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News
LLM Inference, Explained: Prefill, Decode, and KV Cache
5+ hour, 37+ min ago (29+ words) Ever wondered what actually happens the second you hit send on ChatGPT or Claude? That near-instant reply isn’t magic. It’s inference …...
Giving an AI Agent a Real Sandbox: Filesystem and Network Jail, in Java
17+ hour, 32+ min ago (733+ words) Ask a coding agent to run a build, and you have just handed a language model the ability to cat ~/.ssh/id_rsa. Prompt-level instructions like "do not read sensitive files" are not a security boundary — they are a suggestion to a…...
RTK: A High-Performance Rust CLI Proxy That Slashes AI Agent Token Costs
22+ hour, 45+ min ago (16+ words) Eliminating Terminal Bloat: Meet RTK (Rust Token Killer) As developers increasingly... Tagged with ai, opensource, programming....
A stale hash failed 29 of 59 tests. The tool that refreshes hashes had never seen that copy.
22+ hour, 46+ min ago (634+ words) The project keeps derived claims from rotting with freshness pins. A pin is a row that cites another file and records the hash of the bytes it was derived from. A small device recomputes those hashes and re-keys the rows....
Designing a plugin architecture for third-party database providers in a TypeScript application
23+ hour, 9+ min ago (154+ words) I've been working on the architecture of LibreDB Studio, a TypeScript-based database IDE that supports multiple SQL/NoSQL databases While working on the provider layer, I ended up designing a fairly strict provider architecture to make adding new databases safer…...
LLM Discussions (03): Inference Engines
20+ hour, 6+ min ago (34+ words) Ollama, vLLM & FlexGen — The What, When & Why of Inference Engines If this is the first story you have come across in our LLM Discussions series on Medium …...
Verify a Real Axiomark Chain Yourself
1+ day, 7+ hour ago (521+ words) Everyone in this market says their records are independently verifiable. Very few of them will hand you a record and let you try. Below are two sealed decision chains: one intact, one with a single field altered after sealing. Verify…...
My determinism check can only test one producer in seven, and the print says so
1+ day, 3+ hour ago (545+ words) I added a check that asks one question: run the thing that produces this record twice, and do you get the same bytes? One of seven. That number is not a coverage gap I plan to close. It is the…...
I built an open-source personal web memory for coding agents
1+ day, 9+ hour ago (72+ words) I kept saving things I knew I would need later: a GitHub repository, a Reddit answer, a post on X, a... Tagged with ai, memory, bookmarks, mcp....
The Compiler Is the Only Thing That Read the Whole Change
1+ day, 8+ hour ago (38+ words) I stopped writing most of my code, so slow builds became a cost I don’t pay and type errors became my review pass. Four apps, one Rust …...