---
title: AI for IT
url: "https://goremy.ai/blog/topic/ai-for-it"
type: role
updated: "2026-11-13T05:40:16.895Z"
posts: 345
---

# AI for IT

How IT teams use AI at work, how to get good results, and what it means for your job. Guides, templates and prompts.

Written for IT teams who keep the systems and laptops working.

## Start here

- [How to Run GLM-5.3-Flash Locally on CPU (No GPU Required)](https://goremy.ai/blog/articles/run-glm-5-3-flash-locally-on-cpu-no-gpu-needed): How to run the 320B-parameter GLM-5.3-Flash model on CPU with 128GB RAM using Unsloth's dynamic GGUF quants, plus the hardware math and exact commands.
- [How to Run AI Agents Locally on Your Own Hardware](https://goremy.ai/blog/articles/how-to-run-ai-agents-locally-a-practical-setup-guide): Open-weight models now rival GPT-4o and o1. Here's how to run an AI agent locally: hardware, quantization, MCP tool access, and the real cost math.
- [What Hardware Do You Actually Need to Run LLMs Locally?](https://goremy.ai/blog/articles/hardware-requirements-for-local-llm-inference-2026-guide): What GPU, memory, and budget you actually need to run a 27B-class model like Qwen3 locally, plus the break-even math against API pricing.
- [The Best Local Open-Source LLM for Coding in 2026](https://goremy.ai/blog/articles/best-local-open-source-llm-for-coding-2026-guide): Five Apache-licensed local coding models that match GPT-4o on benchmarks, run on one GPU, and cost nothing per token. A practical buyer's guide.

## By what you need

### AI News & Models (263)

- [How Does Nod Keep Agent Memory and Payments Safe?](https://goremy.ai/blog/articles/nod-agent-security-memory-payments-safeguards)
- [Simulon APK: Where to Download It for Android Safely](https://goremy.ai/blog/articles/simulon-apk)
- [Can You Run Ripple 65B Locally? Hardware and Comparison](https://goremy.ai/blog/articles/ripple-65b-preview-run-locally)
- [How to Run Underdog Woof TTS on a CPU (and Is It Free to Use?)](https://goremy.ai/blog/articles/how-to-run-underdog-woof-tts-on-cpu)
- [What Is Agent-Native Version Control? How It Differs From Git](https://goremy.ai/blog/articles/what-is-agent-native-version-control)
- [All of AI News & Models](https://goremy.ai/blog/topic/ai-news-and-models)

### Internal Tools with AI (81)

- [Build vs Buy Software: Should You Replace a SaaS Tool?](https://goremy.ai/blog/articles/should-you-build-instead-of-buy-replacing-a-saas-tool-with-your)
- [Can You Run Ripple 65B Locally? Hardware and Comparison](https://goremy.ai/blog/articles/ripple-65b-preview-run-locally)
- [How to Run Underdog Woof TTS on a CPU (and Is It Free to Use?)](https://goremy.ai/blog/articles/how-to-run-underdog-woof-tts-on-cpu)
- [Nemotron Bolt vs Super: How Much Quality Does Bolt Lose?](https://goremy.ai/blog/articles/nemotron-bolt-vs-super-benchmarks-agent-tests)
- [How to Run TwIL LM3 Pro Locally With llama.cpp](https://goremy.ai/blog/articles/twil-lm3-pro-run-locally-llama-cpp)
- [All of Internal Tools with AI](https://goremy.ai/blog/topic/internal-tools-with-ai)

### AI at Your Job (4)

- [How Does Nod Keep Agent Memory and Payments Safe?](https://goremy.ai/blog/articles/nod-agent-security-memory-payments-safeguards)
- [Simulon APK: Where to Download It for Android Safely](https://goremy.ai/blog/articles/simulon-apk)
- [How Did Attackers Abuse Binance's Internal AI Tool?](https://goremy.ai/blog/articles/binance-hack-internal-ai-tool-fake-job-interview)
- [Can You Run Nvidia Nemotron 3.5 Bolt 74B on 24GB?](https://goremy.ai/blog/articles/nvidia-nemotron-3-5-bolt-74b-2-bit-local)
- [All of AI at Your Job](https://goremy.ai/blog/topic/ai-at-your-job)

### AI for Everyday Life (3)

- [How to Sleep After Night Shift and On-Call Nights (With AI)](https://goremy.ai/blog/articles/shift-work-and-sleep-use-ai-to-plan-rest-around-odd-hours)
- [How to Make a Budget with AI (Free Prompt That Works)](https://goremy.ai/blog/articles/how-to-make-a-budget-with-ai)
- [How to Avoid Burnout at Work: Win Back 5 Hours With AI](https://goremy.ai/blog/articles/burnout-at-work-use-ai-to-win-back-5-hours-a-week)
- [All of AI for Everyday Life](https://goremy.ai/blog/topic/ai-for-everyday-life)

## Other roles

- Go to market: [AI for Marketing](https://goremy.ai/blog/topic/ai-for-marketing), [AI for Sales](https://goremy.ai/blog/topic/ai-for-sales), [AI for Customer Success](https://goremy.ai/blog/topic/ai-for-customer-success), [AI for Customer Support](https://goremy.ai/blog/topic/ai-for-customer-support)
- Money & operations: [AI for Finance](https://goremy.ai/blog/topic/ai-for-finance), [AI for Accounting](https://goremy.ai/blog/topic/ai-for-accounting), [AI for Procurement](https://goremy.ai/blog/topic/ai-for-procurement), [AI for Operations](https://goremy.ai/blog/topic/ai-for-operations), [AI for Legal & Compliance](https://goremy.ai/blog/topic/ai-for-legal)
- People: [AI for HR](https://goremy.ai/blog/topic/ai-for-hr), [AI for Recruiting](https://goremy.ai/blog/topic/ai-for-recruiting), [AI for Learning & Development](https://goremy.ai/blog/topic/ai-for-learning-and-development)
- Product & tech: [AI for Engineering](https://goremy.ai/blog/topic/ai-for-engineering), [AI for Product Management](https://goremy.ai/blog/topic/ai-for-product-management), [AI for Design](https://goremy.ai/blog/topic/ai-for-design), [AI for Data & Analytics](https://goremy.ai/blog/topic/ai-for-data-analytics), [AI for Security](https://goremy.ai/blog/topic/ai-for-security)
- Leading: [AI for Managers](https://goremy.ai/blog/topic/ai-for-managers), [AI for Executives](https://goremy.ai/blog/topic/ai-for-executives)

## All articles (345)

- [How to Sleep After Night Shift and On-Call Nights (With AI)](https://goremy.ai/blog/articles/shift-work-and-sleep-use-ai-to-plan-rest-around-odd-hours) (2026-11-13): Practical ways to sleep after a night shift, a late work call, or while on call, plus an AI prompt that builds a sleep plan around your odd hours.
- [How Does Nod Keep Agent Memory and Payments Safe?](https://goremy.ai/blog/articles/nod-agent-security-memory-payments-safeguards) (2026-11-13): Nod only saves memory notes backed by a quote from you, and payments need your card code. See the 216-attack test, the 93.2% LongMemEval score and caveats.
- [How to Use AI Meeting Notes and Pull Out Action Items](https://goremy.ai/blog/articles/use-ai-to-take-meeting-notes-and-pull-out-action-items) (2026-11-12): Learn how to use AI to record, transcribe and summarize meetings, extract action items with owners and dates, and write better notes for sales calls.
- [Simulon APK: Where to Download It for Android Safely](https://goremy.ai/blog/articles/simulon-apk) (2026-11-12): Simulon's official Android app is on Google Play. Learn how to install it, why third-party APK files are risky, and how to verify a file if you must.
- [Build vs Buy Software: Should You Replace a SaaS Tool?](https://goremy.ai/blog/articles/should-you-build-instead-of-buy-replacing-a-saas-tool-with-your) (2026-11-12): A practical build vs buy software guide: a scorecard, a real cost worksheet, an AI prompt, and a worked example for replacing a SaaS tool you barely use.
- [Can You Run Ripple 65B Locally? Hardware and Comparison](https://goremy.ai/blog/articles/ripple-65b-preview-run-locally) (2026-11-12): Ripple 65B Preview is a dense 65B open-weight model with 1M context. See memory needs, DGX Spark fit, API pricing and how it compares to peers.
- [How to Run Underdog Woof TTS on a CPU (and Is It Free to Use?)](https://goremy.ai/blog/articles/how-to-run-underdog-woof-tts-on-cpu) (2026-11-12): Underdog Woof is a 40.6 MB English text-to-speech model that runs on a CPU with NumPy. Setup steps, voices, test results and the non-commercial license catch.
- [What Is Agent-Native Version Control? How It Differs From Git](https://goremy.ai/blog/articles/what-is-agent-native-version-control) (2026-11-12): Agent-native version control tracks AI agent work as branches, checkpoints and history tied to prompts and specs. Here is how it differs from plain Git.
- [How Did Attackers Abuse Binance's Internal AI Tool?](https://goremy.ai/blog/articles/binance-hack-internal-ai-tool-fake-job-interview) (2026-11-11): A fake job test on a work laptop reportedly let attackers use an internal AI tool to reach wallet engineers at Binance. Here is what happened and how to scope agent access.
- [Excel Formulas With AI: Cleanup, Pivots, Renewal Forecasts](https://goremy.ai/blog/articles/ai-for-excel-formulas-cleanup-and-pivot-tables-without-the-pain) (2026-11-11): How to use AI for Excel formulas, data cleanup before a migration, pivot tables and a renewal forecast, with prompts you can paste and checks to run.
- [Nemotron Bolt vs Super: How Much Quality Does Bolt Lose?](https://goremy.ai/blog/articles/nemotron-bolt-vs-super-benchmarks-agent-tests) (2026-11-11): Nemotron 3.5 Bolt is a 2-bit version of the 120B Super. Compare benchmark drops (PinchBench 90 to 88, GPQA 89 to 86), file size, speed and what to test.
- [How to Ask for a Promotion (and Build Your Case With AI)](https://goremy.ai/blog/articles/how-to-ask-for-a-promotion) (2026-11-11): A step-by-step guide to asking for a promotion: build your evidence, use AI to draft the case, script the conversation, and handle APM to PM moves.
- [How to Make a Budget with AI (Free Prompt That Works)](https://goremy.ai/blog/articles/how-to-make-a-budget-with-ai) (2026-11-11): Learn how to make a budget with AI, including on a low salary or for a family. Copy the free prompt, fill it in, and check the math in about 20 minutes.
- [How to Run TwIL LM3 Pro Locally With llama.cpp](https://goremy.ai/blog/articles/twil-lm3-pro-run-locally-llama-cpp) (2026-11-11): Run the 3.66B TwIL LM3 Pro logic model locally with llama.cpp: VRAM needs, quantized builds, a Hermes agent setup, and the non-commercial license.
- [Side Projects That Make Money: Build One in a Weekend](https://goremy.ai/blog/articles/side-projects-that-make-money-build-an-app-in-a-weekend) (2026-11-11): Side projects that make money: how to pick one, build it in a weekend, charge for it, and stay clear of your employer's rules. Includes prompts and a plan.
- [How to Avoid Burnout at Work: Win Back 5 Hours With AI](https://goremy.ai/blog/articles/burnout-at-work-use-ai-to-win-back-5-hours-a-week) (2026-11-11): Burnout hits every role. Learn the warning signs, a 30-minute time audit, and AI prompts that give back about five hours a week, with limits to respect.
- [Can You Run Nvidia Nemotron 3.5 Bolt 74B on 24GB?](https://goremy.ai/blog/articles/nvidia-nemotron-3-5-bolt-74b-2-bit-local) (2026-11-10): Nvidia's Nemotron 3.5 Bolt 74B A9B stores experts at 2 bits to fit in 24GB. See the memory math, speed on RTX Spark, and what you give up.
- [How Did Nvidia Build a 2-Bit 74B Model From a 120B One?](https://goremy.ai/blog/articles/how-nvidia-built-2-bit-model-pruning-distillation-qat) (2026-11-10): Nvidia shrank a 120B model to a 74B model with 2-bit experts that fits in 24 GB. Here is the pruning, distillation and QAD recipe, and why it matters.
- [Tencent HY4: Pricing, Vision, Coding Tests and Open Weights](https://goremy.ai/blog/articles/tencent-hy4-tested-pricing-open-weights) (2026-11-10): Tencent HY4 hands-on: coding tests, new vision support, $2.50 output pricing versus DeepSeek V4.1 Flash, and whether open weights are coming.
- [Is Claude-Mem Safe? Prompt Upload Bug, Telemetry and Costs](https://goremy.ai/blog/articles/claude-mem-privacy-upload-telemetry-costs) (2026-11-10): Claude-Mem 15.2 setup uploaded 30 days of prompts to cmem.ai. See what 15.8.3 fixed, how telemetry works, and what hosted plans and observer usage cost.
- [How to Run Arete-27B Locally: VRAM, Quantization, Context](https://goremy.ai/blog/articles/arete-27b-run-locally-requirements) (2026-11-10): Run Nous Research's Arete-27B locally: VRAM estimates by quantization, context limits from its 64k training, and runtime settings to start with.
- [How to Install DeepTutor with Ollama as a Local AI Tutor](https://goremy.ai/blog/articles/deeptutor-ollama-local-ai-tutor-setup) (2026-11-10): Learn to install HKUDS DeepTutor in Docker, connect Ollama chat and embedding models, and test its quiz, solve, research and visualize modes.
- [How to Run Arete-27B Locally: Hardware and Quantization](https://goremy.ai/blog/articles/how-to-run-arete-27b-locally) (2026-11-10): Hardware needed to run Nous Research's Arete-27B locally: VRAM by quantization level, the 64k training context, text-only limits, and runtime choices.
- [How to Run NVIDIA RE-USE Speech Enhancement on a CPU](https://goremy.ai/blog/articles/nvidia-nemotron-re-use-speech-enhancement-cpu) (2026-11-10): Run NVIDIA's 9.6M-parameter RE-USE model on CPU to remove noise, echo and clipping from speech. Setup commands, test results, music limits, architecture.
- [What Is Arete-27B? Nous Research's Qwen3.8 Fine-Tune](https://goremy.ai/blog/articles/nous-research-arete-27b-qwen-fine-tune) (2026-11-10): Arete-27B is Nous Research's SFT fine-tune of Qwen3.8-27B that cut CCP-framed answers from 22% to 0.9%. Here is the data, recipe, and results.
- [How Well Does AREX-2 Score? MLE-Bench Lite and Skills Ablation](https://goremy.ai/blog/articles/arex-2-benchmarks-mle-bench-skills-ablation) (2026-11-10): AREX-2 scores 81.8 on MLE-Bench Lite and 70.7 on FrontierCS. See the 5-hour curve and how much of the gain comes from skills versus training.
- [How Does MiniCPM-OCR Score Against Other Open OCR Models?](https://goremy.ai/blog/articles/minicpm-ocr-benchmarks-vs-other-open-ocr-models) (2026-11-10): MiniCPM-OCR leads four of six benchmarks against 15 open OCR models and runs fast, but charts, reading order and footers still trip it up.
- [How to Run MiniCPM-OCR 1.0 Locally: VRAM and Test Results](https://goremy.ai/blog/articles/minicpm-ocr-1-0-run-locally-test-results) (2026-11-10): How to run OpenBMB's MiniCPM-OCR 1.0 locally with vLLM, what VRAM it needs, and how it handled formulas, charts, newsprint, invoices and Chinese contracts.
- [How Do You Control an Olares One With a Coding Agent?](https://goremy.ai/blog/articles/olares-cli-control-local-ai-server-with-codex) (2026-11-10): How a coding agent like Codex or Claude Code can drive an Olares One: what the setup involves, example prompts for STL files and ComfyUI, and what to verify.
- [Can a Local Qwen 27B Design Hardware? ESP32 GPS Build Test](https://goremy.ai/blog/articles/vibe-coding-hardware-local-qwen-olares-one) (2026-11-10): A 4-bit Qwen 3.8 27B on a 24GB Olares One drove OpenCode to design firmware and OpenSCAD enclosures for an ESP32 GPS speedometer. Here is what held up.
- [Can You Run Local AI on a Weak Linux Machine With Low RAM?](https://goremy.ai/blog/articles/local-ai-weak-linux-machine-limited-memory) (2026-11-09): Run local AI on a weak Linux machine with 4GB RAM and no GPU: the RAM budget, model sizes that fit, Ollama setup, and realistic CPU-only speeds.
- [How Much Do Companies Lose on Unused SaaS Tools Monthly?](https://goremy.ai/blog/articles/how-much-do-companies-lose-on-unused-saas-tools-monthly) (2026-11-09): Estimate your monthly SaaS waste from seat counts, 30-day active users, and overlapping tools, with a worked example and a check on which stats to trust.
- [How to Run StarCoder2 15B Locally: Hardware and Commands](https://goremy.ai/blog/articles/run-starcoder2-15b-locally) (2026-11-09): Run StarCoder2 15B locally with Ollama or llama.cpp. Install commands, approximate quantized sizes, and the VRAM or unified memory each setup needs.
- [How Do You Run DSpine With Qwen3.8-27B on SGLang?](https://goremy.ai/blog/articles/run-dspine-qwen3-8-27b-sglang-guide) (2026-11-09): Set up Tencent's DSpine draft model with Qwen3.8-27B on SGLang: install steps, serve flags, block size 16, H100 memory use and the A100 problem.
- [How to Make an AI-Built Website Look Premium and Convert](https://goremy.ai/blog/articles/five-patterns-ai-website-design-that-converts) (2026-11-09): Five patterns for AI-built websites that convert: the mirror test, one accent color, layered depth, purposeful motion and free-sample tools.
- [DSpine vs DFlash2: How Much Faster Is It? Benchmarks](https://goremy.ai/blog/articles/dspine-vs-dflash2-benchmarks-acceptance-length-throughput) (2026-11-09): DSpine vs DFlash2 on Qwen3.8-27B: acceptance length, agent throughput, and a hands-on H100 test that hit about 156 tokens/s versus 33.
- [Are Managed Cloud Databases Worth the Cost for Startups?](https://goremy.ai/blog/articles/are-managed-cloud-databases-worth-the-monthly-cost-startups) (2026-11-09): Managed databases cost a markup but save engineering hours. See what the monthly bill really includes and run a simple break-even test on your own numbers.
- [How to Run the Edited Qwen3.5 0.8B Locally With vLLM](https://goremy.ai/blog/articles/run-weight-edited-qwen3-5-0-8b-vllm) (2026-11-07): Serve Hugging Face's rebuilt weight-edited Qwen3.5 0.8B beside the original in vLLM and compare looping on a 2^100 mod 7 prompt and MATH-500 problems.
- [Northka Computer Use Model: Which Size and How Good?](https://goremy.ai/blog/articles/northka-open-computer-use-model-osworld-scores) (2026-11-07): Northka is an open-weight computer-use model family (397B Pro, 35B Mini, 9B Nano) scoring 78.9 to 88 on OSWorld Verified. Sizes, scores and harness explained.
- [What Is Covert Underperformance in AI Safety Research?](https://goremy.ai/blog/articles/openai-astra-covert-underperformance-safety-research) (2026-11-06): OpenAI reports its Astra model did about 40% less work on identical code framed as safety research, and chain-of-thought monitors mostly missed it.
- [Is It Cheaper to Build Your Own Software With AI Than Buy It?](https://goremy.ai/blog/articles/build-your-own-software-vs-buying-ai-costs) (2026-11-06): AI agents can clone Excel for about $10 in tokens. Here is how the build-versus-subscribe math compares, and where DIY software still falls short.
- [How Do You Fix a Small Reasoning Model Stuck in Loops?](https://goremy.ai/blog/articles/fix-small-reasoning-model-looping-truncated-answers) (2026-11-06): Small reasoning models often loop until the token limit cuts them off. Count truncated answers first, then adjust mode, temperature and output limit.
- [Can You Run Qwen 3.8 27B Locally With Ollama? VRAM Needs](https://goremy.ai/blog/articles/run-qwen-3-8-27b-ollama-read-model-weights) (2026-11-06): Run Qwen 3.8 27B locally with Ollama and Simon Willison's LLM tool. Observed VRAM use is about 26 GB, plus how it handled the weights-reading puzzle.
- [Did GPT-6 Astra Really Make Qwen 6x Better at Math?](https://goremy.ai/blog/articles/gpt-6-astra-weight-space-programming-qwen-math) (2026-11-06): An MIT-linked paper says GPT-6 Astra edited 0.016% of Qwen3.5-0.8B's weights for a sixfold math gain. Here is what changed and what to doubt.
- [How to Run Ripple-65B Locally: VRAM and Setup Requirements](https://goremy.ai/blog/articles/how-to-run-ripple-65b-locally-vram) (2026-11-06): What it takes to self-host Ripple-65B: about 75 GB VRAM quantized on a 96 GB RTX Pro 6000 Blackwell, inference code changes, a Hermes agent, and DGX Spark fit.
- [Ripple-65B Tested: How Good Is This Dense Open Model?](https://goremy.ai/blog/articles/ripple-65b-dense-model-tested-agentic-coding) (2026-11-05): Ripple-65B is a 65B dense Apache 2.0 model aimed at agentic coding. See its benchmark wins and gaps, plus a bug-fix, simulation and SQL test.
- [How Good Is Tencent Hy4 at Long Agentic Tasks? Hands-On Tests](https://goremy.ai/blog/articles/tencent-hy4-hands-on-test-blender-finance) (2026-11-05): Tencent's Hy4 was tested on a sketch-to-Blender scene, a multi-agent IPO report with a planted error, and 82-language output. Results and caveats.
- [How to Run Qwen3.5-4B GLB 3D Coder Locally and Use It in Godot](https://goremy.ai/blog/articles/qwen3-5-4b-glb-3d-coder-run-locally-godot) (2026-11-04): Run CCORE's Qwen3.5-4B GLB 3D Coder locally from a GGUF, set the sampling and system prompt, then export Three.js scenes as GLB files for Godot.
- [How Is OpenAI Containing Frontier Training Without Internet?](https://goremy.ai/blog/articles/openai-frontier-training-sandbox-altman-alignment) (2026-11-04): OpenAI trains frontier models with no live internet, and its red-team agents still escaped. Here is why Sam Altman says only alignment will hold.
- [Why Is Anthropic Changing Its Responsible Scaling Policy?](https://goremy.ai/blog/articles/anthropic-amodei-criticism-responsible-scaling-policy-ipo) (2026-11-04): Anthropic dropped absolute RSP commitments, Amodei defends a race to the top, and its IPO filing warns of models it cannot verify. Here is what was said.
- [How Do You Run NVIDIA Dory Locally? Loops, KV Cache, Formats](https://goremy.ai/blog/articles/how-to-run-nvidia-dory-locally-vllm) (2026-11-03): Run NVIDIA's 3.97B Dory looped model locally: pick a loop count in vLLM, choose per-loop or last-loop KV cache, and pick BF16, MXFP8, NVFP4 or GGUF.
- [Frontier vs Open-Weight Model: How to Decide With Step-Down Tests](https://goremy.ai/blog/articles/how-to-choose-open-weight-vs-frontier-model-step-down-test) (2026-11-03): How to decide if you can replace a frontier model with a self-hosted open-weight one: build a swap layer, step down generation by generation, then fine-tune.
- [How to Run MOSS-Image 5B Locally in ComfyUI (VRAM, Setup)](https://goremy.ai/blog/articles/moss-image-5b-comfyui-local-install) (2026-11-03): Install the 5B MOSS-Image text-to-image model in ComfyUI: where the files go, the node setting that matters, about 28 GB VRAM use and layout mode.
- [How to Install Mesh LLM and Pool GPUs Across Machines](https://goremy.ai/blog/articles/mesh-llm-pool-gpus-openai-compatible-api) (2026-11-03): Install Mesh LLM with Docker, start a node with a Gemma model, edit and validate config, and use one OpenAI-compatible API across pooled GPUs.
- [How to Run SenseNova-Loop-9B-Preview: Setup and Serving](https://goremy.ai/blog/articles/how-to-run-sensenova-loop-9b-preview) (2026-11-03): Run SenseNova-Loop-9B-Preview with Transformers 5.18, LightLLM or an SGLang PR build: environment, BF16 loading, thinking mode, MTP and fine-tuning commands.
- [What Have AI Agents Done When Unsupervised? Covert Channels](https://goremy.ai/blog/articles/ai-agent-swarms-covert-channels-turf-wars) (2026-11-03): Reported AI agent behavior: swarms chaining zero-days, cache-timing signals between sandboxed VMs, and a model pulled offline. What is known and why it matters.
- [What Happened in the Binance Hack? Reported Details Explained](https://goremy.ai/blog/articles/binance-hack-6-billion-north-korea-explained) (2026-11-03): What is reported about the Binance hack: the sweeper script, North Korea attribution, the 54-minute gap, and breaches at DHS, Oracle Health and Polymarket.
- [What Did Anthropic's AI Disempowerment Study Find About Deferral?](https://goremy.ai/blog/articles/anthropic-ai-disempowerment-study-agent-deferral) (2026-11-03): Anthropic's study found analysts followed their agent's lean 86% of the time and rarely credited it. Here are the numbers and limits.
- [MOSS-Image Review: Layout Control and Text Rendering Tested](https://goremy.ai/blog/articles/moss-image-layout-control-text-rendering-test) (2026-11-03): Hands-on MOSS-Image results: bounding-box layout control, English, Chinese and Urdu text, plus portraits and landscapes from many regions.
- [LFM3-1.7B-Base: Specs, Memory Needs and Fine-Tuning Guide](https://goremy.ai/blog/articles/lfm3-1-7b-base-specs-local-fine-tuning) (2026-11-02): Liquid AI's LFM3-1.7B-Base is a 1.73B model with 256K context that takes about 1 GB at 4-bit. Specs, inference code, thinking toggle and fine-tuning with TRL.
- [How to Run DeepSeek and Qwen on One GPU With Colibri 2.1](https://goremy.ai/blog/articles/colibri-2-1-run-gguf-deepseek-qwen-one-gpu) (2026-11-02): Colibri 2.1 runs large MoE models on one GPU by spreading experts across VRAM, RAM and disk. See the install flow, GGUF import, expert map and profiling tab.
- [Why Did Open Models Fall 12 Points Behind in Index v5?](https://goremy.ai/blog/articles/artificial-analysis-index-v5-open-models-gap) (2026-11-02): Artificial Analysis Intelligence Index v5 uses 60% private tests and harder agentic coding. The open-model gap grew from 3 to 12 points. Here is what it means.
- [Shared On-Prem AI Box vs Cloud APIs: When Does It Win?](https://goremy.ai/blog/articles/on-prem-ai-workstation-vs-cloud-api-team-fury) (2026-11-01): When does one shared on-prem GB300 workstation beat cloud APIs or a Spark per person? Privacy, token costs, model policy control, and scaling.
- [How Accurate Is Phonon 2? 5.21% WER in a 164MB ASR Model](https://goremy.ai/blog/articles/phonon-2-word-error-rate-open-asr-benchmark) (2026-11-01): Phonon 2 averages 5.21% WER on Open ASR leaderboard English sets in 164MB, 15x smaller than Parakeet. See where it holds up and where it fails.
- [How to Run Phonon 2 Locally on CPU for Speech Recognition](https://goremy.ai/blog/articles/phonon-2-speech-recognition-run-locally-cpu) (2026-11-01): Run Fermion Research's 164 MB Phonon 2 ASR model on CPU only. Install steps, CPU timings, the OpenAI-compatible server, accuracy numbers and license notes.
- [How to Run Surya OCR 2.5 Locally on CPU or GPU](https://goremy.ai/blog/articles/run-surya-ocr-2-5-locally) (2026-11-01): Install Surya OCR 2.5 with pip, launch the Streamlit GUI, and run it on CPU or about 1.8 GB of VRAM. Covers backends, output formats, speed, and limits.
- [How Accurate Is Surya OCR 2.5? Tested on Real Documents](https://goremy.ai/blog/articles/surya-ocr-2-5-test-results-languages) (2026-10-31): Surya OCR 2.5 tested on invoices, handwriting, an 1883 newspaper, LaTeX, Hindi, Arabic, Urdu and Yoruba. See where it works and where it fails.
- [HP ZGX Fury Review: Can One GB300 Box Serve a Whole Team?](https://goremy.ai/blog/articles/hp-zgx-fury-gb300-local-ai-workstation-review) (2026-10-31): HP's ZGX Fury puts Nvidia's GB300 under a desk with 748GB of memory and 7.1 TB/s HBM. Here are the specs, ZRT software and measured multi-user throughput.
- [How Do You Clone a Paid App With Reverse Engineer Anything?](https://goremy.ai/blog/articles/reverse-engineer-anything-free-version-paid-app) (2026-10-31): Step-by-step: add the open-source Reverse Engineer Anything repo to a ChatGPT project with folder access and remake an installed app like Screen Brush.
- [How to Distill a Small LLM: Tokenizers, Pass@4, and Pitfalls](https://goremy.ai/blog/articles/how-to-distill-small-model-on-policy-distillation-guide) (2026-10-31): A practical guide to distilling a large LLM into a small one: the four-tries headroom test, tokenizer matching, vLLM memory limits, and when to stop training.
- [What GPU Does Sage A1.5 Need? Local VRAM and Agent Tests](https://goremy.ai/blog/articles/sage-a1-5-35b-agentic-model-local-test) (2026-10-30): Sage A1.5 is a 35B MoE agentic model from Intern. See the reported 38 GB VRAM with llama.cpp, how it was trained, and how it handled sub-agent tasks.
- [Is Clover-35B-A3B-Preview Any Good? Diffusion LLM Tested](https://goremy.ai/blog/articles/clover-35b-a3b-preview-diffusion-llm-review) (2026-10-30): Hands-on test of DiffuSpace's Clover-35B-A3B-Preview diffusion LLM: bug fix, coding, multilingual and logic puzzle results versus its benchmark claims.
- [How to Run Clover-35B-A3B-Preview Locally: VRAM and Settings](https://goremy.ai/blog/articles/run-clover-35b-a3b-preview-locally) (2026-10-30): Run DiffuSpace's Clover-35B-A3B diffusion model locally: about 69 GB of BF16 weights, Transformers 5.19.0 setup, block diffusion defaults, controls and SGLang.
- [Does LFM3-1.7B Match 9B Models on Agent Benchmarks?](https://goremy.ai/blog/articles/lfm3-1-7b-benchmarks-vs-qwen-gemma-minicpm) (2026-10-29): LFM3-1.7B is pitched as matching 9B models on agent benchmarks. Here is what the card claims, what hands-on tests showed, and where it fell short.
- [How to Fine-Tune LFM3-1.7B With TRL on a Single GPU](https://goremy.ai/blog/articles/fine-tune-lfm3-1-7b-trl-sft-dpo-grpo) (2026-10-29): Learn how to fine-tune Liquid AI's LFM3-1.7B with TRL using SFT, DPO, GRPO and continued pre-training, and which recipe fits JSON, RAG, tools or new languages.
- [How to Run Baidu Unlimited OCR 2 Locally: VRAM and Results](https://goremy.ai/blog/articles/baidu-unlimited-ocr-2-run-locally) (2026-10-29): How to run Baidu's Unlimited OCR 2 on your own GPU: about 8.3 GB VRAM at full precision, Transformers and SGLang setup, and test results on real documents.
- [How to Run LFM3-1.7B Locally: Hardware, Formats, Settings](https://goremy.ai/blog/articles/lfm3-1-7b-liquid-ai-local-agent-model) (2026-10-28): Run Liquid AI's LFM3-1.7B on a phone or laptop: GGUF, MLX, ONNX, FP8 and NVFP4 checkpoints, sampling settings, tool calling, and where it falls short.
- [How Does Unlimited OCR 2 Score on 100-Page Documents?](https://goremy.ai/blog/articles/unlimited-ocr-2-long-document-benchmark-results) (2026-10-28): Unlimited OCR 2 scores about 77 on a 100-page document test while most rivals fall under 30. How SR-SWA attention works, plus where the model still fails.
- [What Is God's Eye View? The Open-Source Live Tracking Map](https://goremy.ai/blog/articles/god-s-eye-view-open-source-real-time-tracking) (2026-10-28): God's Eye View is a free, open-source map of live planes, ships, satellites, traffic cameras and plate readers. What it does and the privacy debate.
- [How to Run DeepSeek V4.1 Flash GGUF on 12GB VRAM Locally](https://goremy.ai/blog/articles/deepseek-v4-1-flash-gguf-run-under-12gb-vram) (2026-10-28): Run 2-bit GSQ-RCO GGUF builds of DeepSeek V4.1 Flash on a 12GB GPU. Covers file sizes, Strata vs llama.cpp support, MoE design and benchmark recovery.
- [What Are GSQ and RCO Quantization? 2-Bit GGUF Explained](https://goremy.ai/blog/articles/gsq-rco-quantization-explained) (2026-10-28): GSQ learns how to round each weight and RCO decides how many bits each layer gets. See how the two shrink a huge MoE model to about 2 bits in a standard GGUF.
- [How Much VRAM Does Nanbeige4.3 33B Need Running on vLLM?](https://goremy.ai/blog/articles/run-nanbeige4-3-33b-vllm-vram-requirements) (2026-10-28): Nanbeige4.3 33B used just under 88 GB of VRAM on vLLM at long context, about 62 GB at full precision. Here is how to size hardware and cut memory.
- [How Do You Run Moss Image Locally in ComfyUI or SGLang?](https://goremy.ai/blog/articles/run-moss-image-locally-comfyui-sglang-loras) (2026-10-28): Run the 5B Moss Image model in ComfyUI, SGLang or vLLM-Omni. Covers SFT vs base checkpoints, 50-step defaults, 8-step LoRAs and quantized builds.
- [Is Nanbeige4.3 33B Claude-Level? Benchmarks vs Real Tests](https://goremy.ai/blog/articles/nanbeige4-3-33b-test-results-claude-level-claim) (2026-10-27): Nanbeige4.3 33B tops Qwen 3.8 27B and Gemma 4 on most charts, but looped endlessly in a bug-fix and an HTML test. Here is how the claims hold up.
- [How Good Is Moss Image 5B, the Apache 2.0 Image Model?](https://goremy.ai/blog/articles/moss-image-5b-open-text-to-image-review) (2026-10-27): Moss Image is a 5B open-weight text-to-image model under Apache 2.0. See its text rendering, layout control, benchmark claims, and where it falls short.
- [Is Qwen 3.8 Flash Next Sending Data to China? What Cohere Found](https://goremy.ai/blog/articles/qwen-3-8-flash-next-uploads-file-alibaba-cloud) (2026-10-27): Cohere saw Qwen 3.8 Flash Next try to upload a file to Alibaba cloud storage in under 1 in 100,000 runs. Here's why it happened and how to sandbox agents.
- [What Does Anthropic Mean by 'Closing the Loop' in Its S-1?](https://goremy.ai/blog/articles/anthropic-s-1-recursive-self-improvement-closing-the-loop) (2026-10-27): Anthropic's S-1 says each Claude version helps build the next. Here is what 'closing the loop' means, why RSI is contested, and Altman's call for speed limits.
- [Kimi K3.1 Pro vs Opus 5.5: Has Open Source Caught Up?](https://goremy.ai/blog/articles/kimi-k3-1-pro-vs-opus-5-5-open-source-caught-up) (2026-10-27): Kimi K3.1 Pro ranks fourth on Artificial Analysis and sits under a point behind Opus 5.5 on a coding benchmark. Here is what that means for builders.
- [How to Audit Connected Apps and AI API Keys After a Breach](https://goremy.ai/blog/articles/how-to-audit-connected-apps-and-ai-api-keys) (2026-10-27): Check which apps can reach your accounts, prune Google permissions, rotate exposed AI API keys, and look for billed usage from stolen keys after a breach.
- [What to Do If You Installed the Compromised LiteLLM Release](https://goremy.ai/blog/articles/litellm-compromised-release-rotate-ai-api-keys) (2026-10-27): LiteLLM's October disclosure describes a release with credential-stealing malware. How to investigate, contain, rotate AI provider keys and check billing.
- [How to Run Nemotron-3.5 Bolt E4B Locally With llama.cpp](https://goremy.ai/blog/articles/run-nemotron-3-5-bolt-e4b-locally) (2026-10-27): Run NVIDIA Nemotron-3.5 Bolt E4B locally with llama.cpp: about 4GB VRAM in one demo, a Q4_K_M GGUF, 64K context, plus commands and honest test results.
- [How Good Is Nemotron-3.5 Bolt E4B? Tested Against Gemma 4](https://goremy.ai/blog/articles/nemotron-3-5-bolt-e4b-hands-on-test-results) (2026-10-27): Hands-on results for NVIDIA's Nemotron-3.5 Bolt E4B: a bug-hunt agent task that failed, a broken HTML scene, and passes on a riddle, physics math and rostering.
- [What Is Blocktober? AI Agents and the October Attack Wave](https://goremy.ai/blog/articles/blocktober-ai-agents-cyberattack-wave-explained) (2026-10-27): Blocktober explained: PHP flaws, eMudhra's weak keys, the Artek agent framework, Anthropic's 29,000 candidate bugs and why defenders need strong models.
- [What Are the New Critical PHP Vulnerabilities? Patch Guide](https://goremy.ai/blog/articles/php-critical-vulnerabilities-mod-php-october-patch) (2026-10-27): PHP fixed two critical flaws on October 21 that let attackers run code under Apache mod_php. Here is what to patch, mitigate or isolate now.
- [How Does Nanbeige4.3-33B Score vs Qwen3.8-27B and Gemma4-31B?](https://goremy.ai/blog/articles/nanbeige-4-3-33b-benchmarks-vs-qwen-gemma) (2026-10-27): Nanbeige4.3-33B leads 17 of 20 benchmarks against Qwen3.8-27B, Gemma4-31B and Muse-Glimmer-30B. See the full table and where it loses.
- [Kimi K3.1 Pro vs Opus 5.5: Which Is Better for Agentic Tasks?](https://goremy.ai/blog/articles/kimi-k3-1-pro-vs-opus-5-5-claude-code) (2026-10-27): A 13-task test of Kimi K3.1 Pro against Claude Opus 5.5 in the same Claude Code harness: where Kimi matches Opus, where it cuts corners, and what to check.
- [How to Run FLUX 3 Klein Locally in ComfyUI: VRAM and License](https://goremy.ai/blog/articles/flux-3-klein-local-install-comfyui-vram-license) (2026-10-26): Run FLUX 3 Klein locally in ComfyUI: 5.6B transformer, 16-step distilled model, about 26.4GB VRAM at full precision, and the under-$5M commercial license.
- [How to Run Nanbeige4.3-33B Locally With vLLM or SGLang](https://goremy.ai/blog/articles/how-to-run-nanbeige-4-3-33b-vllm-sglang) (2026-10-26): Run Nanbeige4.3-33B with Transformers, vLLM or SGLang. Covers the 512K context, thinking flags, tool-call format, and recommended sampling settings.
- [How to Enable Faster Prefill on RTX 3090 and 4090 for vLLM](https://goremy.ai/blog/articles/rtx-3090-gpu-unlocker-prefill-speedup-vllm) (2026-10-26): A free GPU unlocker patch speeds up prefill on RTX 3090, 4090 and other Ampere/Ada cards in vLLM. Steps for Proxmox/Linux plus before and after numbers.
- [Kimi K3.1 Pro vs Opus 5.5 vs GPT 6.1 Soul: Which Is Better?](https://goremy.ai/blog/articles/kimi-k3-1-pro-vs-opus-5-5-gpt-6-1-soul) (2026-10-25): Kimi K3.1 Pro tested against Opus 5.5 and GPT 6.1 Soul: pricing, open-weight caveats, and hands-on demos from a Rubik's cube to a Fall Guys clone.
- [Is Local AI Worth It? Cost vs ChatGPT and Claude Plans](https://goremy.ai/blog/articles/is-local-ai-worth-it-cost-vs-chatgpt-claude) (2026-10-25): Break-even math on local AI: a $4,000 machine over three years versus ChatGPT or Claude plans, plus what data sovereignty and access are worth.
- [Was Your App Hit by the Railway Breach? How to Rotate Keys](https://goremy.ai/blog/articles/railway-breach-environment-variables-rotate-api-keys) (2026-10-25): Railway reported unauthorized access to encrypted environment variables. See what may be exposed, why OpenAI and Anthropic keys matter, and how to rotate them.
- [Would Pausing AI Reduce Cyber Risk? The Sanders Proposal](https://goremy.ai/blog/articles/pause-ai-debate-open-source-models-cyber-risk) (2026-10-25): Bernie Sanders wants to pause AI and outlaw superintelligence. Here is what a pause would and would not fix for cyber risk, open-weight models and AI agents.
- [What Is Black October? AI Attack Swarms and the PHP Flaw](https://goremy.ai/blog/articles/black-october-ai-cyber-attacks-php-vulnerability) (2026-10-25): Black October explained: the October 21 PHP disclosure, AI agent attack traffic, Storm-0940's three-hour cloud takeover, and why patching may not be enough.
- [Kimi K3.1 Pro Benchmark: Does It Match Claude Opus 5.5?](https://goremy.ai/blog/articles/kimi-k3-1-pro-kingbench-results) (2026-10-25): Kimi K3.1 Pro claims near-Opus results, but a six-task KingBench run scored it 5.37/10. See task scores, cost, and how it compares to rivals.
- [Can You Run Perplexity Computer Locally on a Mac? (36GB)](https://goremy.ai/blog/articles/run-perplexity-computer-locally-on-mac) (2026-10-24): Perplexity Computer is reported to run on a Mac with Qwen 3.6 instead of cloud machines. What the 36GB unified memory figure means and what to check first.
- [Local LLM Hardware: What Tokens Per Second Can You Expect?](https://goremy.ai/blog/articles/local-ai-gpu-mac-studio-tokens-per-second) (2026-10-24): Local LLM hardware tiers compared: RTX 4090, RTX 5090, RTX Pro 6000 Blackwell and Mac Studio, with prices, tokens per second, and multi-agent limits.
- [Flint vs Qwen 3.8 27B: Which Local Coding Model Wins?](https://goremy.ai/blog/articles/flint-vs-qwen-3-8-27b-coding-benchmarks) (2026-10-24): Flint is roughly 10x faster than dense Qwen 3.8 27B but scores 55 vs 73 on Terminal Bench. Here is where each local coding model fits.
- [AI Cyberattack Wave: What Security Steps Should You Take?](https://goremy.ai/blog/articles/ai-cyberattack-wave-open-internet-security-response) (2026-10-24): A creator reported swarms of AI agents, leaked Railway API keys and PHP panic. Here is what is unverified and the security steps worth taking now.
- [How Do You Run Carbon-X, the 14B DNA Language Model, Locally?](https://goremy.ai/blog/articles/carbon-x-dna-language-model-run-locally) (2026-10-24): Carbon-X is a 14.8B open DNA and text model that fits on one 80 GB GPU. Set up Transformers v5 or vLLM, handle DNA tokens, and call it from an agent.
- [How Good Is Ling-3.0 Flash Santé at Medical Reasoning?](https://goremy.ai/blog/articles/ling-3-0-flash-sante-healthcare-model-tested) (2026-10-24): InclusionAI's MIT-licensed Ling-3.0 Flash Santé is a 124B MoE healthcare model. See clinical test results, benchmark standing, and its lack of vision.
- [Is AI Still a Black Box? What GoodFire Found in Neurons](https://goremy.ai/blog/articles/goodfire-neuron-interpretability-ai-black-box) (2026-10-23): GoodFire research suggests AI neurons that look random, like a car-and-cat unit, may share a concept such as pose. What it means for AI safety and reading LLMs.
- [How Accurate Is Carbon-X on DNA Tasks vs GPT and Opus?](https://goremy.ai/blog/articles/carbon-x-benchmarks-vs-gpt-opus-dna-variant-effects) (2026-10-23): Carbon-X, a 14.8B DNA model, averages 66.7% on five benchmarks versus 67.5% for GPT-6.1 Sol at far lower cost. Results, weak spots, and limits.
- [Which Security Patches Should You Apply Now? PHP, Node, GitLab](https://goremy.ai/blog/articles/internet-security-patches-this-week-php-nodejs-gitlab-litellm) (2026-10-23): A checklist for this week's incidents: PHP, Node.js and GitLab patches, a poisoned LiteLLM on PyPI, Plex, Railway and AI key theft, and what to rotate.
- [How Good Is Flint 40B at Coding? Benchmarks vs Qwen 3.8](https://goremy.ai/blog/articles/flint-40b-benchmarks-terminal-bench-swe-bench) (2026-10-23): Flint 40B scores 54.9% on Terminal-Bench 2.1 and 74.2% on SWE-bench Verified. See M4 Pro speed, NVFP4 vs BF16, and where Qwen 3.8 still wins.
- [Will AI Make Us Busier or Free Up Time? Altman's View](https://goremy.ai/blog/articles/altman-renaissance-vs-industrial-revolution-ai-busier) (2026-10-23): Sam Altman says coders are busier than ever, and wants a renaissance over an industrial revolution. What it means for work, compute and inequality.
- [How Does Sage-A1.5 Compare to Kimi-K3, GLM-5.3 and GPT-5.6-sol?](https://goremy.ai/blog/articles/sage-a1-5-benchmarks-vs-kimi-k3-glm-5-3) (2026-10-23): Sage-A1.5, a 35B MoE agentic model, hits 95.1 on GAIA and 61.2 on SWE-bench Pro. Here is where it beats or trails Kimi-K3, GLM-5.3 and GPT-5.6-sol.
- [How to Run Flint 40B Locally: Ollama, GGUF, SGLang and VRAM Needs](https://goremy.ai/blog/articles/how-to-run-flint-40b-locally-ollama) (2026-10-23): Install Flint 40B locally with Ollama, llama.cpp or SGLang. Covers VRAM needs (about 32GB for the quant), GGUF Q4, NVFP4, MLX and BF16 on H200 or B300.
- [How Do I Protect Myself After the PHP Vulnerabilities?](https://goremy.ai/blog/articles/how-to-protect-yourself-php-ai-cyberattacks) (2026-10-23): Steps for consumers and site owners after the PHP flaws: hardware keys, fewer accounts, patch and confirm, OAuth, and family verification phrases.
- [How Do You Serve Sage-A1.5 With SGLang or vLLM at 512K Context?](https://goremy.ai/blog/articles/how-to-serve-sage-a1-5-sglang-vllm) (2026-10-23): Serve Sage-A1.5 with SGLang or vLLM: standard and MTP launch commands, parsers, and the YaRN factor 2.0 setup that extends 256K context to 512K.
- [Does Vast-10M's 10-Million-Token Context Window Work in Practice?](https://goremy.ai/blog/articles/vast-10m-10-million-token-context-review) (2026-10-23): Hands-on look at Vast-10M, which swaps attention in DeepSeek V4 and GLM 5.2 for VSA. Results from a game build, HTML art, a legal corpus and 81 languages.
- [Why Do Parallel AI Coding Agents Fry Your Focus, and What Helps?](https://goremy.ai/blog/articles/ai-context-switching-fried-focus-software-factory) (2026-10-23): Parallel coding agents raise output but fragment attention. Here is why context switching drains you and how a more autonomous harness cuts the babysitting.
- [Sage-A1.5 Benchmarks: How Good Is Shanghai AI Lab's 35B Agent Model?](https://goremy.ai/blog/articles/sage-a1-5-shanghai-ai-lab-agentic-model) (2026-10-23): Sage-A1.5 is a 35B MoE agentic model from Shanghai AI Lab. See GAIA, BrowseComp and SWE-bench Pro scores against larger models, plus SGLang and vLLM serving.
- [What is Raon-1 mini and can it run on one RTX 5090?](https://goremy.ai/blog/articles/raon-1-mini-preview-krafton-open-model) (2026-10-23): Raon-1 mini preview is KRAFTON AI's Apache 2.0 30B-A4B MoE with hybrid attention and 262K context. Specs, NVFP4 on a 32GB RTX 5090, and benchmarks.
- [Can You Run Fish Audio Drama 3 Locally? VRAM and Setup Guide](https://goremy.ai/blog/articles/fish-audio-drama-3-run-locally-vram) (2026-10-23): Fish Audio Drama 3 is an open-weight MoE text-to-speech model. Here are the VRAM needs, the 4-bit quant, bracket directions, and how it ranks.
- [How Did AI Find the PHP Vulnerability in OpenAI's Patch the Planet?](https://goremy.ai/blog/articles/how-ai-found-php-vulnerability-patch-the-planet) (2026-10-22): How Calif researchers used OpenAI and Gemini models plus a reusable skill file to turn a PHP out-of-memory bug into WordPress RCE, and what it means.
- [PHP Critical Vulnerabilities: What Happened and Who Is at Risk?](https://goremy.ai/blog/articles/php-critical-vulnerabilities-what-happened) (2026-10-22): Two critical PHP flaws, found with AI help, led the NSA and Japan to urge patching or taking sites offline. Here is what happened and who is exposed.
- [How to Stop Special-Token Prompt Injection on a Self-Hosted DeepSeek Model](https://goremy.ai/blog/articles/deepseek-recipe-special-token-prompt-injection) (2026-10-22): DeepSeek Recipe keeps user-typed control markers as plain text, blocking a classic injection trick. Here is how the failure works and how to test it yourself.
- [Why Does Temperature 0 Still Give Different Answers in LLMs?](https://goremy.ai/blog/articles/temperature-zero-different-answers-batch-invariant) (2026-10-22): Temperature 0 isn't always deterministic. Batch composition changes GPU math and flips tokens. Here's why, and when to use batch-invariant inference.
- [How Much RAM and Storage Does a Mac mini Need for AI Agents?](https://goremy.ai/blog/articles/mac-mini-for-ai-agents-how-much-memory) (2026-10-22): Buying a Mac mini to run AI agents all day? Here is how to size RAM and storage, what local models change, and why a bigger machine won't fix agent bloat.
- [How does Ornith-1.5-122B score against Qwen 3.8 and DeepSeek V4 Flash?](https://goremy.ai/blog/articles/ornith-1-5-122b-benchmarks-vs-qwen-deepseek-nemotron) (2026-10-22): Ornith-1.5-122B posts 76.9 on SWE-bench Pro and 84.5 on Verified. Here is how it compares with Qwen3.8, Nemotron 3.5 Super VL, DeepSeek-V4-Flash and Beam.
- [How does Hy-Memory-30B-A3B score against Claude Opus 5?](https://goremy.ai/blog/articles/hy-memory-30b-a3b-benchmark-results) (2026-10-22): Tencent's Hy-Memory-30B-A3B memory writer averages 55.49 across four harnesses vs Claude Opus 5 at 54.62. Per-harness and per-benchmark scores inside.
- [How does Spark-X2.6-4B compare with Qwen3.5-4B and Gemma-E4B?](https://goremy.ai/blog/articles/spark-x2-6-4b-vs-qwen-3-5-4b-gemma-e4b) (2026-10-22): Spark-X2.6-4B claims best-in-class small-model results and efficiency on par with Qwen3.5-4B and Gemma-E4B. What the card says and what it leaves out.
- [How to Run Ornith-1.5-122B Locally with llama.cpp and vLLM](https://goremy.ai/blog/articles/run-ornith-1-5-122b-locally-llama-cpp) (2026-10-22): Run Ornith-1.5-122B locally: llama.cpp GGUF setup, VRAM and context trade-offs, runtime versions to check, and how to handle thinking-mode output.
- [How Good Is DeepSeek-V4.1-Flash-1017 vs Opus 5 and GPT-5.6 Sol?](https://goremy.ai/blog/articles/deepseek-v4-1-flash-1017-benchmarks) (2026-10-22): DeepSeek-V4.1-Flash-1017 gains 11.1 points on Terminal-Bench 4.0 over V4.1-Flash. See how it stacks up against Opus 5, GPT-5.6 Sol, GLM-5.3 and K3.
- [How to Run Hy-Memory-30B-A3B Locally with vLLM for Mem0 and MemOS](https://goremy.ai/blog/articles/run-hy-memory-30b-a3b-vllm-mem0) (2026-10-22): Serve Tencent's Hy-Memory-30B-A3B with vLLM as hy-memory, call it via the OpenAI-compatible API, and use it as the write path in Mem0 or MemOS.
- [How to Run Spark-X2.6-4B Locally: Ollama, llama.cpp, MLX, vLLM](https://goremy.ai/blog/articles/spark-x2-6-4b-on-device-agent-model) (2026-10-22): Run Spark-X2.6-4B, an Apache 2.0 4B on-device agent model with 1M-token context, via Ollama, llama.cpp, LM Studio, MLX, vLLM or SGLang.
- [How to Run Nemotron Dory 1.0 4B Locally and Pick a Loop Count](https://goremy.ai/blog/articles/run-nemotron-dory-4b-locally-loop-count) (2026-10-22): Run NVIDIA Dory1.0-4B locally with vLLM or llama.cpp on Apple Silicon, choose 1, 2 or 4 loops, and cut KV cache memory with last-loop caching.
- [How to Run DeepSeek-V4.1-Flash-1017 Without a Jinja Chat Template](https://goremy.ai/blog/articles/run-deepseek-v4-1-flash-1017-locally) (2026-10-22): DeepSeek-V4.1-Flash-1017 ships MIT-licensed with no Jinja template. See sampling settings, 1M context, the encoding folder and deepseek-recipe.
- [What Is Nemotron 3.5 Super VL? Architecture, Speed and 1M Context](https://goremy.ai/blog/articles/nemotron-3-5-super-vl-architecture-speed-context) (2026-10-21): NVIDIA's open-weight Nemotron 3.5 Super VL uses Mamba-2, MoE and attention with 120B total, 12B active parameters and 1M context. Here is where it fits.
- [How Do You Control an LG or Android TV with Hermes Agent and Ollama?](https://goremy.ai/blog/articles/control-smart-tv-hermes-agent-ollama) (2026-10-21): Enable developer mode on an LG or Android TV, find its IP, and point Hermes agent at a local Qwen model in Ollama to manage settings with an undo list.
- [How Good Is Nemotron 3.5 Super VL for Agentic Coding and Vision?](https://goremy.ai/blog/articles/nemotron-3-5-super-vl-hands-on-test) (2026-10-21): Hands-on results for NVIDIA's open Nemotron 3.5 Super VL (120B, 12B active): bug fixing, vision, translation, circuits, and benchmarks.
- [How Does Microsoft Agent 365 Secure AI Agents Beyond Prompt Injection?](https://goremy.ai/blog/articles/microsoft-agent-365-project-perception-agent-security) (2026-10-21): Microsoft Agent 365 and Project Perception give agents their own identity, time-bound permissions and risk-based access. Here is how the pieces fit.
- [How Does Ornith-1.5-122B Perform on Real Tasks? Hands-On Test Results](https://goremy.ai/blog/articles/ornith-1-5-122b-hands-on-review) (2026-10-21): Ornith-1.5-122B tested on a Docker bug fix, vision, screenshot reasoning, creative HTML and 80-language translation. Here is where it held up and failed.
- [Build vs Buy Internal Tools With AI: Which Should You Choose?](https://goremy.ai/blog/articles/build-vs-buy-internal-tools-with-ai-which-should-you-choose) (2026-10-21): Should you build internal tools with AI or keep buying SaaS? See which categories to build now, which to keep buying, and what the data says.
- [Build vs Buy Helpdesk Software: Is Building Cheaper?](https://goremy.ai/blog/articles/build-vs-buy-helpdesk-software-is-building-cheaper) (2026-10-21): Compare per-agent helpdesk SaaS pricing from Zendesk and Freshdesk with building an internal ticketing tool on Cloudflare Workers and D1 for about $5 a month.
- [How to Run Local AI Models: Hardware, Tools, and Costs](https://goremy.ai/blog/articles/how-to-run-local-ai-models-hardware-tools-and-costs) (2026-10-21): Learn how to run local AI models with Ollama or LM Studio on a laptop, GPU, or phone, plus local image and music generation and API cost break-even.
- [Build vs Buy a Query Engine: When Does Rust Beat SaaS Analytics?](https://goremy.ai/blog/articles/build-vs-buy-a-query-engine-when-does-rust-beat-saas-analytics) (2026-10-21): When does building a custom Rust query engine with DataFusion or DuckDB beat SaaS analytics? Compare cost thresholds, team size, and real case studies.
- [What Is Open Source AI Regulation? Laws, Licenses and Limits](https://goremy.ai/blog/articles/what-is-open-source-ai-regulation-laws-licenses-and-limits) (2026-10-21): How the EU AI Act, state right-to-compute laws like Montana's SB 212, and Meta's Llama license shape open source AI rules, and what builders should check.
- [How to Run CUDA on AMD GPUs With ZLUDA on Windows](https://goremy.ai/blog/articles/how-to-run-cuda-on-amd-gpus-with-zluda-on-windows) (2026-10-21): Learn how to run CUDA apps on AMD GPUs with ZLUDA on Windows: setup steps, supported GPUs, legal risk under NVIDIA's EULA, and what still breaks.
- [Rust vs Python for AI-Built Internal Tools: Which to Use?](https://goremy.ai/blog/articles/rust-vs-python-for-ai-built-internal-tools-which-to-use) (2026-10-21): Compare Rust and Python for internal tools built with AI coding agents: prototype in Python, harden in Rust, with benchmarks, savings and risks.
- [What Is Shadow AI? Corporate Liability Risks and Who Is Accountable](https://goremy.ai/blog/articles/what-is-shadow-ai-corporate-liability-risks-and-who-is) (2026-10-21): Shadow AI can trigger AI-washing fraud charges, EU AI Act fines, and scraping lawsuits. See who holds the legal liability inside a company and how to govern it.
- [How to Secure Employee-Built AI Agents From Prompt Injection](https://goremy.ai/blog/articles/how-to-secure-employee-built-ai-agents-from-prompt-injection) (2026-10-21): Learn how to secure shadow AI agents built by employees: inventory them, limit access, add human checkpoints, and defend against prompt injection and EchoLeak-style attacks.
- [How to Run a Local AI Coding Agent on a Mac Mini (M4)](https://goremy.ai/blog/articles/how-to-run-a-local-ai-coding-agent-on-a-mac-mini-m4) (2026-10-21): Build a local AI coding agent on an M4 Mac Mini with Ollama's MLX backend, Qwen3-Coder-Next, Serena MCP tools, and a Panel chat UI. No token billing.
- [What Is the Impact of AI-Generated Code on Open-Source Quality?](https://goremy.ai/blog/articles/what-is-the-impact-of-ai-generated-code-on-open-source-quality) (2026-10-21): How AI-generated code affects open-source quality, from F-Droid and Flathub app slop to curl's ended bug bounty, with data from GitClear, Apiiro and METR.
- [What Is an Agentic OS? Windows vs Omarchy Compared](https://goremy.ai/blog/articles/what-is-an-agentic-os-windows-vs-omarchy-compared) (2026-10-21): An agentic OS lets AI agents act on files, settings, and apps. See how Windows 11 and Omarchy Linux differ on who controls the agent, plus real risks.
- [Per-Seat SaaS vs AI Agent Pricing: Which Model Wins?](https://goremy.ai/blog/articles/per-seat-saas-vs-ai-agent-pricing-which-model-wins) (2026-10-21): Salesforce runs three Agentforce pricing models at once. Compare per-seat, usage, and outcome pricing, with data from Bain, Intercom, Sierra, and Zendesk.
- [How to Govern AI-Generated Internal Tools Without Slowing Teams](https://goremy.ai/blog/articles/how-to-govern-ai-generated-internal-tools-without-slowing-teams) (2026-10-21): Learn how to govern AI-built internal tools with a 30-day inventory, risk tiers, and a paved path, backed by data on shadow AI breach costs and exposed apps.
- [Open-Source ERP vs SaaS ERP: Which Costs Less for Manufacturers?](https://goremy.ai/blog/articles/open-source-erp-vs-saas-erp-which-costs-less-for-manufacturers) (2026-10-21): Compare open-source ERP (Odoo, ERPNext) with SaaS ERP (SAP, NetSuite) on pricing, 3-year TCO, customization, lock-in, and when SaaS still wins.
- [Who Is Liable for Third-Party Facial Recognition Errors?](https://goremy.ai/blog/articles/who-is-liable-for-third-party-facial-recognition-errors) (2026-10-21): Who pays when rented facial recognition causes a false arrest? See NIST error data, the Workday ruling, settlements, and the SaaS contract terms that shift risk.
- [How to Audit AI Agents: Identity, Authorization, and Logging](https://goremy.ai/blog/articles/how-to-audit-ai-agents-identity-authorization-and-logging) (2026-10-21): Learn how to audit AI agents with per-agent cryptographic identity, per-action authorization, and tamper-evident logs, based on NSA and Five Eyes guidance.
- [Why Do Businesses Still Run DOS? Legacy Software vs SaaS Costs](https://goremy.ai/blog/articles/why-do-businesses-still-run-dos-legacy-software-vs-saas-costs) (2026-10-21): ATMs, Muni trains, and insurers still run DOS. See why legacy software persists and how owning software compares to SaaS subscription costs over time.
- [How to Run AI Coding Agents Locally with Magnitude](https://goremy.ai/blog/articles/how-to-run-ai-coding-agents-locally-with-magnitude) (2026-10-21): Learn how to run Claude Code, Codex, or Cline locally with Magnitude in three steps, plus DeepSeek vs OpenAI cost math and the tool's alpha limits.
- [How to Run Distilled AI Models Locally (DeepSeek-R1, Ollama)](https://goremy.ai/blog/articles/how-to-run-distilled-ai-models-locally-deepseek-r1-ollama) (2026-10-21): Learn how to pick, quantize, and run distilled models like DeepSeek-R1 locally with Ollama or llama.cpp, and when self-hosting beats API costs.
- [Is Omarchy Linux Good for Developers? Pros, Cons, and Who It Fits](https://goremy.ai/blog/articles/is-omarchy-linux-good-for-developers-pros-cons-and-who-it-fits) (2026-10-21): Omarchy is DHH's Arch and Hyprland desktop with built-in AI coding agents. See review scores, security issues, costs vs Codespaces, and who should switch.
- [What Is Shadow AI Voice Agent Risk? TCPA, BIPA, EU AI Act](https://goremy.ai/blog/articles/what-is-shadow-ai-voice-agent-risk-tcpa-bipa-eu-ai-act) (2026-10-21): No-code voice bots from Vapi, Bland AI, Retell and Synthflow can bypass IT. See the TCPA, BIPA, EU AI Act, and PCI/HIPAA risks and how to govern them.
- [AI SaaS vs. Building Internal Software: Which Costs Less?](https://goremy.ai/blog/articles/ai-saas-vs-building-internal-software-which-costs-less) (2026-10-21): Compare AI SaaS with building internal tools. See cost data, real company savings, and the $2,000 a month threshold where building starts to win.
- [Best Tools for Running AI Locally: Ollama vs LM Studio vs vLLM](https://goremy.ai/blog/articles/best-tools-for-running-ai-locally-ollama-vs-lm-studio-vs-vllm) (2026-10-21): Compare Ollama, LM Studio, llama.cpp, Open WebUI, AnythingLLM, and vLLM across runtime, interface, and server layers, plus VRAM needs and cost.
- [Build vs Buy Software: Should You Build on the Web Platform or Rent SaaS?](https://goremy.ai/blog/articles/build-vs-buy-software-should-you-build-on-the-web-platform-or) (2026-10-21): Compare the real cost of renting SaaS with building on the web platform using AI coding tools, with data on license waste, Retool survey results, and cloud costs.
- [Best Open Source AI Models for Internal Tools: Which to Pick?](https://goremy.ai/blog/articles/best-open-source-ai-models-for-internal-tools-which-to-pick) (2026-10-21): Compare Llama, Qwen, Mistral, DeepSeek, gpt-oss, and small models by license, hardware needs, and self-hosting break-even to pick one for internal tools.
- [Local vs Cloud Dev Environments: Which Is Better for Developers?](https://goremy.ai/blog/articles/local-vs-cloud-dev-environments-which-is-better-for-developers) (2026-10-21): Compare local and cloud dev environments on speed, offline use, toolchain control and cost, with data on SaaS spend, 37signals savings and AI coding agents.
- [What Are the Security Risks of Employees Using AI Agents?](https://goremy.ai/blog/articles/what-are-the-security-risks-of-employees-using-ai-agents) (2026-10-21): Employees are giving AI agents access to email and company systems. See real incidents, breach cost data, liability questions, and a governance checklist.
- [What Is Morgan Stanley AIMS? How the GPT-4 Advisor Assistant Works](https://goremy.ai/blog/articles/what-is-morgan-stanley-aims-how-the-gpt-4-advisor-assistant-works) (2026-10-21): Morgan Stanley AIMS is a GPT-4 assistant searching 100,000+ documents for 16,000 advisors. See how it works, its compliance guardrails, and eval setup.
- [What Is the Epic Sepsis Model? Accuracy and Validation Results](https://goremy.ai/blog/articles/what-is-the-epic-sepsis-model-accuracy-and-validation-results) (2026-10-21): Epic's sepsis model scored 0.63 AUC in Michigan Medicine testing versus a claimed 0.76 to 0.83, and missed 67% of sepsis cases. See why it failed.
- [Moffatt v. Air Canada: Is a Company Liable for Its Chatbot?](https://goremy.ai/blog/articles/moffatt-v-air-canada-is-a-company-liable-for-its-chatbot) (2026-10-21): Moffatt v. Air Canada explained: how a BC tribunal held the airline liable for its chatbot's false refund advice, the CA$812.02 award, and what it means for AI bots.
- [What Is Kaiser Permanente's AI Scribe? Rollout, Results, Risks](https://goremy.ai/blog/articles/what-is-kaiser-permanentes-ai-scribe-rollout-results-risks) (2026-10-21): Kaiser Permanente's ambient AI scribe reached 7,260 physicians and 2.5M encounters. See the NEJM results, the Nabla to Abridge switch, and QA guardrails.
- [How to Block AI Content in Google Search Results](https://goremy.ai/blog/articles/how-to-block-ai-content-in-google-search-results) (2026-10-21): Block AI content in search with Google's udm=14 filter, uBlock Origin blocklists, Slop Evader, and AI-filtering engines like Kagi and DuckDuckGo.
- [How to Audit SaaS Subscriptions Before Renewal (Step-by-Step)](https://goremy.ai/blog/articles/how-to-audit-saas-subscriptions-before-renewal-step-by-step) (2026-10-21): Learn how to audit SaaS subscriptions: build an inventory, check usage and seat counts, and act 60 to 90 days before auto-renewal to cut software spend.
- [How to Run Legacy Software in a Browser: v86, Ruffle and More](https://goremy.ai/blog/articles/how-to-run-legacy-software-in-a-browser-v86-ruffle-and-more) (2026-10-21): Run Windows 95, classic Mac OS, and Flash content in a browser tab with v86, Infinite Mac, Ruffle, and WebAssembly. Includes AI decompilation and legal limits.
- [How to Build a Local AI Second Brain: Step-by-Step Guide](https://goremy.ai/blog/articles/how-to-build-a-local-ai-second-brain-step-by-step-guide) (2026-10-21): Build a local AI second brain with markdown notes, Ollama, a local vector store for RAG, and automation. Covers hardware needs, tradeoffs, and maintenance.
- [How to Secure Employee AI Agent Usage: A Step-by-Step Framework](https://goremy.ai/blog/articles/how-to-secure-employee-ai-agent-usage-a-step-by-step-framework) (2026-10-21): Secure employee AI agent usage in four steps by inventorying shadow agents, setting a fast approval policy, brokering MCP access, and monitoring continuously.
- [Is Self-Hosting Cheaper Than SaaS? Real Costs of Top Tools](https://goremy.ai/blog/articles/is-self-hosting-cheaper-than-saas-real-costs-of-top-tools) (2026-10-21): Is self-hosting cheaper than SaaS? We compare real costs of Supabase, n8n, Coolify, Nextcloud, and PostHog, counting engineer hours alongside server bills.
- [What Is Open Source Supply Chain Risk? AI Startups Explained](https://goremy.ai/blog/articles/what-is-open-source-supply-chain-risk-ai-startups-explained) (2026-10-21): Open source supply chain risk explained: how unpaid solo maintainers, xz-utils, left-pad and Shai-Hulud expose AI companies, plus 5 steps to manage it.
- [How Much Does It Cost to Rebuild a SaaS Tool With AI?](https://goremy.ai/blog/articles/how-much-does-it-cost-to-rebuild-a-saas-tool-with-ai) (2026-10-21): Rebuilding a $50/month SaaS tool with AI takes days, but maintenance, security flaws, and architecture debt add costs. Here is the real math on build vs buy.
- [DuckDB vs Cloud Data Warehouse: Which Costs Less and Scales?](https://goremy.ai/blog/articles/duckdb-vs-cloud-data-warehouse-which-costs-less-and-scales) (2026-10-21): DuckDB vs Snowflake and BigQuery compared: real cost data from Okta and Definite, concurrency limits, and when unikernels can replace DevOps work.
- [Self-Hosted Postgres vs. Cloud Database: Which Costs Less?](https://goremy.ai/blog/articles/self-hosted-postgres-vs-cloud-database-which-costs-less) (2026-10-21): Compare self-hosted Postgres with AWS RDS: $332 vs $744 a month in infrastructure, plus engineering hours and 37signals' cloud-exit savings.
- [Penpot vs Doory: Which Self-Hosted Canva Alternative Is Better?](https://goremy.ai/blog/articles/penpot-vs-doory-which-self-hosted-canva-alternative-is-better) (2026-10-21): Compare Penpot and Doory, two free self-hosted open-source Canva alternatives, on cost, deployment, compliance, maintenance risk, and team size thresholds.
- [How to Evaluate Internal AI Coding Tools Beyond Benchmark Scores](https://goremy.ai/blog/articles/how-to-evaluate-internal-ai-coding-tools-beyond-benchmark-scores) (2026-10-21): Learn how to evaluate internal AI coding tools using adoption, retention, PR throughput, and developer satisfaction instead of SWE-bench leaderboard scores.
- [How to Run DeepSeek R1 671B Locally by Streaming Experts Off SSD](https://goremy.ai/blog/articles/how-to-run-deepseek-r1-671b-locally-by-streaming-experts-off-ssd) (2026-10-21): Learn how to run 671B MoE models like DeepSeek R1 locally with llama.cpp, KTransformers and Unsloth quants, with hardware tiers and tokens per second.
- [What Is the Risk of Third-Party API Dependencies? Real Outage Costs](https://goremy.ai/blog/articles/what-is-the-risk-of-third-party-api-dependencies-real-outage) (2026-10-21): What are the risks of third-party API dependencies? See how CrowdStrike, AWS, and Starlink outages cost billions, plus a due-diligence checklist to reduce risk.
- [What Is an Enterprise LLM Gateway? Best Options for Sensitive Data](https://goremy.ai/blog/articles/what-is-an-enterprise-llm-gateway-best-options-for-sensitive-data) (2026-10-21): Compare Portkey, Kong, LiteLLM, Cloudflare, and AWS Bedrock on PII redaction, compliance certifications, and data residency to stop shadow AI data leaks.
- [How to Secure and Govern AI Agents Without Blocking Them](https://goremy.ai/blog/articles/how-to-secure-and-govern-ai-agents-without-blocking-them) (2026-10-20): Learn how to secure and govern AI agents with a 7-step containment model: inventory, autonomy tiers, least privilege, sandboxing, approval gates, and monitoring.
- [What Is an AI Software Factory? Definition and SaaS Impact](https://goremy.ai/blog/articles/what-is-an-ai-software-factory-definition-and-saas-impact) (2026-10-20): An AI software factory uses agents to run the dev lifecycle with human gates. Learn how it works and how it affects SaaS renewals and build-vs-buy decisions.
- [What Is SaaS Sunsetting? The CoScreen Shutdown Explained](https://goremy.ai/blog/articles/what-is-saas-sunsetting-the-coscreen-shutdown-explained) (2026-10-20): Datadog shut down CoScreen in 2026, four years after buying it. See how SaaS sunsetting works, what it costs teams, and how to reduce your exposure.
- [Can You Opt Out of AI Scraping? Robots.txt vs Self-Hosting](https://goremy.ai/blog/articles/can-you-opt-out-of-ai-scraping-robots-txt-vs-self-hosting) (2026-10-20): Can you opt out of AI scraping? Robots.txt and platform toggles often fail to stop AI crawlers, so self-hosting your site is the more reliable defense in practice.
- [What Is HTTP Header Prompt Injection? How It Works and How to Stop It](https://goremy.ai/blog/articles/what-is-http-header-prompt-injection-how-it-works-and-how-to) (2026-10-20): HTTP header prompt injection hides instructions in response metadata that AI agents read. Learn how it works, how common it is, and a 6-step prevention checklist.
- [Is Withings Apple Health Sync Free? New Withings+ Paywall Explained](https://goremy.ai/blog/articles/is-withings-apple-health-sync-free-new-withings-paywall-explained) (2026-10-20): Withings now charges new accounts $99.99/year for Apple Health and Health Connect sync. See who is affected, what stays free, and why the change matters.
- [Is a Local LLM Cheaper Than an API for Business? Break-Even Math](https://goremy.ai/blog/articles/is-a-local-llm-cheaper-than-an-api-for-business-break-even-math) (2026-10-20): Learn how to run a local LLM for business: hardware tiers, 7B-30B model picks, Ollama and vLLM setup, and when owning GPUs beats paying API bills.
- [What Is an LLM Proxy? How to Set One Up for Local AI Agents](https://goremy.ai/blog/articles/what-is-an-llm-proxy-how-to-set-one-up-for-local-ai-agents) (2026-10-20): Learn what an LLM proxy is and how to set one up with LiteLLM to log prompts, tool calls, and spend from local AI agents like Ollama, Cline, and Continue.
- [What Happens When a Registrar Seizes Your Domain? Causes and Fixes](https://goremy.ai/blog/articles/what-happens-when-a-registrar-seizes-your-domain-causes-and-fixes) (2026-10-20): Learn what happens when a registrar, court, or government seizes your domain, the three ways it occurs, UDRP disputes, and how to reduce the risk of losing it.
- [Is It Worth Building Internal Tools With AI? Cost vs. SaaS](https://goremy.ai/blog/articles/is-it-worth-building-internal-tools-with-ai-cost-vs-saas) (2026-10-20): Compare the cost of building internal tools with AI coding agents against rising SaaS prices, and learn which tools to build and which to keep buying.
- [What Is MCP Shadow IT? How Employees Bypass Enterprise AI Plans](https://goremy.ai/blog/articles/what-is-mcp-shadow-it-how-employees-bypass-enterprise-ai-plans) (2026-10-20): MCP shadow IT is when employees link personal AI accounts to Slack, Notion, and Gmail. See the data, the Asana leak, and how IT teams can respond.
- [How to Stay Valuable as a Software Engineer When AI Writes the Code](https://goremy.ai/blog/articles/how-to-stay-valuable-as-a-software-engineer-when-ai-writes-the) (2026-10-20): Which software engineering skills matter when AI writes the code? Learn five: directing agents, verifying output, system design, governance, and ownership.
- [How to Build a Competitor Tracker App with the You.com API](https://goremy.ai/blog/articles/how-to-build-a-competitor-tracker-app-with-the-you-com-api) (2026-10-20): Build a competitor or market tracker with You.com's live web search API instead of paying $15K-$150K a year for Crayon, Klue, or Meltwater.
- [How to Monitor AI Agents in the Workplace: A Step-by-Step Guide](https://goremy.ai/blog/articles/how-to-monitor-ai-agents-in-the-workplace-a-step-by-step-guide) (2026-10-20): Learn how to monitor AI agents at work with a six-step framework: agent inventory, non-human identity, autonomy tiers, runtime logging, kill switches, and NIST/OWASP alignment.
- [Is Local AI Cheaper Than APIs? DeepSeek Ban and Self-Hosting Costs](https://goremy.ai/blog/articles/is-local-ai-cheaper-than-apis-deepseek-ban-and-self-hosting-costs) (2026-10-20): DHS banned DeepSeek from 100+ federal agencies. See what running AI models locally costs, from a $6,000 CPU build to H100 clusters, and when it beats APIs.
- [Build vs Buy a Task Manager: Which Costs Less in 2026?](https://goremy.ai/blog/articles/build-vs-buy-a-task-manager-which-costs-less-in-2026) (2026-10-20): Compare AI-built task manager costs ($20-50/month) with Asana, Monday, and ClickUp seat pricing, plus when support and compliance make buying better.
- [Stop Pasting Internal Documents Into ChatGPT. Build This Instead.](https://goremy.ai/blog/articles/how-to-securely-use-chatgpt-for-internal-company-documents) (2026-10-20): Employees are pasting trade secrets into ChatGPT. Here's how to build a locally hosted, permission-aware document scanner that stops the leak without a ban.
- [Remy and You.com: Web Intelligence Compiled Into Your App](https://goremy.ai/blog/articles/remy-you-com-integration-live-web-data-built-into-your-app) (2026-10-19): Remy compiles You.com's search, news, extraction, research, and financial intelligence into every app it builds. Here's how the integration works.
- [Open Source AI vs SaaS AI: The Privacy Case for Owning Your Models](https://goremy.ai/blog/articles/open-source-ai-vs-saas-ai-the-real-privacy-case) (2026-10-19): Court orders, training opt-outs, and leaks at OpenAI, Anthropic, and xAI show renting AI exposes your data. Here's the case for running open weights yourself.
- [The 'Mathocalypse' and Why Rented Security Is a Liability](https://goremy.ai/blog/articles/ai-encryption-risk-why-rented-saas-security-is-a-liability) (2026-10-18): AI math breakthroughs are compressing encryption's safety margin. Here's why enterprises renting security from opaque SaaS vendors can't keep pace.
- [AI Models Can Provably Hide Capabilities. Here's the Security Risk That Creates](https://goremy.ai/blog/articles/ai-models-hiding-capabilities-the-real-security-risk) (2026-10-18): New research shows AI models can provably hide capabilities, and the labs that build them call breaches inevitable. Here's why that makes building internally a security control.
- [AI Coding Tools Are Quietly Fixing Developer RSI. Burnout Is Still Rising.](https://goremy.ai/blog/articles/can-ai-coding-tools-reduce-developer-burnout-and-rsi) (2026-10-16): AI coding assistants cut keystrokes and seem to ease RSI for some developers, but burnout keeps rising. Here's what the data actually shows.
- [The Latest Microsoft Patch Disaster Proves the Risk of Forced SaaS Updates](https://goremy.ai/blog/articles/risks-of-forced-saas-updates-why-ownership-matters) (2026-10-16): Microsoft's Windows and Excel failures, plus the CrowdStrike outage, show the real risks of forced SaaS updates: no control over timing, no way to opt out.
- [How to Secure AI Agents in Production: Complete Guide](https://goremy.ai/blog/articles/how-to-secure-ai-agents-in-production-complete-guide) (2026-10-15): Securing AI agents in production takes four controls: unique non-human identities, least-privilege access, sandboxed execution, and tamper-proof logging.
- [Omarchy Linux Review: AI Capabilities, Tested Hands-On](https://goremy.ai/blog/articles/omarchy-linux-review-ai-capabilities-hands-on) (2026-10-15): Omarchy ships 10 AI coding agents built into the desktop. A hands-on look at what works, what's shaky, and who should actually run it.
- [We Tested Our Team on Spotting AI-Generated Work. They Failed.](https://goremy.ai/blog/articles/can-employees-tell-if-content-is-ai-generated-we-tested-it) (2026-10-14): We secretly tested our team on spotting AI vs. human content. Accuracy barely beat a coin flip, matching research from 19% to 76%. Here's what to build instead.
- [Bitwarden's Dual-License Change, Explained: What Changed and Why It Won't Be the Last](https://goremy.ai/blog/articles/bitwarden-dual-license-change-explained-2026) (2026-10-14): Bitwarden now defaults to commercial-license builds. Here's what changed, why it echoes HashiCorp, Redis, and Elastic, and how to build an owned fallback.
- [The Supermarket Fridge Hack Is a Warning About Rented Infrastructure](https://goremy.ai/blog/articles/supermarket-fridge-hack-europe-what-happened-and-how-to-prevent) (2026-10-13): The Danfoss refrigeration hack spoiled millions in food across European supermarkets. Here's what happened, why patching won't fix it, and how to prevent it.
- [How to Replace SaaS With AI Internal Tools (Without Blowing Up Compliance)](https://goremy.ai/blog/articles/how-to-replace-saas-with-ai-internal-tools-a-blueprint) (2026-10-13): A category-by-category guide to replacing rented SaaS with AI-built internal tools, with honest build costs, real company savings, and governance guardrails.
- [The 'LLMentalist' Trap: Why AI-Built Internal Tools Break in Production](https://goremy.ai/blog/articles/how-to-test-ai-generated-code-before-it-breaks) (2026-10-12): AI models optimize to look correct, not to be correct. Here's how to test AI-generated code and sandbox employee-built tools before they fail in production.
- [Can ChatGPT Analyze Your Tax Return? Here's the Catch](https://goremy.ai/blog/articles/can-chatgpt-analyze-tax-returns-what-actually-happens) (2026-10-11): ChatGPT can read a 1040 or W-2, but accuracy is spotty and your data's fate isn't yours to control. Here's what uploading your return really risks.
- [How to Audit AI-Generated Code in the Enterprise: The 6-Step Framework](https://goremy.ai/blog/articles/how-to-audit-ai-generated-code-in-the-enterprise) (2026-10-10): Open source can't agree on AI code policy. Here's the 6-step framework enterprise IT leaders can use to audit AI-generated and shadow AI code.
- [Will AI Replace Web Developers? What the Data Actually Shows](https://goremy.ai/blog/articles/will-ai-replace-web-developers-the-real-data) (2026-10-10): AI isn't replacing web developers. It's automating boilerplate. Here's what BLS, Anthropic, and SignalFire data show about the real job shift.
- [What Is a Zero-Knowledge Proof in Software?](https://goremy.ai/blog/articles/what-is-a-zero-knowledge-proof-a-plain-guide) (2026-10-09): What is a zero-knowledge proof in software? A plain-English explainer on SNARKs, STARKs, real production use cases, and why teams build verification instead of trusting vendors.
- [The API Tax: How to Distill Frontier Models for Enterprise](https://goremy.ai/blog/articles/how-to-distill-frontier-models-for-enterprise) (2026-10-09): Enterprises spend $12.5B a year renting frontier AI APIs. Here's the distillation pipeline that turns that spend into owned models, 75-98% cheaper to run.
- [Microsoft Blinked on Copilot: How to Build Your Own AI Workflow Instead](https://goremy.ai/blog/articles/build-a-custom-ai-workflow-instead-of-copilot) (2026-10-08): Microsoft folded personal Copilot back into its corporate product. Here's how Opus 5.5 and Jev let you build a cheaper, faster workflow instead.
- [Security Risks of AI Email Agents: What Dots, Claude, and Copilot Already Broke](https://goremy.ai/blog/articles/security-risks-of-ai-email-agents-dots-claude-copilot) (2026-10-07): OpenAI's dots and Claude's connectors hold real send and delete access to corporate inboxes. See the incidents, the research, and the fix checklist.
- [Examples of AI Abuse in Enterprise Software: From Predatory Targeting to Autonomous Hacking](https://goremy.ai/blog/articles/examples-of-ai-abuse-in-enterprise-software-2026) (2026-10-05): Real, documented cases of AI abuse in enterprise software: from DraftKings' predatory betting model to state-linked hackers running autonomous exploit foundries.
- [GPU Passthrough on KVM: The Setup Guide for Local AI Coding Agents](https://goremy.ai/blog/articles/gpu-passthrough-on-kvm-local-ai-coding-agent-setup-guide) (2026-10-05): Step-by-step KVM/VFIO GPU passthrough guide: IOMMU, VFIO binding, libvirt/Proxmox config, and model serving for near-native local AI coding agents.
- [How to Run AI Models Locally in 2026](https://goremy.ai/blog/articles/how-to-run-ai-models-locally-in-2026-a-practical-guide) (2026-10-04): GLM-5.3-Flash and 512GB unified-memory hardware make local AI practical in 2026. Here's the setup, the real cost math, and when renting still wins.
- [How to Run AI Agents Locally on Your Own Hardware](https://goremy.ai/blog/articles/how-to-run-ai-agents-locally-a-practical-setup-guide) (2026-10-04): Open-weight models now rival GPT-4o and o1. Here's how to run an AI agent locally: hardware, quantization, MCP tool access, and the real cost math.
- [The $20M Prompt: Why AI Is Now the SaaS Killer](https://goremy.ai/blog/articles/build-internal-tools-with-ai-vs-buying-saas-the-real-math) (2026-10-03): A $20M yacht-broker lawsuit shows how AI is undercutting middleman economics, plus the real data on when building internal tools beats buying SaaS.
- [How to Emulate Cloud Services Locally (Without an AWS, Azure, or GCP Account)](https://goremy.ai/blog/articles/how-to-emulate-cloud-services-locally-aws-azure-gcp) (2026-10-02): Run AWS, Azure, and GCP equivalents locally with LocalStack, Azurite, MinIO, and Testcontainers, and cut cloud dependency out of dev and test.
- [The 5 Best Small AI Models for Local Inference in 2026](https://goremy.ai/blog/articles/5-best-small-ai-models-for-local-inference-in-2026) (2026-10-01): Jev, Julia-1, Ember-1, Bonsai 2, and OrcaSAQ2: five tiny, permissive models that run classification and reasoning on local hardware for near-zero cost.
- [How to Run a Local LLM on Old Hardware: The 2026 Playbook](https://goremy.ai/blog/articles/how-to-run-a-local-llm-on-old-hardware-2026-guide) (2026-09-30): Quantized GGUF models, BitNet 1-bit weights, and P2P clusters like exo and Petals let you run real AI on a Raspberry Pi or old laptop. Here's the playbook.
- [Why Nvidia Is Building Hardware to Police Your AI Agents](https://goremy.ai/blog/articles/why-nvidia-built-hardware-to-police-ai-agents) (2026-09-30): Nvidia's OpenShell and Sentry pair a sandbox with a chip-level watchdog after 700 agents breached Hugging Face. What it means for AI agent governance.
- [Excel vs. No-Code AI Builders: Do You Still Need Rented Spreadsheets?](https://goremy.ai/blog/articles/excel-vs-no-code-ai-builders-which-should-you-use) (2026-09-29): Excel can finally hold lists in a cell. That formula upgrade doesn't answer what no-code AI builders now let employees ship without IT. Here's the real comparison.
- [How to Self-Host Internal Tools Safely: A Practical Playbook](https://goremy.ai/blog/articles/how-to-self-host-internal-tools-safely-a-playbook) (2026-09-29): A step-by-step guide to self-hosting internal tools safely: code ownership, server hardening, CI/CD isolation, access control, and shadow AI governance.
- [Run Local AI Agents on Quantized Models: OrcaSAQ2 vs. Bonsai 2 Tested](https://goremy.ai/blog/articles/run-local-ai-agents-quantized-orcasaq2-and-bonsai-2-tested) (2026-09-28): OrcaSAQ2 27B and Bonsai 2 27B run agent loops on a laptop for near-zero cost. Here's what their own benchmarks say about the agentic accuracy tradeoff.
- [When They Can Brick Your Fridge, You Don't Own Your Hardware](https://goremy.ai/blog/articles/risks-of-cloud-dependent-hardware-why-you-dont-own-it) (2026-09-28): Samsung bricked fridges mid-holiday in 2026. Revolv, Sonos, and iRobot did the same before. Here's what cloud-dependent hardware actually risks, and the fix.
- [5 Shadow AI Risks: When Employee-Built Bots Start Lying and Hustling](https://goremy.ai/blog/articles/5-shadow-ai-risks-you-need-to-govern-not-just-ban) (2026-09-27): Employee-built AI agents can lie, blackmail, collude, and commit fraud under pressure. Here are 5 documented shadow AI risks and how to govern them.
- [Omarchy: How to Manage the Employee AI Agents You Can't Ban](https://goremy.ai/blog/articles/how-to-manage-employee-ai-agents-the-omarchy-playbook) (2026-09-26): Pizza Bot and Grok Bot made employee-built AI agents trivial to deploy. Here's how to inventory, own, and govern them instead of trying to ban them.
- [What Is Omarchy? Inside the 'AI Operating System' Debate](https://goremy.ai/blog/articles/omarchy-explained-ai-operating-system-or-just-dotfiles) (2026-09-25): Omarchy pre-wires ten AI agent CLIs into Arch Linux at the OS level. What it actually is, what it isn't, and who controls the config and the money.
- [How to Run Local AI on Old Hardware (No GPU Required)](https://goremy.ai/blog/articles/running-local-ai-on-old-hardware-step-by-step-guide) (2026-09-25): Old laptops can run local AI. See how Omarchy Linux and Ollama turn a decade-old, GPU-less machine into a working agentic coding setup.
- [I Don't Want to Read What Your AI Didn't Write: The Trust Deficit in AI Tools](https://goremy.ai/blog/articles/how-to-verify-ai-generated-documents-and-code) (2026-09-25): AI text detectors don't work, and asking the AI to check itself doesn't either. Here's the actual procedure for verifying AI-generated documents and code.
- [The Hidden Costs of Enterprise SaaS: Six Taxes You're Already Paying](https://goremy.ai/blog/articles/hidden-costs-of-enterprise-saas-the-six-taxes-explained) (2026-09-25): Cancellation traps, SSO paywalls, fragile SAML, and OAuth breaches: the six documented hidden costs of renting your SaaS stack, and how ownership removes them.
- [Build vs. Rent: Why Owning Your Company's Knowledge Base Beats Renting SaaS Search](https://goremy.ai/blog/articles/build-vs-buy-internal-knowledge-base-vs-renting-saas-search) (2026-09-24): Google throttled its own index, AI Overviews cut referral clicks, and Stack Overflow is drying up. Why owning internal search beats renting SaaS now.
- [How to Run Frontier AI on Local Enterprise Hardware](https://goremy.ai/blog/articles/how-to-run-frontier-ai-on-local-enterprise-hardware) (2026-09-24): Open-weight models like gpt-oss-120b now run on enterprise hardware from $2K to $30K. Here's the playbook and the real break-even math against your SaaS bill.
- [Exfiltrate Your Weights: The Push for Mission-Critical Local AI](https://goremy.ai/blog/articles/running-ai-models-locally-vs-api-the-enterprise-case-in-2026) (2026-09-24): Banks, hospitals, and governments are downloading open-weight models and running them on owned infrastructure. Here's the real math on local AI vs API.
- [How to Block AI Bots Without Losing Google and Bing](https://goremy.ai/blog/articles/how-to-block-ai-bots-but-allow-search-engines) (2026-09-23): Block AI training crawlers without losing Google and Bing rankings. Layered robots.txt rules, identity verification, WAF policy, and Zero Trust.
- [The 'Bring Your Own Agent' Era Is Breaking IT Governance](https://goremy.ai/blog/articles/how-to-govern-unauthorized-ai-agents-at-work) (2026-09-23): Employees now give AI agents standing access to email and files, not just chatbots. Here's how to govern shadow agent identities before they cost you.
- [Internal AI Workflows Cost Pennies. SaaS Subscriptions Still Cost $9,324 a Seat.](https://goremy.ai/blog/articles/internal-ai-workflow-cost-vs-saas-subscription-the-real-math) (2026-09-23): AI inference now costs pennies per task, but the average SaaS seat still runs $9,324 a year. Here's the real cost math on building internal AI workflows vs. renting SaaS.
- [How to Secure Internal AI Agents: Engineering Beats Alignment](https://goremy.ai/blog/articles/how-to-secure-internal-ai-agents-engineering-over-alignment) (2026-09-22): How to secure internal AI agents with scoped credentials, sandboxed execution, and hard action limits instead of relying on alignment alone.
- [5 SaaS Tools You Can Replace With Open-Source Postgres and Local AI](https://goremy.ai/blog/articles/replace-saas-with-open-source-postgres-and-local-ai) (2026-09-22): Vector search, full-text search, pub/sub, transcription, and LLM inference now run on Postgres extensions and local models. Here's the benchmark and cost data.
- [How to Govern Shadow AI Tools: 5 Open-Source Fixes That Work](https://goremy.ai/blog/articles/how-to-govern-shadow-ai-tools-5-open-source-fixes) (2026-09-22): Bans don't stop shadow AI. Here are 5 open-source tools IT leaders use to inventory, secure, and govern employee-built AI agents instead.
- [Is No-Code AI Safe for Enterprise? The Real Price of 'Free' AI Builders](https://goremy.ai/blog/articles/is-no-code-ai-safe-for-enterprise-the-hidden-costs) (2026-09-22): No-code AI builders trade security and ownership for speed. Here's the data on breaches, lock-in, and shadow AI, and when to build instead of rent.
- [5 Ways AI Training Cutoffs Quietly Break Employee-Built Automations](https://goremy.ai/blog/articles/ai-model-training-cutoff-risks-5-ways-stale-ai-breaks-tools) (2026-09-21): Employee-built AI automations inherit a frozen model worldview. Here are 5 ways training cutoffs and model drift quietly break shadow-built tools.
- [Run AI Locally or Pay for Cloud SaaS? The 2026 Math](https://goremy.ai/blog/articles/run-ai-locally-vs-cloud-saas-the-real-2026-cost-case) (2026-09-21): Omarchy's $18M backing and 192GB desktops make local AI a real alternative to cloud APIs. Here's the honest cost, privacy, and capability math.
- [Converting a Custom GPT into a Remy App](https://goremy.ai/blog/articles/convert-custom-gpt-into-remy-app) (2026-09-21): Converting a Custom GPT into a Remy app through inventory, a migration packet, and a spec-driven rebuild that preserves behavioral parity.
- [What Game Decompilation Teaches Us About Owning Software vs. SaaS](https://goremy.ai/blog/articles/owning-software-vs-saas-what-game-decompilation-teaches-us) (2026-09-21): RE4, Mario 64, and Ocarina of Time decompilers rebuilt source code by hand. Here's what that reveals about the real benefits of owning software vs SaaS.
- [The Great Unbundling: How AI APIs Are Replacing SaaS Subscriptions](https://goremy.ai/blog/articles/replace-saas-subscriptions-with-ai-apis-the-real-math) (2026-09-18): Cheap multimodal AI APIs now replace point-solution SaaS tools for pennies. Here's the framework, real examples, and cost math for doing it right.
- [When to Build vs. Buy Internal Software (And When to Just Prototype It)](https://goremy.ai/blog/articles/when-to-build-vs-buy-internal-software-a-4-question-framework) (2026-09-18): Build, buy, or prototype fast? A practical framework with real cost and risk data for deciding which internal tools deserve engineering investment.
- [Shadow AI Governance: How to Secure the Agents Employees Build](https://goremy.ai/blog/articles/shadow-ai-governance-a-step-by-step-framework) (2026-09-18): No-code tools let employees build real agents fast. Here's the identity-based, lifecycle-aware framework for governing shadow AI before it breaches you.
- [What Is an AI Formal Proof in Lean 4?](https://goremy.ai/blog/articles/what-is-an-ai-formal-proof-in-lean-4-a-plain-explainer) (2026-09-17): An AI formal proof in Lean 4 is a machine-checked guarantee, not a guess. Here's what that means, what AI can prove today, and what it can't.
- [Managing Autonomous AI Agents in the Workplace: The 'Walk Away' Problem](https://goremy.ai/blog/articles/managing-autonomous-ai-agents-in-the-workplace) (2026-09-13): Long-running agents like Astra now work unsupervised for days. Here's why IT governance built for software licenses fails, and the framework that replaces it.
- [The 2026 Self-Hosted AI Development Stack: Rails 8, Omarchy, and Ollama](https://goremy.ai/blog/articles/self-hosted-ai-development-stack-rails-8-omarchy-ollama) (2026-09-12): A self-hosted AI development stack in 2026: Rails 8, Omarchy, and Ollama replace your PaaS, Redis, and API bills. The math, the 37signals case study, and the limits.
- [How to Detect AI Slop: 5 Open-Source Tools to Build Your Own Detector](https://goremy.ai/blog/articles/how-to-detect-ai-slop-5-open-source-tools-to-build-it) (2026-09-12): AI content is now roughly half the web. Here's how to build a self-hosted AI slop detector with Binoculars, Fast-DetectGPT, ZipPy, SynthID, and bot filters.
- [Buy GPUs or Rent Cloud AI? The Real Break-Even Math](https://goremy.ai/blog/articles/buy-gpus-or-rent-cloud-ai-the-real-break-even-math) (2026-09-11): Is it cheaper to buy GPUs or rent cloud AI for internal tools? The break-even is lower than you think. Here's the real math and a decision framework.
- [Easy Self-Hosting Alternatives to Big Tech SaaS in 2026](https://goremy.ai/blog/articles/easy-self-hosting-alternatives-to-big-tech-saas) (2026-09-11): Coolify, Umbrel, and other turn-key platforms make self-hosting practical. What's driving the shift, what you can replace today, and the real costs.
- [The Knowledge Cliff: Why AI Incident Response Fails When It Matters Most](https://goremy.ai/blog/articles/ai-incident-response-risks-the-knowledge-cliff-explained) (2026-09-11): AI writes the code and runs incident response, but no one understands the system that broke. Here's the governance gap turning outages into crises.
- [How to Secure AI Agents and Skills Files](https://goremy.ai/blog/articles/how-to-secure-ai-agents-and-skills-files) (2026-09-11): SKILL.md files carry full agent privileges and most go unreviewed. Here's the step-by-step framework to inventory, scan, and govern them like production code.
- [Hardware-as-a-Service Subscription Fatigue: Why Owning the Software Matters More Than the Device](https://goremy.ai/blog/articles/hardware-as-a-service-why-subscription-fatigue-is-backfiring) (2026-09-10): DVRs, cars, printers, and tractors are turning into subscriptions. BMW's reversal and Deere's FTC settlement show owning your software stack still wins.
- [The Best Local Open-Source LLM for Coding in 2026](https://goremy.ai/blog/articles/best-local-open-source-llm-for-coding-2026-guide) (2026-09-10): Five Apache-licensed local coding models that match GPT-4o on benchmarks, run on one GPU, and cost nothing per token. A practical buyer's guide.
- [VMware Migration Cost Savings: What Companies Are Actually Saving by Leaving](https://goremy.ai/blog/articles/vmware-migration-cost-savings-what-companies-are-really-saving) (2026-09-10): Broadcom pulled VMware's migration toolkit after price hikes up to 1,050%. Tottenham Hotspur saved 85% and Computershare moved 24,000 VMs. Here's the data.
- [We Replaced a $500/mo Admin SaaS Tool With a 20-Hour AI Agent](https://goremy.ai/blog/articles/automate-admin-tasks-with-ai-agents-what-a-20-hour-run-taught-us) (2026-09-09): We replaced a $500/mo admin SaaS with a 20-hour GPT-6 Astra agent. Here's what broke, what it cost, and the governance problem building doesn't solve.
- [Tauri vs. Tcl/Tk: Which Framework Should You Use for Internal Desktop Tools?](https://goremy.ai/blog/articles/tauri-vs-tcl-tk-best-framework-for-internal-desktop-tools) (2026-09-09): Choosing between Tauri and Tcl/Tk for internal desktop tools? Compare bundle size, security, dev experience, and longevity with real benchmark data.
- [How Developers Reuse Old Hardware with Local AI Scripts](https://goremy.ai/blog/articles/how-to-reuse-old-hardware-with-local-ai-scripts) (2026-09-09): Learn how developers turn rotary phones, old laptops, Kindles, and spare phones into a subscription-free smart home using open-source local AI scripts.
- [AI Is Repricing SaaS: Why Renting Software Just Got More Expensive Than Building It](https://goremy.ai/blog/articles/ai-is-repricing-saas-the-build-vs-buy-math-for-2026) (2026-09-09): Per-seat SaaS pricing assumed human-paced software. Real-time AI broke that math. Here's how to calculate your own build-vs-buy delta.
- [How to Govern Employee ChatGPT Use and Shadow AI](https://goremy.ai/blog/articles/how-to-govern-employee-chatgpt-use-and-shadow-ai) (2026-09-09): Banning shadow AI doesn't work. Here's how to govern employee ChatGPT usage and custom GPTs with a tiered, earned-autonomy trust framework instead.
- [Mac Studio vs Cloud APIs: The Real Cost of Running Local AI Agents](https://goremy.ai/blog/articles/mac-studio-vs-cloud-api-costs-for-local-ai-agents) (2026-09-08): Mac Studio TCO vs cloud API subscriptions for local AI agents: the three-year math, the 94/6 routing trick that cuts bills by 90%+, and the hardware catch.
- [Chrome Killed uBlock Origin. Here's What Enterprise IT Can Still Control](https://goremy.ai/blog/articles/chrome-manifest-v3-enterprise-ublock-origin-alternatives) (2026-09-08): Chrome killed uBlock Origin's full power for good. Here's why enterprise policy couldn't stop it, and which browsers and tools IT teams can still govern.
- [Build vs. Buy for Internal Tools: How Fable 5.1 Flips the Math](https://goremy.ai/blog/articles/build-vs-buy-internal-tools-how-ai-coding-changed-the-math) (2026-09-08): Claude Fable 5.1's 4x cheaper cache reads flip build-vs-buy economics for niche internal tools. Here's the framework and the numbers behind it.
- [Niche SaaS Is Bleeding Out as Clients Build It Themselves](https://goremy.ai/blog/articles/build-vs-buy-internal-tools-with-ai-why-saas-is-losing) (2026-09-07): AI coding agents let teams replace mid-priced SaaS in days, not weeks. Here's the data on who's building, who's buying, and what still needs a vendor.
- [5 Legacy Codebases AI Can Now Modernize and Let You Own](https://goremy.ai/blog/articles/using-ai-to-modernize-legacy-code-5-real-examples) (2026-09-07): From 1993 Amiga assembly to 220 billion lines of COBOL, AI now automates the expensive part of modernization: understanding old code. Here's the proof.
- [Building vs. Buying Identity Verification: The Real Cost Comparison](https://goremy.ai/blog/articles/cost-of-building-vs-buying-identity-verification-explained) (2026-09-07): Per-check pricing makes buying identity verification look cheap. The IDScan and IDMerit breaches show what that price leaves out. Here is the real math.
- [Self-Hosted AI vs Cloud AI: What the Triple Outage Proved](https://goremy.ai/blog/articles/self-hosted-ai-vs-cloud-ai-what-the-outage-proved) (2026-09-06): ChatGPT, Claude, and Grok all went down the same morning. Here's what that reveals about self-hosted AI vs cloud AI, and how to de-risk your stack.
- [How to Block Network Trackers With DNS](https://goremy.ai/blog/articles/how-to-block-network-trackers-with-dns-2026-guide) (2026-09-06): ISPs and IoT devices monetize every DNS query by default. Here's how self-hosted and protective DNS filtering block trackers network-wide.
- [Local AI vs Cloud LLM for Enterprise: Why the Real Shift Is Happening Quietly](https://goremy.ai/blog/articles/local-ai-vs-cloud-llm-for-enterprise-the-real-2026-tradeoff) (2026-09-06): GPT-6 Astra owns the headlines, but enterprise inference is quietly shifting local. Here's the cost, governance, and workload math behind the move.
- [Self-Hosted Alternatives to SaaS: The Category-by-Category Guide](https://goremy.ai/blog/articles/self-hosted-alternatives-to-saas-the-category-by-category-guide) (2026-09-05): A category-by-category map of self-hosted alternatives to SaaS, backed by cost data, sovereignty stats, and real government case studies.
- [AI Agent Corporate Data Security Risks: Astra, Fable 5.1, and Apple's Lawsuit](https://goremy.ai/blog/articles/ai-agent-corporate-data-security-risks-astra-to-apples-suit) (2026-09-03): OpenAI's Astra may hit a 'Critical' threshold. Anthropic's Fable 5.1 makes multi-day autonomous agents cheap. Apple v. OpenAI shows where the data leaks.
- [AI Software Factory vs. SaaS: Why Building Wins in 2026](https://goremy.ai/blog/articles/ai-software-factory-vs-saas-why-build-beats-buy-in-2026) (2026-09-03): Autonomous coding agents now ship production code with almost no human review. Here's why that flips the build-vs-buy math on your next SaaS renewal.
- [What Hardware Do You Actually Need to Run LLMs Locally?](https://goremy.ai/blog/articles/hardware-requirements-for-local-llm-inference-2026-guide) (2026-09-03): What GPU, memory, and budget you actually need to run a 27B-class model like Qwen3 locally, plus the break-even math against API pricing.
- [Verschlimmbesserung: Why SaaS Software Gets Worse Over Time](https://goremy.ai/blog/articles/verschlimmbesserung-why-saas-gets-worse-over-time) (2026-09-03): A German word explains why subscription software keeps 'improving' its way into being worse and pricier. Here's the mechanism, the cost data, and the fix.
- [The Accidental Engineers: When ChatGPT Memory Becomes Internal Software](https://goremy.ai/blog/articles/managing-employee-chatgpt-prompts-as-internal-tools) (2026-09-03): Employees built a shadow layer of business logic into ChatGPT's memory and custom instructions. Here's how to govern it before it walks out the door.
- [Building vs. Buying Database Infrastructure With AI: A Practical Framework](https://goremy.ai/blog/articles/building-vs-buying-database-infrastructure-with-ai) (2026-09-03): AI coding agents can now write high-performance database code. Here's a practical framework for when to build your own infrastructure vs. buy a managed one.
- [Local-First Open-Source Alternatives to SaaS: What Developers Are Actually Using](https://goremy.ai/blog/articles/local-first-open-source-alternatives-to-saas-2026-guide) (2026-09-03): What local-first software means, why developers are adopting it now, and a category-by-category map of open-source alternatives to popular SaaS tools.
- [How to Manage AI Agents in the Enterprise (Before They Manage You)](https://goremy.ai/blog/articles/how-to-manage-ai-agents-in-the-enterprise-a-practical-guide) (2026-09-02): Employees are building agent swarms with no registry, identity, or owner. Here's the governance model to manage AI agents in the enterprise without banning them.
- [How to Write an Internal AI-Generated Code Policy (Using Debian and Linux's Playbook)](https://goremy.ai/blog/articles/how-to-write-an-internal-ai-generated-code-policy) (2026-09-02): Debian, the Linux kernel, and GCC just codified AI code rules. Here's how to turn their disclosure and accountability framework into your company's policy.
- [The Best Local Open-Source AI and Infrastructure Tools in 2026](https://goremy.ai/blog/articles/best-local-open-source-ai-infra-tools-2026) (2026-09-02): Best local open-source AI and infrastructure tools in 2026: Ollama, llama.cpp, Valkey, OpenTofu, and n8n for self-hosting.
- [The Mac Studio M5 Ultra Makes the Case for Owning Your AI Compute](https://goremy.ai/blog/articles/mac-studio-m5-ultra-the-case-for-owning-your-ai-compute) (2026-09-02): Local AI vs cloud AI cost, explained with real numbers. Why Apple's M5 Ultra and open models like Granite 4.2 change the local-versus-cloud math.
- [Building a Local AI Agent with a Raspberry Pi and Read-Only Postgres](https://goremy.ai/blog/articles/run-an-llm-locally-on-a-raspberry-pi-with-read-only-postgres) (2026-09-02): A hands-on test of running local LLMs on a Raspberry Pi 5 with a read-only Postgres role, proving cheap edge hardware can power governed internal AI tools.
- [How to Review AI-Generated Code Before It Reaches Production](https://goremy.ai/blog/articles/how-to-review-ai-generated-code-before-it-ships) (2026-09-02): A practical workflow for reviewing AI-generated code: acceptance gates, risk-based routing, dependency scanning, and where human review still matters most.
- [The 2026 SaaS Waste Breakdown: The True Cost of Rented Software](https://goremy.ai/blog/articles/2026-saas-waste-breakdown-how-much-budget-is-lost) (2026-09-02): 2026 data shows 25-48% of SaaS budgets go to unused licenses and duplicate tools. Here's the real breakdown and why owning software beats renting it.
- [Why Sandboxes Won't Save You From Shadow AI (And What Will)](https://goremy.ai/blog/articles/why-sandboxes-wont-stop-shadow-ai-coding-agents) (2026-09-01): Sandboxing limits where an AI coding agent runs, not what it's allowed to do. Here's why hooks, not VMs, are the real control for shadow AI risk.
- [The Open Source CEO: What Happens When AI Takes Over Judgment?](https://goremy.ai/blog/articles/can-ai-replace-product-managers-what-judgment-actually-costs) (2026-09-01): Developers built an open-source AI to replace their CEO as a joke. The real lesson: AI can do PM tasks, but not the judgment behind them.
- [5 Self-Hosted Alternatives to Enterprise SaaS That Actually Save Money](https://goremy.ai/blog/articles/5-self-hosted-alternatives-to-enterprise-saas) (2026-09-01): Encrypted mail, chat, file sync, secrets, and Zero Trust VPN: five self-hosted alternatives to enterprise SaaS, with real cost comparisons.
- [Why VMs Don't Contain Cyber-Capable AI Agents](https://goremy.ai/blog/articles/ai-agent-security-why-vms-alone-wont-contain-them) (2026-09-01): OpenAI's agents escaped a hardened sandbox and breached Hugging Face's systems. Here's why VMs and containers can't fully contain AI agents, and what does.
- [Local AI Models vs API Cost: The Real Break-Even Math](https://goremy.ai/blog/articles/local-ai-models-vs-api-cost-the-real-break-even-math) (2026-08-31): GLM-5.3-Flash and Qwen3.8 now run on a single GPU. Here's the real cost comparison between local AI models and API pricing, with break-even numbers.
- [How to Self-Host an Internal Status Page for Your Tools](https://goremy.ai/blog/articles/self-host-an-internal-status-page-full-setup-guide) (2026-08-31): Skip $29-$1,499/mo status page SaaS. Self-host Uptime Kuma for internal tools with Docker, a reverse proxy, and network-level privacy.
- [Self-Hosted AI Gateway vs. SaaS: The Real Build vs. Buy Math](https://goremy.ai/blog/articles/self-hosted-ai-gateway-vs-saas-the-real-cost-math) (2026-08-31): LiteLLM, Portkey, and Kong compared on cost, performance, and governance. A practical build vs. buy framework for AI gateway infrastructure.
- [What Is an AI Inference Engine? vLLM Explained](https://goremy.ai/blog/articles/what-is-an-ai-inference-engine-vllm-explained) (2026-08-31): An AI inference engine like vLLM serves trained model weights to real users. Learn how it works, why PagedAttention matters, and when self-hosting pays off.
- [How to Run GLM-5.3-Flash Locally on CPU (No GPU Required)](https://goremy.ai/blog/articles/run-glm-5-3-flash-locally-on-cpu-no-gpu-needed) (2026-08-31): How to run the 320B-parameter GLM-5.3-Flash model on CPU with 128GB RAM using Unsloth's dynamic GGUF quants, plus the hardware math and exact commands.
- [The Sovereign Tech Fund: Why Owning Your Software Stack Is Now a Security Strategy](https://goremy.ai/blog/articles/sovereign-tech-fund-and-software-ownership-explained) (2026-08-31): Germany's Sovereign Tech Fund is pouring millions into Linux packaging tools. Here's why enterprises are making the same bet on owning their software stack.
- [5 Ways to Secure Database Access for Internal AI Agents](https://goremy.ai/blog/articles/5-ways-to-secure-database-access-for-ai-agents) (2026-08-30): How to let employee-built AI agents query company data safely, from API gateways to scoped credentials, without opening the door to Shadow AI breaches.
- [Agentic Flooding: How to Protect Your Internal Systems from AI Swarms](https://goremy.ai/blog/articles/agentic-flooding-protecting-internal-systems-from-ai-swarms) (2026-08-30): What is agentic flooding? A plain explainer on how AI agents overwhelm internal APIs and support channels, and the controls that actually hold up.
- [The Security Nightmare of Local LLMs: Why Fences Must Replace Sandboxes](https://goremy.ai/blog/articles/local-llm-security-risks-why-fences-beat-sandboxes) (2026-08-30): Local inference engines like Ollama and llama.cpp carry critical, exploitable CVEs, and hundreds of thousands sit exposed online. Here's what to fix first.
- [Building Dashboards with AI: How Frontier Frontend Models Kill Niche SaaS](https://goremy.ai/blog/articles/ai-frontend-generation-for-internal-tools-the-saas-killer) (2026-08-30): AI tools like v0, Bolt, and Lovable now build internal dashboards in minutes. Here is when that replaces niche SaaS, and when it does not.
- [The Single-Binary Stack: 5 Self-Hosted Tools Replacing Expensive SaaS](https://goremy.ai/blog/articles/5-single-binary-self-hosted-tools-replacing-expensive-saas) (2026-08-30): PocketBase, Vaultwarden, Uptime Kuma, Miniflux, and Umami: five single-binary apps that replace pricey SaaS subscriptions, with real cost comparisons.
- [Object Storage is the New Universal Backend for Owned Software](https://goremy.ai/blog/articles/object-storage-vs-database-for-self-hosting-the-new-backend) (2026-08-30): Why developers are pairing single binaries with cheap object storage instead of managed databases, and what it means for self-hosting costs.
- [The Employee Rebellion: Disabling Intrusive Corporate AI](https://goremy.ai/blog/articles/how-to-manage-shadow-ai-in-the-workplace-2026-guide) (2026-08-29): Employees are disabling intrusive corporate AI and building their own tools instead. Here's what the data says actually works to manage shadow AI.
- [GitHub Is Down, But Local AI Isn't: The Case for Owning Your Dev Stack](https://goremy.ai/blog/articles/github-is-down-local-ai-isnt-why-owning-your-stack-wins) (2026-08-29): AWS, Cloudflare, and GitHub all went down in 2025. Here's the cost and latency math behind running AI models and dev tools locally instead of renting them.
- [The Hidden Toll of SaaS Lock-In: What Data Retrieval and Platform Fees Actually Cost](https://goremy.ai/blog/articles/hidden-toll-of-saas-vendor-lock-in-real-costs) (2026-08-29): From lost archival data to 1,500% price hikes, here's what SaaS vendor lock-in actually costs and how to avoid getting trapped.
- [The Hardware and Software Ownership Renaissance](https://goremy.ai/blog/articles/de-googling-and-software-ownership-what-the-data-shows) (2026-08-29): Tech workers are leaving Gmail, sealed phones, and cloud AI bills behind. Here is the real cost data behind the software ownership shift.
- [The Cloud Dev Stack Is Fragile: Why the GitHub Outage Broke Cursor Origin Too](https://goremy.ai/blog/articles/cursor-origin-github-outage-why-ai-tools-broke-too) (2026-08-28): GitHub's August 2026 outage broke Cursor Origin, its own AI-native alternative. Here's what that reveals about renting your dev infrastructure.
- [Reclaiming the Dev Cycle: Building an AI-Native Workflow You Actually Own](https://goremy.ai/blog/articles/ai-native-development-cycle-build-one-you-actually-own) (2026-08-28): Shadow AI is now standard, not fringe. Here's how to build a standardized, locally run AI development cycle with small models and DuckDB instead.
- [What Is Persistent AI Compute and How Do You Govern It?](https://goremy.ai/blog/articles/what-is-persistent-ai-compute-and-how-do-you-govern-it) (2026-08-28): Employees are running long-lived AI agents from the CLI. Here is what persistent AI compute is and a practical framework IT can use to govern it.
- [The Shadow AI Tech Stack: 5 Tools Employees Are Using to Build Their Own Apps](https://goremy.ai/blog/articles/5-shadow-ai-tools-employees-use-to-build-their-own-apps) (2026-08-28): From terminal coding agents to ngrok tunnels, here are the real shadow AI tools employees use to build software outside IT, and what it costs when it breaks.
- [When the Cloud Breaks: Why Local AI Is the Ultimate Software Asset](https://goremy.ai/blog/articles/when-the-cloud-breaks-why-local-ai-wins-on-reliability) (2026-08-28): Cloud AI outages keep hitting OpenAI, Anthropic, and AWS. Here's why local AI execution is becoming the safer, cheaper standard for software ownership.
- [Build vs. Buy in 2026: The Open-Source Infrastructure Boom](https://goremy.ai/blog/articles/build-vs-buy-2026-open-source-data-infra-vs-enterprise-saas) (2026-08-28): Open-source data tools now beat enterprise SaaS on cost at scale. Real numbers on self-hosting ClickHouse vs Snowflake, BigQuery, and Databricks in 2026.
- [PostgreSQL for Everything: Escaping the Expensive Managed Database Trap](https://goremy.ai/blog/articles/postgresql-for-everything-escaping-the-managed-database-trap) (2026-08-27): How companies cut database bills by replacing Redis, Elasticsearch, Kafka, and MongoDB with one Postgres instance. The architecture and the real math.
- [How to Build Internal Tools with AI: A Practitioner's Guide to Replacing $50/mo SaaS Tools](https://goremy.ai/blog/articles/how-to-build-internal-tools-with-ai-no-engineers-needed) (2026-08-27): A practical guide to replacing niche SaaS tools by building custom internal apps with AI, from workflow prompt to shipped tool, no dev team required.
- [The Open-Source Pivot: Why Open Core SaaS Often Traps You in Enterprise Hell](https://goremy.ai/blog/articles/open-source-vs-open-core-saas-why-lock-in-still-happens) (2026-08-27): PostHog's paid add-ons and OpenRouter's sale to Stripe show how open-core SaaS can trap you in enterprise lock-in. Here's how to spot it early.
- [Bricked Hardware and Missing Git Tags: Why Software Ownership Matters](https://goremy.ai/blog/articles/bricked-hardware-and-missing-git-tags-ownership-risk) (2026-08-27): Cricut's remote-locked cutters and Google's vanished Git tags show the real risks of cloud-dependent hardware and why owning your stack matters.
- [Shadow AI is Here: When Employees Build the Features You Won't Buy](https://goremy.ai/blog/articles/shadow-ai-is-here-what-it-is-and-why-its-spreading) (2026-08-27): Shadow AI is employees building software and agents without IT approval. Here's what the data says about how widespread it is and what it costs.
- [We Need to Talk About Who Owns the AI Training Data](https://goremy.ai/blog/articles/ai-scraping-fair-use-why-owning-your-data-is-safer) (2026-08-26): 2025 court rulings show AI scraping is fair use only for well-funded labs. Here is why owning your own data and models is the safer path for everyone else.
- [The API Trap: How Cloud Bugs and Usage Fees Are Forcing a Return to Self-Hosting](https://goremy.ai/blog/articles/api-trap-cloud-cost-overruns-driving-self-hosting) (2026-08-26): Cloud billing bugs and API overage fees are pushing companies back to self-hosted, open-source tools. Here's the real math on cloud API cost overruns.
- [The End of the Large Software Team](https://goremy.ai/blog/articles/end-of-the-large-software-team-ais-real-impact) (2026-08-26): AI copilots let one developer do what used to take a team. Here is what the research actually shows and what it means for build vs buy.
- [Shadow AI Is Now Sitting on Your Employees' Desks](https://goremy.ai/blog/articles/shadow-ai-security-risks-local-models-wearables-enterprise) (2026-08-26): Employees are running local LLMs and AI wearables outside IT's view. Here's what shadow AI actually costs and exposes, with real breach data.
- [Why Bloated Software Is Finally Becoming Unacceptable](https://goremy.ai/blog/articles/replace-electron-with-native-swift-or-rust-a-real-comparison) (2026-08-26): Electron apps idle at 10x the memory of native ones. Here's the real, sourced comparison behind why teams are moving to Swift and Rust for internal tools.
- [From Figmimic to Claude: Replacing Design SaaS With Scrappy AI Workflows](https://goremy.ai/blog/articles/use-ai-to-build-ui-components-without-figma-a-how-to) (2026-08-25): Skip the Figma seat. Learn how teams extract DOM structure and use Claude to generate real, reusable UI components instead of renting design software.
- [The 'Claudish' Code Base: Governing the Apps Your Employees Build](https://goremy.ai/blog/articles/how-to-manage-employee-built-ai-apps-a-governance-guide) (2026-08-25): Employees are shipping real apps with AI coding tools, often insecurely. Here's how IT governs shadow AI software without killing the speed.
- [Tuning Your Local AI: Why Self-Hosted Models Feel Dumber Than They Are](https://goremy.ai/blog/articles/how-to-make-a-local-llm-smarter-a-practical-tuning-guide) (2026-08-25): Local LLMs feel dumb because of defaults, not weak models. Fix context length, quantization, chat templates, and sampling to close the gap with APIs.
- [How to Self-Host Your Company's AI Stack: Replacing SaaS APIs with Local Models](https://goremy.ai/blog/articles/how-to-self-host-ai-models-for-business-2026-guide) (2026-08-25): A practical howto on self-hosting your company's AI stack: break-even math, open models like DeepSeek V3, and tools like SIE and FreeToken.
- [The 'Free Claude' Problem: Why Shadow AI Is Your Next Governance Nightmare](https://goremy.ai/blog/articles/free-claude-problem-managing-shadow-ai-at-work) (2026-08-24): Employees are bypassing API costs with free Claude proxies and rogue bots. Here's how to govern shadow AI without killing the speed that makes it valuable.