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 Hardware Requirements: RAM & GPU Math (2026)
Can you run DeepSeek-V3 671B locally? We calculate exact RAM, NVMe swap, and multi-GPU VRAM requirements for FP8, Q4, and CPU offloading.
Why Ollama Truncates Context at 2048 Tokens: num_ctx Fix
Why does Ollama cut off chat history after 2048 tokens? How to override num_ctx in your Modelfile and API parameters without crashing your GPU.
DeepSeek-R1 FP8 vs Q4: VRAM Benchmarks & Speed Guide (2026)
DeepSeek-R1 FP8 vs Q4_K_M quantization tested on local hardware. Real VRAM usage benchmarks, token speeds on RTX 4090 and 3090, and quality loss analysis.
FP8 KV Cache in Ollama & vLLM: 3 Tested Steps (2026)
Cut local LLM attention memory in half. Learn the exact FP8 KV-cache flags, vLLM settings, and Ollama configs to run 128K context on 24GB GPUs.
PowerShell Log Triage on Windows Server: 5 Scripts (2026)
Triage gigabytes of Windows Server Event Logs in seconds using PowerShell and local DeepSeek. Fast script triage for CBS.log, WHEA, and security events.
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? 5 num_ctx & GPU Offload Fixes (Tested)
Why is Ollama generating tokens so slowly? Fix CPU fallback caused by large num_ctx values, tune layer offloading, and optimize VRAM in 5 steps.
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: 5 Real Benchmarks (2026)
Detailed benchmark comparison between Gemini 3.6 Flash and 3.5 Flash: token latency, coding accuracy, mathematical reasoning, and API cost differences.
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: 5 Real Benchmarks in 2026
Can you run DeepSeek-R1 on 8GB VRAM? Benchmarked 8B and 14B Q4_K_M models on RTX 4060 and RX 7600 with exact token speeds, VRAM footprints, and Ollama flags.
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 Install Fooocus Locally on Windows: 3 Steps (2026)
Set up Fooocus locally on Windows 11 with NVIDIA GPUs. Step-by-step install, low-VRAM flags (4GB/6GB/8GB), FLUX models, and 127.0.0.1:7865 launch guide.
How Berkeley CS Students Built Autonomous Agents (Step-by-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 for Tech Blogs: 5 Scoring Steps (2026)
How we built a local AI content auditor to scan tech articles for passive voice, broken code snippets, and outdated commands before publishing.
Automate Expense Reports with AI: 3 No-Code Tools (2026)
Automate receipt parsing and expense categorization using AI document extractors. Save 4 hours every week with simple n8n and Python workflows.
Automate Excel Data Cleaning with Python: 3 Steps (2026)
Clean messy Excel sheets, deduplicate rows, and standardize date formats automatically with Python and local DeepSeek. Complete CLI script included.
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.
Clean Up Unused Cloud Resources: 3 DeepSeek Rules (2026)
How our team saved 32% on monthly AWS/Azure infrastructure by automating orphaned disk, unattached IP, and idle instance discovery with local AI.
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.
Automate Linux Server Health Checks: 3 AI Scripts (2026)
Automate daily Linux server health monitoring using local DeepSeek and Bash. Real workbench scripts for memory leaks, zombie processes, and disk alerts.
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.