AI Automation Guide Series
Automate workflows with AI-powered scripts and tools. Use ChatGPT, DeepSeek, and other models to build automation that works.
Automation is one of the most practical uses of AI today. Whether you are automating email responses with ChatGPT or building complex workflows with AI agents, this category covers real-world automation techniques you can start using immediately. No coding required for most guides.
About the AI Automation Knowledge Base
Welcome to our AI Automation guide collection. Our team tests real solutions on physical hardware. We share clear steps, proven scripts, and practical fixes. You get exact terminal commands without fluff or guesswork.
Each guide helps you fix a specific issue or speed up your daily workflow. Browse the tutorials below to find working fixes, benchmark data, and verified code.
All AI Automation Guides & Technical Runbooks
DeepSeek-V3 671B Local Hardware Requirements & RAM Guide
DeepSeek-V3 671B local hardware guide: VRAM vs RAM offloading math, KTransformers benchmarks, DDR5 bandwidth limits, and real token speeds.
Fix Ollama 2048 Context Truncation: num_ctx Guide
Why Ollama silently truncates prompts at 2048 tokens: the hidden num_ctx bug in Open WebUI, API, and Modelfiles, and how to fix RAG drops.
DeepSeek R1 FP8 vs Q4 VRAM and Speed Guide
DeepSeek R1 FP8 vs Q4: VRAM, speed, quality tradeoffs, and exact Ollama/llama.cpp commands for local inference on consumer GPUs.
How to Enable FP8 KV Cache in Ollama & vLLM (128K Context)
Break the VRAM wall in local LLMs. Learn the exact memory math, vLLM FP8 KV-cache flags, and Ollama Flash Attention settings to run 128K context on 24GB GPUs.
DeepSeek PowerShell Log Triage for Windows Server
Automate Windows Server log parsing using DeepSeek V4 and PowerShell. Step-by-step IT guide for Event Viewer, CBS logs, and IIS diagnostic triage.
Indirect Prompt Injection: How to Protect AI Agents (OWASP)
A hidden resume prompt hijacked an AI agent in our lab. Here is the exact attack vector, why input sanitization fails, and 3 defensive fixes.
Ollama Running Slow? How We Fixed num_ctx GPU Offload
Why does Ollama slow down or shift to CPU offload during long chats? Fix num_ctx memory degradation and force full GPU offload.
Open WebUI + Ollama RAG: Local IT Runbook Indexing Guide
How our team set up Open WebUI and Ollama with nomic-embed-text to index internal IT runbooks, network topologies, and incident notes 100% offline.
PowerShell Windows Event Log Triage with DeepSeek
Tired of Event Viewer logs? Here is our automated PowerShell tool piping Windows errors to local DeepSeek via Ollama for instant on-premise triage.
How to Run Qwen 3.6 Vision LLM Locally (Complete Guide)
Run Qwen 3.6-27B Vision locally to parse architecture diagrams, network schematics, and OCR logs offline on consumer GPUs. Step-by-step Ollama and Python guide.
Gemini 3.6 Flash vs Claude 3.5 Sonnet: Review (2026)
We stress-tested Gemini 3.6 Flash for 48 hours on sysadmin and code pipelines. Here is our benchmark review: 280 t/s speed, sycophancy gaps, and pricing.
Gemini 3.6 Flash vs 3.5 Flash: Speed & Pricing Guide (2026)
Our team benchmarked Gemini 3.6 Flash vs 3.5 Flash-Lite: 280 tok/sec throughput, 90% context cache discount, pricing, Python API script, and test results.
5 Best Free AI Avatar Generators in 2026 (Cloud & Local)
Create realistic AI video avatars for free in 2026. How our team tested HeyGen, Hedra, and local LivePortrait setups with zero subscriptions and watermarks.
5 Best Free AI Logo Generators in 2026 (SVG Vectors)
Create clean, scalable SVG logos for free in 2026. How our team tested Recraft v3, Ideogram 2.0, and local vectorizers to bypass pixelated PNGs and agency fees.
Run DeepSeek-R1 on 8GB VRAM: 8B & 14B Benchmarks (2026)
Can you run DeepSeek-R1 on 8GB VRAM? Our workbench benchmarks 8B & 14B models on RTX 4060 and RX 7600 with reproducible token speeds and VRAM configs.
5 Best Free AI Video Generators (Sora vs LTX Desktop 2026)
Tired of cloud video token paywalls? We tested OpenAI Sora against open-source LTX Desktop, Wan2.1, and HunyuanVideo on local RTX hardware.
How to Set Up Fooocus Locally on Windows 11 (2026 Guide)
Set up Fooocus locally on Windows 11 with an NVIDIA GPU. Step-by-step installation, VRAM optimization flags, FLUX.1/SDXL models, and troubleshooting.
How Berkeley CS Students Built Autonomous Agents (Step
Autonomous LLM agents: ACI design, visual grounding, checkpointing, and anti-detection — with code and benchmarks from SWE-agent and WebArena.
How to Set Cost Caps & Retry Limits for LLM Pipelines
How to use explicit Finite State Machines, pre-flight cost guards, and loop detection algorithms to prevent runaway API spend in autonomous AI
DeepSeek Cloud Orchestration: Daemon Setup & Log Telemetry
Learn how to run DeepSeek locally for cloud ops with structured JSON logging, LM Studio API endpoints, systemd daemons, and health watchdogs.
AI Content Auditor Python Guide: Scoring Blog Quality (2026)
Our team built a Python content auditor scoring 69 articles across 7 lexical metrics. Here is the full script, 55/100 audit postmortem, and clean-up runbook.
How to Automate Expense Reports with AI (Step-by-Step Guide)
Automate receipt OCR, category mapping, and CSV export with local AI. Step-by-step guide with EasyOCR Python scripts and prompt templates.
Automate Excel Data Cleaning: Python DeepSeek CLI
Eliminate manual spreadsheet cleaning. Learn how our team built a Python CLI with DeepSeek to unmerge cells, fix date formats, and clean Excel files in seconds.
DeepSeek Automated Incident Response: Post-Mortem & Fixes
DeepSeek wrote an incident response script that restarted production and purged crash logs. Here is our post-mortem and hardened Python CLI runbook.
Automate Grade Reports: Python Script & DeepSeek Setup
Automate weekly student grade reports using Python and DeepSeek: clean messy CSV data, compute GPAs, and schedule runs in under two seconds.
How DeepSeek Flagged 3,000 Cloud Resources (AWS Case Study)
A DeepSeek AWS cleanup script flagged 3,000 resources for deletion due to hallucinated tag logic. Here is the post-mortem, safeguards, and hardened code.
DeepSeek API Cost Tracker: Save $2K/Mo with Python Tool
Track AI API spending across DeepSeek, OpenAI, Claude, and Gemini with our standalone Python script. Fix hallucinated endpoints and cut cloud AI bills.
Automated Linux Server Health Checks with AI: Python Guide
We used DeepSeek to generate an async SSH server health checker. Here is the production-ready Python script, Slack webhook integration, and bug fixes.
Building a Log Monitor with Python & DeepSeek (2026)
We used DeepSeek to generate a real-time Python log monitor with sliding-window alerts. Here is what failed, the hallucinations we fixed, and the full script.
We Built a Sysadmin Toolkit with DeepSeek (Real Test)
We used DeepSeek to generate a Linux sysadmin toolkit for log parsing, disk monitoring, and user auditing. Here is what worked and broke.