks on Microsoft Enterprise Agreement discounts for a ~1000 user organization with M365 E5 licenses (including Copilot) and additional Microsoft products totaling $800k annually.
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1 replies
Teams switching from Cursor to Claude Code
# aiTech teams are abandoning Cursor/Windsurf in favor of Claude Code for AI-assisted coding, with some users integrating Claude Code into Cursor or IntelliJ rather than using Cursor's native AI capabilities.
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3 replies
AI-assisted Rust library development experience
# aiA community member shared their detailed experience of using AI to help build a Rust library from scratch, documenting both successes and challenges in a LinkedIn post that received positive engagement from the community.
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3 replies
AWS to Azure transition difficulty
# generalA tech leader inquires about the learning curve for an AWS DevOps professional transitioning to Azure, receiving insights about Azure's straightforward learning path with specific challenges around product overlap, sunsetting, and role management.
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2 replies
Navigating BAFIN regulatory boundaries as CTO
# generalA CTO seeks guidance on the legal limitations and political dynamics of their new role that includes oversight of a BAFIN-regulated company, with a community member offering to share relevant experience.
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2 replies
Project A Ops rebrands as A11 Global
# generalAnnouncement of Project A Ops Team rebranding to A11 Global, maintaining the same team and quality while adopting a new visual identity that better represents their mission to 'shift into a higher gear'.
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5 replies
Hetzner reliability concerns prompt cloud migration
# generalA tech leader seeking high-level contacts at Hetzner due to hosting issues learns that another company migrated to GCP Sovereign after experiencing network outages and staffing challenges with Hetzner.
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3 replies
Active Data/AI Slack communities recommendations
# aiCommunity members recommend and endorse specific Data and AI Slack communities, particularly DataTalks Club and Data Action Mentor, in response to a request for active groups focused on ML, NLP, and DNNs.
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4 replies
Cursor vs Claude Code comparison
# aiUsers discuss technical issues with Cursor's background agents and compare features with Claude Code, weighing the pros and cons of each AI coding assistant.
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7 replies
Managing MCPs: security vs productivity tradeoffs
# aiDiscussion on approaches to handling Machine Coding Platforms (MCPs) in organizations, balancing security risks against productivity benefits, with a proposed solution of creating a centralized MCP gateway.
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5 replies
Airtable enterprise tier experiences and alternatives
# generalA discussion about Airtable's enterprise tier pricing, technical support quality, and potential open-source alternatives like NocoDB for those facing limitations with Airtable.
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5 replies
Auth0 integration with Next.js help
# generalA developer seeking help with Auth0's Next.js SDK integration receives offers of assistance and an alternative suggestion to use Zitadel to avoid vendor lock-in.
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3 replies
Ethical hackers for AI face recognition
# generalA request for ethical hacker recommendations for a Swiss AI startup developing face recognition products received specific company suggestions from the community.
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3 replies
Kanban vs Sprints for delivery predictability
# generalA tech leader with a 6-person engineering team using Kanban is considering switching to sprints for better delivery predictability, while another leader shares satisfaction with their time-based release Kanban approach.
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3 replies
Best retrospective tools for tech teams
# generalTech leaders discuss their preferred retrospective tools including MetroRetro, retrotool.io, and Retrium, with insights on selection criteria like UX, simplicity, and integration with existing toolsets.
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4 replies
Technical due diligence consulting expertise needed
# generalA community member seeks technical due diligence consultants for private questions, receiving multiple offers of assistance from experienced professionals willing to share their expertise.
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8 replies
WordPress frustration, seeking expert help
# generalA tech leader seeks recommendations for freelancers or agencies who can provide ongoing support for their disliked WordPress/Elementor website while potentially helping transition to a static site generator with a git-based workflow.
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10 replies
Open-source log management for Spring Boot
# generalA tech leader seeks recommendations for an on-premises log management solution for Spring Boot with specific requirements, receiving suggestions including Loki, VictoriaLogs, ClickStack, Axiom, and the ELK stack.
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4 replies
External CISO recommendations in Germany
# generalA member seeks recommendations for an external CISO based in Germany to support with security topics and ISO re-certification, receiving a specific recommendation from another member.
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3 replies
Optimizing PR review flow for growing teams
# generalDiscussion on improving pull request review processes when increased productivity creates bottlenecks, with suggestions ranging from pair programming to review rotation systems and specialized tools.
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10 replies
Ex-OpenAI employee insights worth reading
# interesting_contentA community member shared an article containing reflections from a former OpenAI employee that sparked interest and highlighted the comparison of OpenAI to Los Alamos.
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2 replies
Device fleet rental options for startups
# generalA startup founder seeks recommendations for renting MacBooks and other devices through Grover or alternatives, receiving feedback about Flexvelop as a procurement partner and insights about Grover's pricing benefits but administrative challenges.
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2 replies
Laravel Boost: PHP framework with MCP server
# aiA brief announcement about Laravel Boost, a PHP framework with its own MCP server, sparking positive reactions and a mention of Symfony's similar AI initiative.
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2 replies
Relatable tech humor sparks community laughter
# aiA shared tweet about a common tech experience generated significant amusement among community members, evidenced by multiple laughing reactions and an affirming reply.
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1 replies
Tools to convert Figma designs to MVP code
# aiA tech leader seeks recommendations for tools that can efficiently transform Figma designs and component libraries into usable React/NextJS code to minimize engineering effort for MVPs, with community members suggesting v0.dev, Figma Make, and Replit as potential solutions.
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5 replies
OpenAI announces GPT-5 release
# aiA community member shared OpenAI's GPT-5 announcement page, generating enthusiasm as evidenced by multiple 'fire' reactions from the tech leadership community.
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0 replies
GPT-5 preview: 'it's a big deal'
# aiA member shares Ethan Mollick's blog post about GPT-5's capabilities, sparking a brief discussion about its controversial nature, early implementation by Lovable, and the ongoing commoditization of LLMs.
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1 replies
OpenAI releases open-source GPT models
# aiA community member shared the announcement of GPT OSS, OpenAI's new open-source model family, which received positive engagement indicated by rocket reactions.
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AI model pricing impacts adoption strategy
# aiA discussion about how AI pricing dynamics affect implementation strategy, suggesting that while older models get cheaper, the cost of cutting-edge models remains prohibitive for widespread agentic use, indicating tech leaders should maintain steady progress rather than rushing or waiting.
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0 replies
BMAD-METHOD: AI agent framework worth exploring
# aiCommunity members share positive experiences using the BMAD-METHOD universal AI Agent framework with various AI tools like Claude Code, discussing its benefits for existing codebases and potential for customized workflows.
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4 replies
Alphalist login issue resolved quickly
# generalA user reported authentication errors on Alphalist.com, which were promptly resolved by an admin who identified and fixed the issue with the user's Slack ID not being linked to their internal account.
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5 replies
Build vs buy software integration marketplace
# generalA tech leader seeks advice on whether to develop an in-house integration center/marketplace or use third-party solutions like flowmate.io for connecting their software with accounting and ERP systems.
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2 replies
Measuring developer productivity in AI era
# interesting_contentA discussion on how to effectively measure developer productivity when using AI tools like Copilot, considering both increased output and new friction points such as interruptions and cognitive load.
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2 replies
Ex-OpenAI employee shares insider insights
# interesting_contentA community member shared an article containing reflections from a former OpenAI employee, which was well-received by the community for its interesting insights into the organization.
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1 replies
Seeking Hetzner contact for hosting issues
# generalA tech leader is seeking high-level contacts at Hetzner to resolve hosting issues, while another member shares negative experiences that led them to migrate away from the provider due to recurring network outages.
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1 replies
Analytics tools for sensitive health data
# generalDiscussion about finding privacy-compliant analytics solutions for German health data, with PostHog being considered as an alternative to the inadequate Matomo, potentially requiring on-premise hosting for compliance.
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2 replies
Affordable consent management alternatives
# generalA tech leader seeks recommendations for more cost-effective consent management solutions than Usercentrics for B2C sites, receiving suggestions for consent.io and termly.io as simpler alternatives.
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2 replies
Cybersecurity tooling recommendations for pen-testing
# generalA tech leader is seeking recommendations for cybersecurity and automated pen-testing tools, specifically asking about Aikido and what other companies are using for dynamic security testing.
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2 replies
Oracle BI pricing benchmarks for negotiation
# generalA tech leader seeks to exchange Oracle BI pricing information with peers who have 100-200 licenses to gain negotiation leverage with Oracle.
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6 replies
Cost-saving alternative to Databricks Photon
# product_dealsA community member is sharing information about Exasol Lakehouse Turbo, a new solution that integrates with Databricks as an alternative query engine to Photon, promising cost savings and workload acceleration for Databricks Lakehouse users.
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0 replies
AI tools' future impact on dev budgets
# interesting_contentA shared article about the potentially high costs of LLM tools for developers ($50k/year per developer by 2026) received positive reactions from community members.
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1 replies
Welcoming new member to community
# aiA brief welcome message to a new community member encouraging them to share their expertise, which received positive reactions from the community.
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0 replies
Kiro AI tool for PRD creation
# aiA user shares positive experience using Kiro for writing PRDs, designs, and tasks, while another member raises awareness about the tool's opt-out data training policy.
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1 replies
Document translation tool project
# aiA member shared their new project for translating PowerPoint and Word documents, generating interest from others who inquired about open-sourcing and the technical implementation.
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4 replies
Finding mentorship for junior QA staff
# generalA leader seeks recommendations for an external QA mentor for an engaged junior team member who lacks internal coaching resources, receiving a suggestion for QCademy which may only offer German-language mentoring.
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3 replies
C5-certified CIAM alternatives needed
# generalA tech leader is seeking C5-certified CIAM solutions comparable to Auth0 or Cognito with good developer experience, as alternatives to Open Telekom Cloud.
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2 replies
AI costs reshaping developer budgets
# interesting_contentA humorous article about the potential future cost of LLM tools ($50k/year per developer by 2026) sparked agreement and amusement among tech leaders who found truth in the prediction.
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2 replies
LLM and AI infrastructure feedback sessions
# aiA community member is seeking participants for short feedback sessions (15-30 minutes) focused on LLM Management and AI Infrastructure to gather thoughts, experiences, and challenges from fellow tech leaders.
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0 replies
Quality German hosting providers recommendations
# generalA brief exchange seeking and providing recommendations for reliable German hosting providers for mid-sized companies, with specific mentions of Hetzner for self-managed infrastructure and Syseleven for their historical technical expertise.
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2 replies
Notion vs Google Workspace for intranet
# generalA discussion about potentially migrating from Notion+Google Workspace to pure Google Workspace for intranet purposes, with participants sharing their experiences and concerns about Notion's costs despite its valued functionality.
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3 replies
Blacksmith.sh and alternative dev infrastructure tools
# generalA brief exchange about Blacksmith.sh development tool and alternatives like Ubicloud and depot.dev, including a mention of a real user and cost considerations.
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4 replies
IT Operations Manager salary benchmarks needed
# generalA tech leader seeks salary benchmarks for an IT Operations Manager role at a 50-person health tech startup in Munich, with responsibilities spanning internal IT management, customer integrations, and vendor management.
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2 replies
Ex-Google exec predicts AI's transformative future
# aiA community member shared a podcast episode featuring Mo Gawdat (former Google executive) discussing AI's potential future impact on society and jobs, noting that while the title sounds alarmist, the content offers valuable perspective on AI as a potential savior rather than enemy.
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1 replies
QA automation strategies in AI era
# aiA tech leader seeks best practices for QA automation in the age of AI, including processes, tools, and team integration approaches, receiving offers for specialized guidance and resources on LLM-based engineering practices.
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2 replies
DeepMind's Genie-3 revolutionizing game development
# aiA brief discussion about Google DeepMind's Genie-3 world model announcement sparked speculation about AI potentially creating fully interactive open-world games with intelligent NPCs before traditional game development cycles complete.
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3 replies
Goose tool experience and adoption
# aiBrief discussion about experiences with Goose, an agent framework gaining traction, with participants noting its similarity to other tools while sharing positive usage feedback from DevOps teams.
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4 replies
DNS migration issue and quick resolution
# generalA tech leader sought help with a critical DNS propagation issue during migration from United Domains to Cloudflare, which was resolved by verifying the setup and waiting for propagation to complete.
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4 replies
Shotgun: structured AI research for engineering
# product_dealsIntroduction of Shotgun, a CLI tool that transforms fragmented AI research conversations into comprehensive engineering specifications by orchestrating specialized AI agents to work like a senior engineering team.
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1 replies
Green energy tech with dynamic pricing
# product_dealsIntroduction to Rabot Energy, a clean-tech company offering smart dynamic electricity tariffs with a special discount code for community members, followed by a positive testimonial from a long-term customer.
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3 replies
New Claude AI variants worth trying
# aiA brief exchange about Claudia (a female counterpart to Claude AI), Cursor, and Claude Code UI, with interest in mobile accessibility for these AI tools.
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4 replies
External CISO recommendations for ISO certification
# generalA request for recommendations for an external CISO based in Germany who can support with security topics and ISO re-certification, with limited community engagement.
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1 replies
PayPal account frozen, seeking support contact
# generalA parent is seeking a direct connection to PayPal customer support after their son's school graduation event account was frozen, with another member suggesting that PayPal's phone support is actually responsive and helpful based on personal experience.
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1 replies
Zendesk to HubSpot migration considerations
# generalA tech leader is seeking community input on migrating from Zendesk to HubSpot Service Hub, weighing potential benefits like improved team handovers and AI features against concerns about migration complexity and long-term viability.
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1 replies
New Claude variant: Claudia AI assistant
# aiA community member shares a link to Claudia (positioned as Claude's "female partner"), prompting a humorous movie reference and brief exchange about potential usage, but lacks detailed user experiences.
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3 replies
Shared tech video resource
# aiA community member shared a YouTube video resource that received positive reactions from other members.
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0 replies
Weekend tech entertainment video share
# aiA community member shared a YouTube video as entertainment content for the weekend, receiving positive engagement through heart reactions.
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Seeking Network Solutions domain contact
# generalA brief exchange where a member seeks a direct contact at Network Solutions Inc. specifically for domain-related issues, but doesn't receive the needed connection.
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4 replies