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40 postsWhy the AI Bill Grows Inside the Agent Loop
Token-saving tricks barely move the needle on AI agent costs; the real spend comes from retries, agent turns, and parallel subagents. A look at Copilot's billing shift.
aiagentic-aillm-costsdeveloper-toolsOpenAI and Broadcom Unveil Jalapeño, an LLM Inference Chip
OpenAI and Broadcom unveiled Jalapeño, a custom LLM inference chip built in nine months, set for gigawatt-scale data center deployment starting in 2026.
aihardwareopenaibroadcomHow context is managed in long-running agentic systems
A look at how Director's Journal, Critic's Review and Timeline mechanisms keep multi-agent security investigation systems coherent over long-running sessions.
aiagentic-aillmmulti-agent-systemsKod Temizliği Yapay Zeka Kodlama Ajanlarını Nasıl Etkiliyor?
Yeni bir araştırma, kod temizliğinin AI kodlama ajanlarının başarı oranını değil, token maliyetini ve verimliliğini etkilediğini gösteriyor.
aicoding-agentssoftware-engineeringcode-qualityrememori: A Zero-Dependency TypeScript Memory Engine for AI Agents
rememori is a zero-dependency TypeScript library giving AI agents persistent memory by combining cosine similarity, entity graphs and time decay.
aitypescriptembeddingsvector-searchTeaching AI to Read Compliance Papers, Not to Decide
A two-stage AI pipeline reads SMS compliance documents field by field, while a deterministic rule engine — never the model — makes every approve, reject or review decision.
aicomputer-visioncompliancellmHow Sentry uses a Claude skill to reproduce SDK bugs
Sentry engineers built a Claude skill that turns GitHub issues into minimal reproductions, cutting boilerplate work and speeding up SDK bug triage across 159 packages.
aisentrydeveloper-toolssdkAkıllı ev cihazları ev işçilerinin mahremiyetini nasıl tehdit ediyor
Yeni bir araştırma, AI destekli akıllı ev cihazlarının ev işçileri için oluşturduğu gizlilik risklerini sosyoteknik bir tehdit modeliyle inceliyor.
aiprivacysmart-homesecurityLead Quorum: Multi-Agent Scorer That Abstains on Disagreement
Lead Quorum uses ADK and A2A to compare two independent Gemini readings, refusing to score and explaining exactly why when signals conflict.
aimulti-agentadka2aWhy Startups Shouldn't Go Direct to a Single AI Provider
Locking a startup's stack to one AI provider creates costly technical debt. OpenAI-compatible, multi-provider APIs offer a cheaper, more flexible alternative for engineering teams.
aillmapi-designdeveloper-tools