ai-toolsUpdated
DeepSeek-V4.1-Flash: 5 Real Benchmarks & GGUF Specs (2026)
Real DeepSeek-V4.1-Flash benchmarks: tokens/sec speed, 1M context KV cache limits, 552B MoE architecture, and VRAM requirements on RTX 4090 and A100.
12m read
#deepseek
22 articles
ai-automationUpdated
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.
15m read
ai-toolsUpdated
Dual GPU Local LLMs: Fix Tensor Parallelism in vLLM (2026)
Why does tensor parallelism fail across dual consumer GPUs like dual RTX 3090s? Fix PCIe P2P blocks, NCCL timeouts, and pipeline parallelism in vLLM.
14m read
ai-automationUpdated
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.
7m read
aiUpdated
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-workflowsUpdated
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-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-workflowsUpdated
Run Local AI Models on Windows 11: 3 Proven Steps (2026)
Run Microsoft Phi-4 and DeepSeek-R1 natively on Windows 11. Complete hardware sizing, Ollama command runbook, and GPU offloading benchmark data.
7m 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
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
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.
17m read
ai-automationUpdated
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-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
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-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
ai-automationUpdated
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.
9m read
ai-automationUpdated
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-operationsUpdated
Automate TLS Certificate Renewal: 3 Proven Scripts (2026)
Automate Let's Encrypt SSL/TLS certificate renewals across internal reverse proxies using local DeepSeek scripting. Zero unexpected cert expirations.
9m read
ai-automationUpdated
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-publicUpdated
Python Database Audit CLI Script: 3 Tested Steps (2026)
How a non-developer on our team built a production-ready PostgreSQL and MySQL health audit script in Python using local DeepSeek prompting.
7m read