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llm
15 postsThe Hidden Risk of Giving LLM Agents Terminal Access
Giving autonomous AI agents shell access can wreck your filesystem. Open-source rewind-sdk uses OverlayFS to enable millisecond-fast checkpoints and rollbacks.
ai-agentsllmdevopslinuxBenchmarking Inference Energy Costs of LLM: A LLaMA Study
Researchers benchmark LLaMA model sizes on V100 and A100 GPUs to analyze the energy and compute costs of LLM inference at scale.
llmllamagpuenergy-efficiencyTreat the Context Window Like a Budget, Not a Junk Drawer
An open-source context-engineering framework has AI agents draft a context manifest before work begins, disciplining token budgets with decay rules and cross-platform parity checks.
ai-agentscontext-engineeringllmdeveloper-toolsVisionBridge: an MIT proxy that gives text-only LLMs vision capabilities
VisionBridge is a lightweight OpenAI-compatible proxy that lets any text-only LLM inspect images via a separate vision model, with no training or weights required.
llmvision-modelsopen-sourceproxyMulti-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-systemsllmfintechMetis: 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.
ragllmhallucinationcomplianceq: A C CLI Tool That Merges Shell and LLM in the Terminal
q is an open-source C CLI that blends shell commands with LLM queries in one REPL, letting sysadmins get help without leaving the terminal.
llmcliterminaldevtools