2026-10-10 11:35 UTC
DANGMUAAI & Developer Tools, Decoded

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Infrastructure

Inference, serving, evals, and the infrastructure layer underneath AI-powered products.

InfrastructureSep 03, 20263 min read

ChatGPT, Claude and Grok All Broke the Same Morning

OpenAI, Anthropic and xAI all had outages inside three hours on September 3. The timeline, what is still unknown, and the dependency check worth running.

InfrastructureSep 01, 20263 min read

Local-First LLMs: Measure Four Numbers Before You Commit

Local-first LLM setups leak context through telemetry, and slow to tens of seconds on weak laptops. Measure four numbers per tier before you pick one.

InfrastructureAug 29, 20265 min read

NVIDIA Posted $96B the Quarter OpenAI's Own Chip Arrived

NVIDIA booked $96B at a 75% margin while its biggest customer benchmarked a 700W inference ASIC. What the numbers say about inference economics.

InfrastructureAug 26, 20263 min read

M5 Ultra vs DGX Spark: Which Desktop Runs a 125B Model?

Apple's M5 Ultra brings 1.2 TB/s bandwidth and 512GB unified memory. Here is how it stacks up against DGX Spark and Strix Halo for local inference.

InfrastructureAug 25, 20265 min read

OpenAI says Jalapeño beats Blackwell on inference benchmarks

OpenAI's Jalapeño ASIC posted 1.5-1.9x more AI work per watt and 1.7-3.6x lower latency than Nvidia GB200/GB300 on InferenceX. Volume ships in 2027.

InfrastructureAug 24, 20263 min read

Vercel Sandbox Goes Global: Four Regions, Failover on Pro

Vercel Sandbox now runs in iad1, sfo1, cle1 and cdg1, with failover for Pro and Enterprise. Snapshots can't move regions, so plan a rebuild.

InfrastructureAug 21, 20263 min read

Vercel Bills Deployment Storage at $0.10 per GB per Month

Vercel's rollback history now has a price tag: $0.10 per GB per month, 10 GB included on Hobby. How to trim the bill without losing instant rollback.

InfrastructureAug 18, 20265 min read

Vercel Offers $1M to Anyone Who Escapes Its AI Sandbox

Vercel opened a two-week HackerOne program paying up to $1M, with $50,000 per cross-tenant break, and published the microVM architecture it wants attacked.

InfrastructureAug 17, 20263 min read

Nvidia Puts $1.5B Into SoftBank's OpenAI Data Center Site

Nvidia invested $1.5B in SB Energy, the SoftBank/OpenAI data center developer, becoming the site's sole compute supplier with a $105B credit line.

InfrastructureAug 13, 20263 min read

SQLite-vec Vs. Pinecone: Is Local Vector Search Worth It?

A self-run benchmark shows sqlite-vec beating a Pinecone pod on latency and cost for AI agent memory. What the numbers show, and where they do not apply.

InfrastructureAug 09, 20263 min read

TPU Raiden: Google's Unconfirmed Answer to NVIDIA's NIXL

A single tweet claims Google open-sourced TPU Raiden, a KV-cache library rivaling NVIDIA NIXL. No official confirmation yet — here is what to watch.

InfrastructureAug 08, 20265 min read

pgvector vs LanceDB: What the Benchmark Numbers Mean

A 100k-vector benchmark shows LanceDB ingests 22x faster while pgvector wins at 8 concurrent clients — plus what embedding model choice costs at scale.