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llm
48 postsWhy AI visibility dashboards are mostly useless
AI search visibility trackers have become a $100M industry, but research shows most of these measurements are statistically meaningless noise dressed as precision.
aigeoseollmllama.garden: A Nostr-Powered Decentralized LLM Torrent Network
llama.garden distributes LLM weights via BitTorrent, using a Nostr-based catalog and Hugging Face servers as fallback seeds so downloads work even without seeders.
llmbittorrentnostrdecentralizationWhy price per 1M tokens is a misleading AI metric
Comparing AI models by price per 1M tokens can mislead teams. Tokenizer differences and chain-of-thought efficiency matter far more than the sticker price per token.
aillmmachine learningbenchmarkingMulti-Agent Architecture Patterns for Real-World Financial Systems
Engineering patterns for safely deploying LLM agents in African microfinance systems: bounded authority gates, bias audits, and shared-state coordination across agent pipelines.
aimulti-agent-systemsllmfintechLLM agents are breaking 20-year-old web architecture
Stateful LLM agents are exposing cracks in the stateless-server-plus-database web architecture. The missing piece: a routing primitive that can address running processes directly.
system-designllmai-agentsdistributed-systemsMetis: Arm's Open-Source Agentic Security Review Tool
Metis, built by Arm's Product Security Team, is an open-source framework that uses LLM reasoning to find security vulnerabilities across large codebases.
securityaillmstatic-analysisAI Code Audit: 15 Security Flaws Claude Found in Production
An LLM-based security audit uncovered 15 OWASP-classified flaws-SQL/NoSQL injection, IDOR, path traversal-each shown with vulnerable and fixed code.
securityowaspllmcode-reviewAgentic AI: Solid Upfront Design Pays Off Later
DumbQuestion.ai's new Startup Roast feature shows how solid upfront architecture saves tokens and time when extending agentic AI products.
agentic-aisoftware-architecturellmsdlcBuilding a Compliance Answer Engine That Refuses to Hallucinate
How a Swiss compliance RAG system uses two-layer retrieval and mandatory citations to structurally block hallucinated numbers and claims.
ragllmhallucinationcomplianceAI Audit Uncovers Seven Real Bugs in Cloudflare's CIRCL
zkSecurity's AI audit tool found seven real bugs in Cloudflare's CIRCL cryptography library, all now fixed and mostly rewarded via HackerOne.
aicryptographycloudflarecircl