ai-automationUpdated
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.
10m read
#ai-automation
15 articles
ai-automationUpdated
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.
9m read
ai-automationUpdated
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-automationUpdated
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.
11m read
ai-automationUpdated
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-automationUpdated
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-automationUpdated
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-automationUpdated
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How we built a local AI content auditor to scan tech articles for passive voice, broken code snippets, and outdated commands before publishing.
9m read
build-in-publicUpdated
AI Content Pipeline Architecture: 5 Lessons Learned (2026)
Behind-the-scenes teardown of our technical publishing pipeline: quality score gates, automated hero generation, and anti-hallucination guardrails.
8m read
ai-automationUpdated
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.
7m read
ai-automationUpdated
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.
8m read
ai-automationUpdated
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-automationUpdated
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.
8m read
ai-automationUpdated
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
automationUpdated
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