Microsoft AI-For-Beginners, all-MiniLM-L6-v2, 9router, and Synthetic Cell – Jul 2

AI-For-Beginners: Microsoft's 12-week AI curriculum

microsoft/AI-For-Beginners

• ★ 50.8k
• ⮂ 10.3k

AI-For-Beginners is a Microsoft open-source course that teaches artificial intelligence fundamentals over 12 weeks and 24 lessons. The repository covers topics including computer vision, deep learning, convolutional neural networks, and generative adversarial networks, with content authored primarily in Jupyter Notebooks under an MIT license. It has accumulated 50,767 stars and 10,281 forks, with 40 open issues at the time of trending.

all-MiniLM-L6-v2: compact sentence-embedding model for semantic search

sentence-transformers/all-MiniLM-L6-v2

• ♥ 5,024
• ⇣ 245.9M

all-MiniLM-L6-v2 is a sentence-transformers model that maps sentences and paragraphs into a 384-dimensional dense vector space, enabling tasks such as clustering and semantic search. It is licensed under Apache-2.0 and supports multiple runtime formats including PyTorch, TensorFlow, ONNX, Safetensors, and OpenVINO. The model has accumulated 245,920,260 downloads and 5,024 likes, reflecting widespread adoption for embedding workflows.

From Harness Engineering to Evals: What’s Trending at AI Engineer

• ♥ 39
• 💬 7

I’m at the AI Engineer conference in San Francisco this week. The event has every major brand-name… Context: Dev.to – AI/ML.

bge-m3: multilingual sentence embedding model

BAAI/bge-m3

• ♥ 3,177
• ⇣ 31.7M

BGE-M3 is a sentence embedding model for sentence-similarity and feature-extraction tasks, built on XLM-RoBERTa and usable via the sentence-transformers library. It supports PyTorch and ONNX runtimes and is designed around multi-functionality, multi-linguality, and multi-granularity. Released under the MIT license, it has accumulated 31,515,609 downloads and 3,177 likes on Hugging Face.

bert-base-uncased: Google's foundational English fill-mask language model

google-bert/bert-base-uncased

• ♥ 2,693
• ⇣ 61.6M

google-bert/bert-base-uncased is the original BERT pretrained model on English text using a masked language modeling objective, now re-trending on Hugging Face. It supports the fill-mask pipeline and ships in multiple framework formats including PyTorch, TensorFlow, JAX, Rust, CoreML, ONNX, and Safetensors. The model has 61,592,131 downloads, 2,693 likes, and an Apache-2.0 license.

ZCode – Harness for GLM-5.2

• ▲ 343
• 💬 271

ZCode is an AI agent harness designed to integrate large language models with existing development tools for planning, coding, review, and deployment workflows. Version 3.0 is optimized for GLM-5.2 and emphasizes multi-agent collaboration. The project is generating substantial community discussion, accumulating 343 points and 271 comments on Hacker News around its practical utility for software teams.

9router: AI gateway routing coding tools to free LLM providers

decolua/9router

• ★ 19.4k
• ⮂ 3,138

9router is a JavaScript-based AI gateway that connects developer coding tools such as Claude Code, Cursor, Cline, and Copilot to free and low-cost LLM endpoints via 40-plus providers. It provides automatic fallback between models and a token-reduction feature called RTK that claims 20-40% savings. The MIT-licensed repository currently holds 19,379 stars and 3,138 forks on GitHub.

olmocr: open-source Python toolkit for converting PDFs to plain text

allenai/olmocr

• ★ 18.4k
• ⮂ 1,514

AllenAI's olmocr is a Python toolkit that converts PDFs and image-based document formats into clean, readable plain text, primarily intended for building LLM training datasets. The Apache-2.0-licensed project has 18,402 stars and 1,514 forks on GitHub. It addresses the common problem of linearizing complex document layouts into text that language models can consume effectively.

Optimizing for Agents with llms.txt

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• 💬 4

If you’ve spent any time poking around the AIE World’s Fair 2026 website, you may have come across… Context: Dev.to – AI/ML.

What Is MLIR and Why Does It Exist?

• ♥ 8

If "MLIR" looks like alphabet soup, this is for you. A ground-up explanation of the problem it solves — with working Python examples. Context: Dev.to – AI/ML.

Your Provenance Vector Dies at the Storage Boundary

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• 💬 3

A typed provenance vector is useless if downstream code ignores it, and impossible if it can't survive being compressed to fit a 500-step agent's memory. Part 4: enforcement by construction, and compression that keeps the axes. The comment section keeps finding the holes. Context: Dev.to – DevOps.

AI is going loopy, but in a good way

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• 💬 2

As you’d expect, the opening keynote of the AI Engineer World’s Fair was kicked off by one of its… Context: Dev.to – AI/ML.

Docker Security Dispatch — Issue 4: Miasma, Phantom Gyp, and AI Routing 🪱️

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• 💬 1

Welcome to the fourth issue of Docker Security Dispatch, written from the beautiful city of… Context: Dev.to – Ai.

I shipped my first npm package with AI — and it's already in production

• ♥ 3
• 💬 3

I'm a frontend developer with about three years of experience. Until a few months ago, "publish an… Context: Dev.to – Ai.

astryx: Meta's open-source agent-ready design system

facebook/astryx

• ★ 2,928
• ⮂ 155

astryx is an open-source design system from Meta, written in TypeScript and licensed under MIT. It is built to be fully customizable and explicitly designed for workflows where people and AI agents work alongside each other. The repository currently has 2,928 stars and 155 forks, with a homepage at astryx.atmeta.com and 180 open issues tracked on GitHub.

Sequence Agentic

Sequence is the financial execution layer for AI agents. Your agent can send, split, and route real money across all your bank accounts, cards, apps, and loans with scoped keys, server-side spending limits, and full audit trails. One API call from Claude, Cursor, n8n, or Zapier. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

Stigg 2.0

Stigg is the usage runtime for AI products: the real-time enforcement and governance layer between your app and your billing stack. It decides what every customer, user, team, and agent can do, the moment they try. Sub-millisecond credit checks, zero overdraft, enterprise governance, and modular BYOC. Metering, credit… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Humalike

Today's models are capable enough. Smart enough. Fast enough. But we still feel they don’t fit in the room. Humalike is building the behavioral infrastructure for humanlike AI agents. The social skills & proactiveness your agents have been missing. APIs, models, benchmarks. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Tabstack Browser Automation

Tabstack gives AI agents and apps finished output from the live web in a single API call. Extract structured data to a schema you define, convert pages to Markdown, run cited multi-source research, and automate browser tasks. Every call returns exactly what you asked for. Built for developers shipping autonomous agent… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Adam CAD Copilot

Adam brings AI CAD assistance into the tools mechanical engineers already use. Create & edit parts with prompts, reference selected geometry, clean up feature trees, and keep everything editable. All natively inside Onshape and Autodesk Fusion. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Fuser Apps

Fuser: The Creative Harness Company™ Product Hunt Fuser The Creative Harness Company™ 5.0 • 3 reviews • 446 followers The Creative Harness Company™ 5.0 • 3 reviews • 446 followers Visit website Design & Creative • AI Generative Media • Vibe Coding Tools Fuser is a node-based can… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Metal

Backed by a16z and YC, Metal offers an AI-native operating system for founders raising venture rounds. From investor discovery and relationship mapping to an in-app round copilot, Metal helps founders take a data-driven and high-precision approach. The platform is already being actively used by hundreds of high-intent… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

How will AI actually become an "everyday essential" for ordinary people, like smartphones or the internet?

A Reddit r/artificial thread asks why AI still feels like an optional novelty rather than a daily essential comparable to smartphones or the internet. The discussion focuses specifically on consumer-facing products, excluding business or enterprise use cases, and questions what would need to change for ordinary people to reach a can't-live-without-it relationship with AI tools. The linked page itself was not accessible for further detail.

Kitboga posted an interesting guide on how to mess with scam chatbots

This is a community-shared guide from streamer Kitboga demonstrating a technique to disrupt scam chatbots by feeding them recursive instructions. The post explains that certain prompts cause the chatbot to consume excessive tokens and produce hallucinated output. Commenters question whether this behavior generalizes to all large language models or only affects cheaper models that scammers typically deploy.

Introducing a companionship framework that turns your LLM into an engaging companion for very long conversations

A hobbyist-built framework designed to keep LLM-based chats coherent over extreme context lengths, sharing a personal research thread that reportedly reached roughly half a million tokens with Claude and GPT and over a million with Gemini. The Reddit post seeks community feedback on techniques for maintaining companion-style interactions across sessions that far exceed typical context windows.

Follow-up 2: Commerce withdrew the Fable/Mythos controls, but the wording dodges the hosted-access question

A community discussion reports that the Commerce Department withdrew the Fable/Mythos export-control measures tied to the Legion LegalTech case in D.C., which tested whether Commerce can treat access to a hosted frontier AI model as an export-controlled item. Commenters note the withdrawal's wording sidesteps the core legal question of whether hosted model access constitutes an export, leaving that issue unsettled.

Do you find yourself genuinely building skills with AI assistance, or do you notice your baseline abilities getting softer over time because you reach for the tool first?

A community discussion on r/artificial examines whether AI coding and learning assistants genuinely help users build new skills or instead cause baseline abilities to atrophy as people reach for the tool first. The original poster describes a tension between using tools like ChatGPT or Claude to deeply understand new concepts versus relying on them as shortcuts that bypass the learning process entirely.

Hamiltonian Neural Networks from a Differential Geometry Perspective

This is a Reddit discussion on r/artificial about Hamiltonian Neural Networks (HNNs) analyzed through the lens of differential geometry. HNNs are neural network architectures that incorporate Hamiltonian mechanics to learn physically consistent dynamics, meaning energy is conserved during prediction. The differential geometry framing likely offers a more principled mathematical foundation for understanding how these networks represent symplectic structures, relevant to resea…

From brute-force graph traversal to Cognitive Attention: an architectural redesign

An r/artificial post describes an architectural redesign for IONS, a proposed protocol where intelligence emerges from traversing reusable Cognitive Building Blocks (CBBs) instead of relying on ever-larger model weights. The author shared an early architecture, received community feedback, and revised the approach to address the biggest criticism raised. The post frames this as a shift from brute-force graph traversal toward a cognitive attention mechanism.

Why does it feel like big LLM providers are literally hiding prompt caching?

A Reddit r/artificial discussion raises concerns that major LLM providers insufficiently document prompt caching, a feature that can significantly reduce production API costs. The author notes that while caching information exists across pricing pages, docs, and API notes, it remains under-explained, especially for providers other than OpenAI, which offers a comparatively clearer explanation of how caching works.

Artificial adventures

An essay by a developer reflecting on their personal, hands-on experience working with AI tooling. The author describes their experimentation as unremarkable rather than transformative, and contrasts their measured perspective with the polarized, engagement-optimized opinions that dominate online discussion. The piece aims to provide fellow practitioners with a more honest, middle-ground account of what working with AI is actually like day to day.

CVE-2026-45659: Microsoft SharePoint Server Deserialization of Untrusted Data Vulnerability

This is a deserialization-of-untrusted-data vulnerability affecting Microsoft SharePoint Server, now listed in CISA's Known Exploited Vulnerabilities catalog. Deserialization flaws of this class can allow remote code execution if an attacker supplies crafted serialized data that SharePoint processes. Administrators should consult the primary NVD advisory for affected versions, exploit details, and patch or mitigation guidance specific to their deployment.

Verification: cisa kev confirmed.

CVE-2026-48558: SimpleHelp Authentication Bypass Vulnerability

This CVE identifies an authentication bypass vulnerability in SimpleHelp remote support software, now listed in CISA's Known Exploited Vulnerabilities catalog, which signals active exploitation in the wild. Authentication bypass flaws are particularly serious for remote-access tools because they can grant attackers direct entry without valid credentials. No specific affected versions, CVSS score, or mitigation details are available from the provided context.

Verification: cisa kev confirmed.

CVE-2026-12569: PTC Windchill and FlexPLM Improper Input Validation Vulnerability

This is a CVE entry for an improper input validation vulnerability affecting PTC's Windchill and FlexPLM product lifecycle management software. It is listed on CISA's Known Exploited Vulnerabilities catalog, indicating active exploitation in the wild. No further technical specifics—such as CVSS score, affected versions, or specific attack vectors—were available from the fetched NVD page, so readers should consult the primary advisory for mitigation details.

Verification: cisa kev confirmed.

I built a Chrome extension that lets you blow up any webpage

• ♥ 19
• 💬 8

I built a Chrome extension called Site Bomb. It does exactly one thing: you drop little bombs… Context: Dev.to – Javascript.

superfile: modern terminal file manager written in Go

yorukot/superfile

• ★ 18k
• ⮂ 485

superfile is an open-source terminal file manager written in Go and licensed under MIT, currently attracting significant visibility with 17,972 stars and 485 forks. It provides a visually polished, TUI-based interface for navigating and operating on files, built using the Bubble Tea framework. The project supports macOS, Linux, and Windows, offering installation via package managers including Winget and Scoop, along with plugin and theme customization options.

Oomwoo, an open-source robot vacuum you build yourself

• ▲ 185
• 💬 35

Oomwoo is an open-source DIY robot vacuum project built entirely in public from the first commit. It uses a Raspberry Pi, ROS 2, 2D LiDAR, and 3D-printed parts, with Home Assistant integration for local-first operation. The hardware, firmware, and software are all open, aimed at makers who want a customizable alternative to commercial robot vacuums.

Instatic: self-hosted visual CMS with built-in page builder

CoreBunch/Instatic

• ★ 2,108
• ⮂ 172

Instatic is a self-hosted, visual content management system written in TypeScript and licensed under MIT. It combines a visual editor, content engine, and publisher into a single Bun server, generating clean static pages that remain readable in view-source. The project covers topics including page building and static websites, and has accumulated 2,108 stars and 172 forks on GitHub.

Claude Code catastrophe: Entire project recursively deleted while prompting in Chinese (full video + logs)

A Reddit user reports that Anthropic's Claude Code CLI tool recursively deleted the contents of their local Electron project, named Orpheus, while running in a Windows terminal. The user states the prompt was written in Chinese and did not request any deletion, wiping, cleaning, resetting, or removal. Full video and logs were shared, though the post was still awaiting verification at the time of this signal.

US Supreme Court just blew up EU-US Data Transfers

This article from privacy advocacy group NOYB argues that a US Supreme Court decision in Trump v. Slaughter, which holds that the Federal Trade Commission may no longer be independent, undermines the legal safeguards underpinning EU-US data transfers. The FTC's independence is a key component of the Privacy Framework, as it serves as the redress mechanism EU citizens rely on when their data is processed in the United States.

Pidgin 3.0 Alpha 2 (2.96.0) has been released

Pidgin, the open-source multiprotocol instant messaging client, has released its second alpha for the 3.0 major version, numbered 2.96.0. The project plans to continue iterating with similar version numbers until a stable 3.0.0 release is ready. This release signals ongoing development of the long-awaited rewrite of the chat application.

Announcing Box3D

Box3D is a newly released open-source 3D physics engine, created as an extension of the well-established Box2D 2D physics library. It can be thought of as a fork of Box2D, expanded with features needed for 3D game development. The project comes from the original Box2D author and targets developers needing a physics engine for 3D games.

The Physics of Memory (aka can Javascript ECS?)

This is a practitioner benchmarking article comparing Entity Component System (ECS) and Object-Oriented Programming (OOP) paradigms using AssemblyScript compiled to WASM alongside native JavaScript. The author examines how memory locality affects performance, specifically whether CPU L1/L2 cache utilization improves when data is laid out contiguously rather than accessed through scattered object references. The piece targets developers evaluating data-oriented design trade-o…

Changes to Godot Engine Contribution Policies

The Godot Foundation has revised its contribution policies, effective 30 June 2026, to cope with a surge in community submissions that has overwhelmed the project's maintainers. The open-source game engine has experienced rapid growth in recent years, prompting structural changes to how code and other contributions are accepted and reviewed. The new policy aims to make the intake process more sustainable as the project's popularity continues to climb.

Progress Report: Linux 7.1 – Asahi Linux

This is an engineering progress report from the Asahi Linux project, which ports Linux to Apple Silicon Macs, covering changes shipped with the Linux 7.1 kernel release. The report discusses the boot picker architecture, explaining that the entry labeled Asahi is not the OS partition itself but a small bootloader partition. It is aimed at developers following the project's kernel-level work.

How Prathyusha Ramanjaneyulu at Celonis Eliminated Dev Environment Overhead for 600 Engineers

• ♥ 12
• 💬 1

I recently spoke with Prathyusha Ramanjaneyulu, a Senior Software Engineer at Celonis. She owns the… Context: Dev.to – DevOps.

Who's hiring? Q3 2026

This is a quarterly community job-posting thread on Lobste.rs where employers share open engineering positions with a technically focused audience. Companies are asked to follow a structured template listing their website, position titles, and location including remote availability. The thread has attracted 14 comments since being posted, offering a snapshot of current hiring activity among organizations seeking systems and infrastructure-oriented engineers.

OASIS 1 Ring

OASIS Ring combines our patented ring trackpad with private voice capture, integrated with Wispr Flow. After shipping the most advanced trackpad ever built into a ring this year, we’re launching our next step: an interface on your finger that lets you whisper privately, dictate with Wispr, and edit text with our track… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Acti

Type what you need. Hold Acti Bar. Acti understands your intent and brings back the right result, link, or action – right where you are. Use Acti for live sports schedules, nearby restaurants, Notion docs, LinkedIn profiles, Meet links, Calendar actions, and custom workflows – without leaving the conversation. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Wins 3.4

Wins brings fast, elegant window management to Mac. With Snap Island, Cmd-Tab Plus, Dock Preview, custom shortcuts, and system-level integration, you can organize, switch, and focus on windows in seconds — all in a way that feels right at home on macOS. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

For first time, a cell built from scratch grows and divides

• ▲ 827
• 💬 272

A Quanta Magazine article reports that scientists have constructed a synthetic cell from nonliving materials that exhibits more lifelike properties than prior attempts, including the ability to grow and divide. The work serves as a proof of concept that combining components to create living or near-living systems in the lab is achievable, and the Hacker News discussion drew 827 points and 272 comments.

My First Year at DEV Recap

• ♥ 47
• 💬 16

I heard about DEV a while back from a former colleague who was posting regularly back then. She won a…

Top 7 Featured DEV Posts of the Week

• ♥ 38
• 💬 8

Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the…

I Tried to Escape LeetCode for 2 Years (But Here We Are)

• ♥ 30
• 💬 9

Seriously, LeetCode in 2026? Everyone is saying HackerRank just killed LeetCode, and yet here I am,… Context: Dev.to – Web Dev.

Two Terminals, One Pot of Tea: Parallel Claude Code with Git Worktrees

• ♥ 23
• 💬 2

I had a lot of work to get through, and for once I didn't want to crawl through it one ticket at a… Context: Dev.to – Web Dev.

FFmpeg 9.1's new AAC encoder

• ▲ 347
• 💬 107

A Hydrogenaudio forum thread examines the AAC encoder introduced in FFmpeg 9.1, attracting 347 upvotes and 107 comments on Hacker News. The discussion focuses on the encoder's audio quality, bitrate handling, and how it compares to established alternatives like Apple's AAC or Fraunhofer's FDK. Engineers evaluating FFmpeg's built-in AAC output for production pipelines can find practical listener impressions and technical observations in the thread.

Show HN: Searchable directory of 22k+ products from worker-owned co-ops

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• 💬 63

Worker Owned is a searchable web directory listing over 22,000 products from worker-owned cooperatives, primarily focused on coffee shops, restaurants, cafes, and bakeries across the US. Users can search by city to find cooperatively owned food and beverage businesses in their area. The project surfaced on Hacker News with a score of 318 and 63 comments, indicating notable community interest in cooperative business discovery tools.

Internal Combustion Engine (2021)

• ▲ 308
• 💬 90

This is an interactive technical article by Bartosz Ciechanowski, published April 29, 2021, that visually explains how internal combustion engines work. The piece covers the engine's operating principles and historical significance since its 19th-century invention. It reached a score of 308 with 90 comments on Hacker News, indicating sustained interest among technically minded readers in the mechanical engineering behind a technology that continues to underpin modern transpo…

What to learn to be a graphics programmer

• ▲ 306
• 💬 158

A blog post by an experienced graphics programmer outlining the skills and knowledge needed to become hireable in real-time graphics. The author created it as a permanent reference after being frequently asked for career guidance. The post has generated substantial community engagement on Hacker News with 306 points and 158 comments, indicating practitioners find the advice relevant and discussion-worthy for those entering or transitioning into the field.

Ask HN: Who is hiring? (July 2026)

• ▲ 182
• 💬 196

This is a monthly Hacker News thread where employers post open positions and job seekers browse opportunities. The July 2026 iteration reached a score of 182 and 196 comments, indicating moderate engagement. These threads are structured so that companies share role details, location, and application links, making them useful for engineers tracking hiring trends across startups and established technology companies.

Bring back crappy forums

• ▲ 169
• 💬 105

An essay on the Tedium blog reflects on what was lost when internet users moved away from traditional web forums. The piece revisits the culture and functionality of older forum software, arguing that these platforms offered forms of discussion and community that modern social media does not replicate. The article has drawn 169 upvotes and 105 comments on Hacker News, indicating significant reader interest in the topic.

Weave Robotics launches Isaac 1, a $7,999 home robot with Fall 2026 deliveries

• ▲ 141
• 💬 200

Weave Robotics has opened orders for Isaac 1, a mobile home robot designed and assembled in San Francisco, priced at $7,999 with deliveries planned for Fall 2026. The device is marketed as private by design and capable of handling tedious household tasks, available in five colorways. A Hacker News thread with 141 points and 200 comments discusses the practical feasibility and technical claims of the product.

Opening up 'Zero-Knowledge Proof' technology to promote privacy in age assurance

• ▲ 123
• 💬 105

Google has open-sourced its Zero-Knowledge Proof (ZKP) libraries designed for privacy-preserving age assurance, particularly relevant as EU regulations drive demand for age-verification solutions. The libraries let a service confirm whether a user meets an age threshold without revealing their actual age or identity. Google developed the code in partnership with Sparkasse and published it on July 3, 2025. The Hacker News thread drew 123 points and 105 comments.

Building a passive Ethernet tap

A practitioner-focused blog post explaining how to construct a passive Ethernet tap for inspecting network traffic without actively injecting into the link. The author built the device after seeing a similar design, motivated by a desire to observe how much network traffic a consumer "smart" TV generates. The post covers the hardware construction and practical implementation details of intercepting Ethernet frames for analysis.

Uruky – The Paid European Search Engine

A blog post documents a practitioner's hands-on experience using Uruky, a subscription-based search engine positioned as a European alternative to larger search platforms. The author paid for a month of access at uruky.com and reports first impressions after thirty days of regular use, offering engineers a ground-level look at what a paid search product delivers in practice.

The Internet I Grew Up With Doesn’t Exist Anymore

This is a reflective blog post by Christian Leberg recounting how the internet has shifted from its earlier decentralized, hobbyist era to today's platform-dominated landscape. The author frames the web as now underpinning nearly all global economies, governments, and communities, and offers a personal retrospective on growing up online. The piece is published on cleberg.net and was surfaced on Lobste.rs as a community signal.

Which GitHub features are needed in a code forge before you can migrate?

This is a Lobste.rs discussion thread examining the practical feature gaps developers encounter when migrating away from GitHub to alternative code-hosting platforms. The conversation centers on identifying which specific GitHub capabilities—such as issue tracking, CI/CD pipelines, pull request workflows, and project management tools—are essential prerequisites before a team can realistically switch code forges. The thread draws on practitioner experience evaluating self-hos…