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#2495: How to Bake Personality Into an LLM in 15 Minutes
Fine-tune a model's personality with ~300 examples and a consumer GPU. SFT + DPO explained.
#2494: Active Prompt Engineering: Daniel's Diff-Based Loop
A deep dive into iterative prompt refinement using inter-iteration prediction change as an uncertainty signal.
#2493: Are You Writing for Humans or AI Agents?
How GitHub repos, JSON formats, and competing standards are reshaping who (and what) you're publishing for.
#2492: When AI Agents Collapse Stack Evaluation from Weeks to Seconds
How Claude Code and agentic AI are turning GitHub into a discovery layer and collapsing library evaluation from weeks to seconds.
#2491: How Your Stomach Relaxes to Eat (And When It Breaks)
The stomach isn't passive—it actively relaxes to hold food. Here’s what happens when that reflex breaks.
#2490: How to Read Trade Statistics Like a Skeptic
Why Ireland’s $87B US trade deficit is a tax fiction — and how to actually read balance of trade data.
#2489: When Trust Moves Markets: The Euro-Shekel Story
How the euro-shekel exchange rate impacts Israeli exports, imports, and the broader EU trade relationship.
#2488: Hybrid Pipelines for Entity Resolution
Classic NLP pipelines vs. lightweight LLMs for handling Hezbollah’s half-dozen spellings.
#2487: Why AI Calls Everything a "Prediction" (Even Images)
Machine learning calls everything a "prediction" — even generated images. Here's why the terminology matters more than you think.
#2486: Why Noise Reduction Can Ruin Transcription Accuracy
Cleaning audio before transcription can increase errors by up to 46%. Here's the right approach for your voice app.
#2485: How Many Floors Up Before Stairs Become a Burden?
Research shows life gets measurably worse above the 4th floor. Here's what the data says about stairs, families, and safety.
#2484: The Alcohol-Depression Paradox: A Neurochemical Bridge
Why depressants worsen depression through rebound effects, not direct action — the real mechanism explained.
#2483: Substitution Anonymization: Privacy Without Utility Loss
How to generate realistic synthetic voice notes and calendar data with zero PII exposure risk.
#2482: When AI Chatbots Leak Your PDFs via Public S3 Buckets
A user uploaded a sensitive PDF to an AI chatbot. The chatbot stored it in a public S3 bucket with zero authentication.
#2481: How to Ask Cloud Vendors About Security (Without Sounding Clueless)
What to ask cloud vendors about security practices — and the technical red flags that actually matter.
#2480: Why Wartime Urgency Makes Checklists Stick
How checklists born in wartime shelters can fix everyday chaos — from keys to chores.
#2479: The Screaming Baby Stress Test
Choosing the right headset and control method for dictation when you're holding a baby who won't stop screaming.
#2478: MCP File Handling: Why Your Base64 Upload Breaks at 4MB
MCP has no standard file input. Base64 breaks at 4MB, presigned URLs need whitelisting, and MinIO workarounds aren't standardized.
#2477: Stop Polling: Push-to-Deploy for Solo Devs
Why your cron job is obsolete. Push-to-deploy with GitHub Actions and deploy keys — the simplest setup that actually works.
#2476: Database Backups Without the Bloat
pg_dump, WAL archiving, and the free tools that beat expensive commercial backup software.