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llm
51 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-systemsLocal AI Pipelines: Why Some Workloads Should Never Leave
Privacy, cost, and latency push certain AI tasks off the cloud and onto local hardware. A practical local AI pipeline using Ollama and faster-whisper.
ailocal-aillmprivacyMetis: 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.
ragllmhallucinationcompliance