Timescale PRISM: Run 100M Vectors on 1/4th Postgres RAM
Timescale pg_vectorsearch and PRISM replace HNSW graphs with RaBitQ-quantized partitions, serving 100M vectors at 21ms on 128GB RAM with 51x faster builds.
EyesTech: Frontier AI, Silicon & Defence Technology
Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
Muse Wonder vs Claude Sonnet 5.5: The Agentic Cost Trap
Claude Sonnet 5.5 beats Muse Wonder on SWE-bench (57.2% vs 48.2%) while halving token costs ($2/$10 vs $4/$20) and avoiding Active Focus retry loops.
Cursor The X Subscription: Grok Lock-In & $195/mo TCO Shock
Cursor’s X Subscription bundles Grok for $30/mo but pushes Claude to API rates, causing an 800% monthly TCO spike for developers running coding agents.
Anthropic OSS Scanner: Unreviewed Zero-Day Fast Track
Anthropic launched its Cyber Mission and free OSS Scanner, beaming unreviewed zero-day PoCs directly to maintainers with a 90% precision target across code.
Google TPU v7 Ironwood Architecture: 1.77 PB Memory & OCS Breakdown
Google’s TPU v7 Ironwood scales to 9,216 chips and 1.77 PB of HBM. We examine optical circuit switching, long-context KV cache demands and memory limits.
How to Route LLM Queries with Liquid AI d1-omni-600M (Guide & Code)
d1-omni-600M returns typed decisions without generated text. Image and audio scores need separate validation, with 30-second speech and input limits.
How to Install and Run MiniCPM-V 4.7 1B in Ollama (Setup Guide)
MiniCPM-V 4.7 1B needs a 672 MB language file plus a 1.11 GB vision projector. Get the Ollama tag, llama.cpp recipe and visual-compression settings.
Gemini 4 Argon Tested: 1M Output Tokens, Benchmark Teardown & API Cost
Google launched Gemini 4 Argon with 1M output tokens, a 77.9% DeepSWE score, and $2/M input pricing. Here is our architectural and benchmark teardown.
How to Prevent AI Cost Spikes in PostgreSQL with pg-jev (Setup Guide)
pg-jev evaluates Postgres rows through a decision API. Batches of 20 and session caches change cost; LIMIT 3 does not guarantee three billed rows.
MiniCPM-V 4.7 Tested: System Requirements, VRAM & Local Setup Guide
MiniCPM-V 4.7 reports 13+ tokens/s in 3GB phone memory. Expert loading, quantization and speculation explain why that is not its total weight size.