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Cloud & Databases

qrec terminal output retrieving past Claude Code session decisions
Cloud & Databases

1,000 Claude Sessions Forgotten: The Local Tool That Forces AI to Remember

You've sunk weeks into Claude Code decisions, all trapped in JSONL hell. qrec pulls them out, locally, no cloud nonsense. But does it stick the landing?

3 min read 12 hours ago
Comparison chart of PBFT, Raft, WBFT in multi-agent consensus
Cloud & Databases

Multi-Agent Consensus: From Blockchains to LLM Swarms

Multi-agent systems promise AI superpowers, but without solid consensus, they're just hallucinating mobs. This deep dive compares classics like PBFT against LLM hacks — and spots the real winners.

4 min read 12 hours ago
react-brai demo showing Llama model inference speed in a React chat interface via WebGPU
Cloud & Databases

react-brai: One Hook to Rule Local LLMs in Your Browser

Browser-based LLMs promised privacy and speed, but setup was a nightmare. react-brai fixes that with a single hook—dropping Llama models straight into React apps.

4 min read 12 hours ago
Terminal screenshot mounting AWS S3 bucket as NFS filesystem with performance benchmarks
Cloud & Databases

AWS S3 Files: I Tested It, and Here's the Catch

Tired of S3's object-only headaches? AWS S3 Files lets you mount buckets as filesystems. But my tests reveal the fine print nobody's mentioning.

4 min read 13 hours ago
Go code snippet connecting to PostgreSQL database with chi router and health check
Cloud & Databases

Go API Awakens: Wiring PostgreSQL into Your Bookstore Backend Without the Crash-and-Burn

Your Go server hums along—until the database flakes out and everything explodes. This tutorial flips the script, hooking up PostgreSQL with error handlers that keep your API unbreakable.

3 min read 13 hours ago
PostgreSQL elephant logo with delta symbol overlay on materialized view refresh graph
Cloud & Databases

Postgres Hacker Drops Bomb: Materialized View Refreshes Now O(delta), Not O(total)

Postgres materialized views have always been a full-rebuild slog. One coder's patch flips that to O(delta) — and it might just stick.

4 min read 13 hours ago
Amazon S3 bucket morphing into NFS file system with cracking security vault door
Cloud & Databases

Amazon S3 Files Tears Down Data Walls—And Cracks Open Security Doors

Data teams drowning in sync pipelines? Amazon S3 Files just made that nightmare vanish. Problem is, it hands hackers a file explorer to your S3 goldmine.

4 min read 13 hours ago
Command line terminal showing successful Oracle 19c 19.20 patch application
Cloud & Databases

Patching Oracle 19c to 19.20: My 15-Year DBA's No-Fail Playbook

DBAs dread patching like pilots fear turbulence. But I've flown this route dozens of times—here's the map that lands you safely at 19.20.

3 min read 14 hours ago
EC2 instance mounting S3 Files filesystem interface over S3 bucket
Cloud & Databases

Amazon S3 Files: The Object Storage Facade That Foolishes No One (Yet)

Headlines screamed 'S3 becomes a filesystem!' But dig deeper—Amazon S3 Files is a slick NFS overlay, not a reinvention. It bridges AI workloads to cheap object storage without the data shuffle.

4 min read 14 hours ago
Azure portal screenshot of storage container with tier change and SAS generation
Cloud & Databases

Azure's Storage Shell Game: Containers, Tiers, and Keys That Bite Back

Hot tier blobs in Azure? They're costing you 10x more than they should for test files. Here's the acerbic truth on managing storage without getting played.

3 min read 14 hours ago
Code snippet of claude-runner 5-line agent setup with output
Cloud & Databases

Claude-Runner: The 5-Line Fix That Makes Agents Less of a Nightmare

Developers building Claude agents are wasting hours on repetitive glue code. Claude-runner turns that slog into five lines — and it's open source.

4 min read 14 hours ago
PostgreSQL JSONB schema for European video trend tracking
Cloud & Databases

PostgreSQL JSONB Tames Europe's Video Trend Mess

Rigid schemas? Dead on arrival for chaotic video trends. PostgreSQL JSONB laughs at that nonsense.

4 min read 14 hours ago
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