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62 postsNo Fine-Tuning: Facts Hand-Wired Directly Into Llama-3.1-8B's Weights
A mechanistic-interpretability method hand-wires facts into Llama-3.1-8B's weights without fine-tuning, LoRA, or RAG — with a live neuron visualizer.
You Don't Need an LLM to Cluster LLM Traces: Seldon's Trace Audit
Seldon's Trace Audit clusters LLM gateway traces into reusable program groups using deterministic features and DBSCAN—no LLM needed, near-perfect accuracy.
Kimi K3 benchmark: Chinese AI is cheap at coding, not planning
Benchmark testing shows Chinese AI models are pricey planners but 19x cheaper coders than Western rivals, based on real pass/fail test runs.
Shut-down AI prompt firewall startup open-sources model and 13K attacks
A failed AI-firewall startup open-sources its two-stage prompt-injection detector, DeBERTa model, and 13,230 real jailbreak attempts.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comAgent-Native Software Engineering: Why Specs Alone Aren't Enough
Coding agents fail less at writing code than at holding architectural context. A look at spec-driven development's limits and what comes next.
Elpis: A Rust TUI Agent Shell With Per-Turn Context Pruning
Elpis is an open-source Rust TUI agent shell with per-turn context pruning, a visible context ledger, and durable memory for LLM coding agents.
Gigatoken: Rust BPE Tokenizer Hits 24.53 GB/s, Up to 989x Faster
Rust-based Gigatoken hits 24.53 GB/s BPE tokenization using SWAR and dual-cursor techniques, vastly outpacing HuggingFace tokenizers and tiktoken.
Inside Claude Science: How Anthropic's Daemon-Driven Harness Works
A technical breakdown of Claude Science's daemon-mediated host RPC, kernel authority split, and agent-harness architecture.
AMD Unveils Instinct MI455X: CDNA 5 and Helios Take Aim at Nvidia
AMD's CDNA 5-based Instinct MI455X and 72-GPU Helios rack-scale system offer a serious new challenge to Nvidia's Rubin platform in AI data centers.
How Netflix Runs Its Own LLM Serving Stack with vLLM and Triton
Netflix engineers explain how they built an in-house LLM serving stack using vLLM, Triton, and an OpenAI-compatible API, with real production lessons.