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4051. Architecture Decision Record (freek.dev)

A concise explanation of ADRs: short documents that capture an important decision, the context behind it, and its consequences. Good practical advice on keeping them lightweight, readable, and useful over time. Read more

4052. What β€œThe Pitt” Gets Right About AI in Medicine (spin.atomicobject.com)

If you want to see where clinical AI actually breaks, skip the vendor deck. Watch season two, episode six, of The Pitt. Dr. Baran Al-Hashimi (Sepideh Moafi) rolls out an AI tool that writes the charts. It cuts documentation time by eighty percent. More time at the bedside. More time at home. Who say...

4063. FIFO KV-Ratio Compaction for BlobDB-Backed TTL Workloads (rocksdb.org)

RocksDB 11.0 added CompactionOptionsFIFO::max_data_files_size and CompactionOptionsFIFO::use_kv_ratio_compaction for a specific but important shape of workload: FIFO compaction, integrated BlobDB, large values, point lookups, and data that naturally expires by TTL or by a bounded data-size budget. T...

4065. Blob Direct Write With Partitioned Blob Files (rocksdb.org)

TL;DR Blob Direct Write moves large-value separation earlier in RocksDB’s write path. When enable_blob_files and enable_blob_direct_write are enabled, values at or above min_blob_size can be written directly to blob files during a write, while the WAL and memtable store a compact BlobIndex reference...

4067. How we built an internal data analytics agent (github.blog)

Qubot, our internal Copilot-powered analytics agent, allows any GitHub employee to ask questions about our data in plain language. Here's what we learned as we built it. The post How we built an internal data analytics agent appeared first on The GitHub Blog.

4068. Dispatches from O'Reilly: From capabilities to responsibilitiesβ€‹β€‹β€‹β€‹β€Œο»Ώβ€ο»Ώβ€‹β€β€‹β€β€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€‹β€β€Œβ€β€β€Œβ€Œβ€β€Œο»Ώβ€Œβ€β€β€Œβ€Œβ€ο»Ώβ€β€‹β€β€‹β€β€‹ο»Ώβ€β€β€‹β€β€‹β€β€Œο»Ώβ€‹ο»Ώβ€Œβ€β€‹β€Œβ€Œβ€ο»Ώβ€β€Œβ€β€β€Œβ€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€β€Œβ€‹β€ο»Ώβ€β€Œβ€β€β€Œβ€Œβ€ο»Ώο»Ώβ€‹β€β€‹β€β€‹β€ο»Ώβ€‹β€‹β€β€‹β€β€Œβ€β€β€‹β€Œο»Ώβ€‹β€β€Œβ€β€Œβ€Œβ€Œβ€β€Œβ€β€‹β€β€‹β€β€‹ο»Ώβ€β€β€‹β€β€‹β€β€Œβ€β€β€‹β€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€‹β€‹β€Œο»Ώβ€‹ο»Ώβ€‹ο»Ώβ€β€β€‹β€ο»Ώο»Ώβ€‹β€ο»Ώο»Ώβ€Œβ€β€‹ο»Ώβ€Œβ€ο»Ώβ€Œβ€Œο»Ώβ€‹ο»Ώβ€‹β€ο»Ώβ€β€Œο»Ώβ€‹ο»Ώβ€Œο»Ώβ€Œβ€‹β€Œβ€β€‹β€Œβ€Œβ€β€‹ο»Ώβ€Œβ€β€ο»Ώβ€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€Œβ€β€Œβ€β€Œβ€Œβ€Œο»Ώβ€‹β€β€Œβ€β€Œβ€β€Œβ€ο»Ώβ€‹β€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€Œο»Ώβ€‹β€ο»Ώβ€β€Œβ€β€‹ο»Ώβ€Œβ€ο»Ώο»Ώβ€‹β€ο»Ώο»Ώβ€Œβ€β€β€Œβ€Œβ€ο»Ώβ€β€Œο»Ώβ€Œβ€‹β€Œβ€β€Œβ€Œβ€Œβ€ο»Ώβ€β€Œο»Ώβ€Œβ€‹β€‹β€ο»Ώο»Ώβ€Œβ€β€Œβ€Œβ€Œβ€β€Œβ€‹β€Œβ€β€β€Œβ€Œο»Ώβ€Œβ€‹β€‹β€ο»Ώο»Ώβ€Œβ€ο»Ώβ€Œβ€Œβ€ο»Ώο»Ώβ€Œβ€β€Œβ€‹β€Œβ€β€Œβ€Œβ€‹ο»Ώο»Ώβ€Œβ€Œο»Ώβ€‹β€‹β€Œο»Ώβ€‹β€β€Œβ€β€Œβ€Œβ€Œο»Ώβ€‹ο»Ώβ€Œβ€β€Œβ€Œβ€Œβ€ο»Ώβ€β€Œο»Ώβ€Œβ€‹β€Œβ€β€‹β€Œβ€Œο»Ώβ€Œβ€‹β€Œβ€β€β€Œβ€Œβ€ο»Ώο»Ώβ€Œβ€ο»Ώβ€β€‹ο»Ώβ€ο»Ώβ€Œβ€β€β€Œβ€Œβ€β€Œβ€‹β€‹ο»Ώο»Ώβ€Œβ€‹ο»Ώβ€‹ο»Ώβ€‹ο»Ώβ€‹β€‹β€Œβ€β€‹β€β€‹ο»Ώβ€β€Œβ€‹ο»Ώβ€β€Œβ€‹ο»Ώβ€Œβ€Œβ€Œβ€β€Œβ€β€‹ο»Ώβ€Œο»Ώβ€‹β€ο»Ώβ€Œβ€‹ο»Ώβ€Œο»Ώβ€Œβ€β€‹ο»Ώβ€Œβ€β€‹β€β€‹ο»Ώβ€β€Œβ€‹β€ο»Ώβ€Œβ€‹ο»Ώβ€Œβ€‹β€Œβ€β€Œβ€‹β€Œβ€β€Œβ€‹β€‹ο»Ώβ€β€‹β€‹β€ο»Ώβ€Œβ€Œβ€β€‹β€β€Œβ€β€Œβ€β€‹ο»Ώβ€Œο»Ώβ€‹ο»Ώβ€‹β€Œβ€‹β€ο»Ώβ€Œβ€Œβ€β€Œβ€‹β€‹ο»Ώβ€‹β€‹β€‹ο»Ώβ€Œβ€β€‹ο»Ώβ€β€‹β€‹ο»Ώβ€Œβ€Œβ€‹ο»Ώβ€β€Œβ€‹ο»Ώβ€Œβ€‹β€‹ο»Ώβ€‹β€‹β€Œβ€β€‹β€Œβ€‹ο»Ώβ€‹ο»Ώβ€‹ο»Ώβ€‹β€β€Œβ€β€‹β€β€‹ο»Ώβ€ο»Ώβ€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€β€Œβ€Œο»Ώβ€‹β€‹β€Œβ€β€Œβ€Œβ€‹ο»Ώο»Ώβ€Œβ€Œβ€β€‹β€β€Œβ€ο»Ώβ€‹β€Œβ€ο»Ώο»Ώβ€Œβ€β€Œο»Ώβ€Œβ€Œβ€‹β€‹β€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€‹ο»Ώβ€Œο»Ώβ€Œβ€‹β€‹ο»Ώβ€ο»Ώβ€Œο»Ώβ€‹β€‹β€Œβ€β€‹β€Œβ€Œο»Ώβ€Œβ€‹β€Œβ€β€β€‹β€‹ο»Ώο»Ώβ€Œβ€Œο»Ώβ€Œβ€‹β€Œβ€β€β€Œβ€Œο»Ώβ€Œβ€‹β€Œβ€ο»Ώβ€‹β€Œβ€β€Œβ€Œβ€‹ο»Ώο»Ώο»Ώβ€Œβ€β€‹β€β€Œβ€β€‹β€Œβ€Œο»Ώβ€‹ο»Ώβ€Œβ€β€Œβ€Œβ€Œβ€Œβ€Œβ€Œβ€Œο»Ώβ€‹β€β€Œβ€ο»Ώβ€‹β€‹ο»Ώο»Ώβ€Œβ€Œβ€β€β€‹β€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€‹β€‹β€Œο»Ώβ€‹ο»Ώβ€‹β€β€Œβ€Œβ€‹ο»Ώβ€‹ο»Ώβ€Œβ€‹β€‹β€Œβ€‹β€β€Œβ€Œβ€‹ο»Ώβ€‹β€β€Œβ€‹β€Œβ€β€‹β€β€Œβ€Œβ€‹ο»Ώβ€‹β€β€Œβ€‹β€Œβ€β€Œβ€β€‹ο»Ώβ€Œβ€ο»Ώβ€Œβ€Œο»Ώβ€‹ο»Ώβ€‹β€ο»Ώβ€β€Œο»Ώβ€‹ο»Ώβ€Œο»Ώβ€Œβ€‹β€Œβ€β€‹β€Œβ€Œβ€β€‹ο»Ώβ€Œβ€β€ο»Ώβ€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€Œβ€β€Œβ€β€Œβ€Œβ€Œο»Ώβ€‹β€β€Œβ€β€Œβ€β€Œβ€ο»Ώβ€‹β€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€Œο»Ώβ€‹β€ο»Ώβ€β€Œβ€β€‹ο»Ώβ€Œβ€ο»Ώο»Ώβ€‹β€β€Œβ€β€Œβ€β€β€Œβ€Œβ€β€Œβ€‹β€‹ο»Ώο»Ώβ€Œβ€‹ο»Ώβ€‹ο»Ώβ€‹ο»Ώβ€‹β€‹β€Œβ€β€‹β€β€‹ο»Ώβ€β€Œβ€‹ο»Ώβ€β€Œβ€‹ο»Ώβ€Œβ€Œβ€Œβ€β€Œβ€β€‹ο»Ώβ€Œο»Ώβ€‹β€ο»Ώβ€Œβ€‹ο»Ώβ€Œο»Ώβ€Œβ€β€‹ο»Ώβ€Œβ€β€‹β€β€‹ο»Ώβ€β€Œβ€‹β€ο»Ώβ€Œβ€‹ο»Ώβ€Œβ€‹β€Œβ€β€Œβ€‹β€Œβ€β€Œβ€‹β€‹ο»Ώβ€β€‹β€‹β€ο»Ώβ€Œβ€Œβ€β€‹β€β€Œβ€β€Œβ€β€‹ο»Ώβ€Œο»Ώβ€‹ο»Ώβ€‹β€Œβ€‹β€ο»Ώβ€Œβ€Œβ€β€Œβ€‹β€‹ο»Ώβ€‹β€‹β€‹ο»Ώβ€Œβ€β€‹ο»Ώβ€β€‹β€‹ο»Ώβ€Œβ€Œβ€‹ο»Ώβ€β€Œβ€‹ο»Ώβ€Œβ€‹β€‹ο»Ώβ€‹β€‹β€Œβ€β€‹β€Œβ€‹ο»Ώβ€‹ο»Ώβ€‹ο»Ώβ€‹β€β€Œβ€β€‹β€β€‹β€β€Œβ€β€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€β€Œβ€Œο»Ώβ€‹β€‹β€Œβ€β€Œβ€Œβ€‹ο»Ώο»Ώβ€Œβ€Œβ€β€‹β€β€Œβ€ο»Ώβ€‹β€Œβ€ο»Ώο»Ώβ€Œβ€β€Œο»Ώβ€Œβ€Œβ€‹β€‹β€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€‹ο»Ώβ€Œο»Ώβ€Œβ€‹β€‹β€β€Œβ€β€Œο»Ώβ€‹β€‹β€Œβ€β€‹β€Œβ€Œο»Ώβ€Œβ€‹β€Œβ€β€β€‹β€‹ο»Ώο»Ώβ€Œβ€Œο»Ώβ€Œβ€‹β€Œβ€β€β€Œβ€Œο»Ώβ€Œβ€‹β€Œβ€ο»Ώβ€‹β€Œβ€β€Œβ€Œβ€‹β€β€Œβ€β€Œο»Ώβ€‹β€‹β€Œβ€β€Œβ€Œβ€Œο»Ώβ€‹β€β€Œο»Ώβ€‹ο»Ώβ€Œο»Ώβ€‹β€‹β€Œβ€β€Œβ€Œβ€Œβ€β€‹ο»Ώβ€Œο»Ώβ€Œβ€‹β€Œβ€β€β€Œβ€Œο»Ώβ€Œβ€β€Œβ€β€Œβ€Œβ€‹ο»Ώο»Ώβ€Œβ€Œο»Ώβ€‹β€‹β€Œο»Ώβ€Œβ€Œβ€Œβ€β€‹β€β€Œβ€ο»Ώβ€‹β€Œβ€β€β€Œβ€Œο»Ώβ€‹ο»Ώβ€Œβ€β€β€‹β€Œβ€β€Œβ€Œβ€Œβ€β€Œβ€‹β€‹β€β€‹β€β€Œο»Ώο»Ώβ€Œ (stackoverflow.blog)

Designing contract-bound AI agents for high-stakes execution.β€‹β€‹β€‹β€‹β€Œο»Ώβ€ο»Ώβ€‹β€β€‹β€β€Œβ€ο»Ώο»Ώβ€Œο»Ώβ€‹β€β€Œβ€β€β€Œβ€Œβ€β€Œο»Ώβ€Œβ€β€β€Œβ€Œβ€ο»Ώβ€β€‹β€β€‹β€β€‹ο»Ώβ€β€β€‹β€β€‹β€β€Œο»Ώβ€‹ο»Ώβ€Œβ€β€‹β€Œβ€Œβ€ο»Ώβ€β€Œβ€β€β€Œβ€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€β€Œβ€‹β€ο»Ώβ€β€Œβ€β€β€Œβ€Œβ€ο»Ώο»Ώβ€‹β€β€‹β€β€‹β€ο»Ώβ€‹β€‹β€β€‹β€β€Œβ€β€β€‹β€Œο»Ώβ€‹β€β€Œβ€β€Œβ€Œβ€Œβ€β€Œβ€β€‹β€β€‹β€β€‹ο»Ώβ€β€β€‹β€β€‹β€β€Œβ€β€β€‹β€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€Œβ€‹β€Œο»Ώβ€‹β€‹β€Œο»Ώβ€‹ο»Ώβ€‹ο»ΏοΏ½...

4069. Building RAG in Laravel: Four Ingestion Bugs That Silently Wreck Retrieval (freek.dev)

Every Laravel RAG tutorial builds the same ingestion pipeline (chunk, embed, store) and stops the moment the agent answers on screen. None of them check whether retrieval is any good. But retrieval quality is decided at ingestion, before the model runs once, and four decisions there fail with no err...

4070. Temporary Cloudflare Accounts for AI agents (blog.cloudflare.com)

The moment an agent needs to deploy something, it slams face-first into a wall built for humans. Today we're rolling out Temporary Accounts on Cloudflare Workers. Any agent can now run wrangler deploy β€” temporary and get a live Worker in seconds.

4072. Test Password Strength and Password History with TypeScript and MongoDB (www.thepolyglotdeveloper.com)

Just about every application you build is going to need some form of user authentication, and the moment you have user accounts, you have passwords to manage. Storing them safely is only part of the j... The post Test Password Strength and Password History with TypeScript and MongoDB appeared first ...

4075. How Ineffective Communication Can Be the Real Delivery Bottleneck (spin.atomicobject.com)

The longstanding adage that communication is key will ring true perpetually, especially when executing software delivery. Proper communication has the power to set the foundation for a project to either consistently thrive or create continuous bottlenecks that adversely impact productivity. The reci...

4076. Quiz: Using the Python zip() Function for Parallel Iteration (realpython.com)

In this quiz, you’ll test your understanding of Using the Python zip() Function for Parallel Iteration. By working through these questions, you’ll revisit how zip() pairs up elements from multiple iterables, how to handle iterables of unequal length, and how to combine zip() with dict() and sorted()...

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Ryan welcomes Cricket Liu, DNS expert and Chief Evangelist at Infoblox, to the show to talk all things DNS. They cover the evolution of one of the oldest DNS server implementations, BIND, and what the future holds for protected DNS configurations; the realities of security threats like DDoS and DNS ...

4079. Error'd: Microbits (thedailywtf.com)

This week we have got a couple of Mathanon's. Maybe they're the same person, maybe they're not, there's really no way to know! Frist anon has a "Numeric fun fact" for us: "Got a form sent from work to express interest in some event. They actually enforced the validation that the answer must be a num...
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