Private OCR Works Best When AI Handles Only the Messy Pages
A private Paperless-ngx and Ollama recipe for searchable receipts, schema-checked fields, and a hard human-review boundary.
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Technical analysis, model releases, research, and deployment notes.
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291 PUBLISHED ENTRIESSafe Rust GPU Code Is Fast Enough to Try Carefully
Rust GPU offload is close enough to CUDA for a serious prototype, but one transfer mistake can make it 400x slower.
n8n Rate Limits Need Batches, Not More Retries
A reliable n8n batching recipe for API limits, retries, waits, and duplicate-safe workflow runs.
The 24GB Local Agent Bet Finally Has a Real Test
Muse Glimmer fits a 24GB local deployment only with headroom discipline. Here is the staged hardware and safety test before giving it tools.
Stop Paying Real Time Prices for Batch AI Work
Batch pricing is 50% lower at OpenAI and Anthropic. Use this decision rule and failure-aware workflow for non-urgent AI jobs.
The $8 AI Paper Pipeline Still Needs a Human
Spark-to-Paper turns a research idea into a checked draft for $8.1, but its gates catch format failures, not scientific truth.
Stop Running Cron on Your Laptop for Claude Code
Claude Code Routines, desktop tasks, and GitHub Actions solve different scheduling problems. Use this decision guide to pick the right execution boundary.
Tool Loops Finally Keep Their Receipts in LLM 0.32
LLM 0.32 adds provider tools, clean CLI output, resumable chains, and inspectable SQLite logs.
DeepSeek Harness Makes Agent Infrastructure Replaceable
DeepSeek Harness makes agent runtimes modular, but its preview status demands a disposable, trace-first test before production credentials touch it.
Let n8n Score Leads Before It Touches Your CRM
A safer n8n AI lead workflow classifies and enriches leads in read-only mode, then waits for Telegram approval before CRM writes or outreach.