ai-automation
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.
10m read
#ai-automation
15 articles
ai-automation
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.
9m read
ai-automation
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.
8m read
ai-automation
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.
11m read
ai-automation
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.
8m read
ai-automation
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.
8m read
ai-automation
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.
9m read
ai-automation
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.
9m read
build-in-public
Retooled Our AI Content Pipeline After Expert Audit
Our team audited our 12-stage AI content pipeline. We cut 7 phantom metrics and added Python evidence scoring. Full architecture and code.
8m read
ai-automation
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.
7m read
ai-automation
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.
8m read
ai-automation
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.
6m read
ai-automation
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.
8m read
ai-automation
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.
8m read
automation
Microsoft AI Office Automation: Copilot Guide (2026)
Prepare for Microsoft 365 Copilot and office AI automation. How our team audits office workflows, tests Excel & Teams prompts, and configures Graph API scripts.
8m read