ai-tools
DeepSeek-V4.1-Flash: Speed, VRAM & Benchmarks (Tested)
Real DeepSeek-V4.1-Flash benchmarks: tokens/sec speed, KV cache limits, 552B MoE architecture, VRAM usage on RTX 4090, and why V4 Pro was retired.
12m read
#deepseek
22 articles
ai-automation
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.
15m read
ai-tools
Fix Dual GPU Tensor Parallelism: vLLM & llama.cpp Guide
Running dual GPUs for local LLMs? Why Tensor Parallelism fails without NVLink, how to fix NCCL P2P crashes in vLLM, and how to split 70B models with llama.cpp.
14m read
ai-automation
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.
7m read
ai
DeepSeek-R1 vs Gemini Flash: Local AI Benchmarks & VRAM
DeepSeek-R1 Distill vs Gemini Flash benchmarks: Firsthand tokens/sec, VRAM footprint, MATH500 reasoning accuracy, and API costs on 8GB–16GB consumer GPUs.
12m read
ai-workflows
Hybrid AI: DeepSeek API + Local Ollama Routing (8GB VRAM)
How our team routes developer workloads between cloud DeepSeek API and local Ollama on 8GB-16GB GPUs for low-latency coding and zero-leakage log analysis.
9m read
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-workflows
How to Run Local AI Models on Windows 11 (Phi-4 & DeepSeek)
Run local AI models on Windows 11 using Ollama, Phi-4, and DeepSeek R1. Complete guide to GPU layer offloading, VRAM optimization, and hardware acceleration.
7m 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
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
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.
17m read
ai-automation
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.
8m 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
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.
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
ai-automation
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.
9m read
ai-automation
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.
7m read
it-operations
Automated TLS Certificate Renewal with DeepSeek & Python
Automate Let's Encrypt SSL/TLS renewal with DeepSeek and Python: OpenSSL ASN1 parsing, pre-flight nginx syntax checks, zero-downtime reloads, and cron setup.
9m read
ai-automation
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.
8m read
build-in-public
How We Built a Python Database Audit CLI with DeepSeek
We used DeepSeek to generate a multi-database audit CLI for MySQL, PostgreSQL, and Oracle. Here is the exact prompt, three AI failures, and the working code.
7m read