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llm
535 postsUnigram: A Rust Codec Turning Bytes Into Single-Token Words for LLMs
Unigram is a Rust crate encoding bytes into words that cost exactly one LLM token each, giving fixed token-budget guarantees over hex or base64.
GenRec: Netflix Moves Toward LLM-Native Recommendation Systems
Netflix's GenRec reframes recommendation as generative language modeling, signaling a shift from ranking pipelines to LLM-native architectures.
NVIDIA Outlines Four Controls for Securing AI Agents
NVIDIA's AI Red Team details four common failure modes in AI agent deployments and the access, execution, network, and secrets controls that stop them.
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.comNetflix GenRec: An LLM-Native Ranker Beyond Feature Engineering
Netflix's GenRec replaces feature engineering with an LLM-native ranker, matching production performance using far less labeled data.
Why Prompt Debt Quietly Breaks AI Systems
Natural-language prompts speed up AI prototypes but create fragile, model-locked systems. Learn why prompt debt happens and how evals fix it.
Self-Propagating AI Worm Found in Microsoft Copilot for Word
Researcher discloses self-propagating prompt injection worm in Microsoft Copilot for Word, unresolved after 144 days of coordinated disclosure.
AI Systems Beat Expert Humans at Persuasion, Study Finds
New research shows frontier AI systems out-persuade expert human debaters and canvassers, even in real-money fundraising tests.
Agenthound: Offensive Security Framework for AI Agent Infrastructure
Agenthound is an open-source offensive security framework mapping attack paths across MCP, A2A, and AI model infrastructure via a Neo4j graph.
Securing MCP Servers: Four Gates From Code to Production
A leaked .env file exposed a design flaw in an MCP server. Here's a four-gate, OWASP-aligned defense strategy engineers can adopt today.
Engineering Production Agentic Systems, Part 2: Guardrails
Part 2 of a field manual on production agentic systems: tool surface design, authorization scopes, and audit-trail engineering explained.