8月5日，Liquid AI發佈專爲智能體工作流設計的26億參數端側模型LFM2.5-2.6B，可完全本地運行於手機等終端，提供低成本、低延遲與隱私保護方案。其基於34萬億詞元預訓練，詞表容量128K，後訓練融合監督微調、教師特化與多領域策略。
世界銀行報告建議發展中經濟體儘快將AI融入政府治理和企業經營，根據本地需求改造現有工具，無需與富國比拼大模型和數據中心。推廣本地化小型低成本AI工具，才能真正改善醫療教育。背景是發展中經濟體正經歷30年來最疲弱的平均增長。
OpenAI新模型Astra以數學領域的驚豔表現引發熱議，但學者Gary Marcus批評外界追捧犯了"合成謬誤"，過分吹捧其通用性。他指出，AI在數學成功並非偶然，關鍵在於數學可藉助符號工具輕鬆驗證，並能低成本生成大批量正確合成數據。這種突破僅侷限於特定領域，不應過度外推其適用範圍。
7月21日，谷歌DeepMind發佈三款中輕量級AI模型。主力Gemini 3.6 Flash增強代碼、知識及多模態能力，Token用量減少17%以降低成本；3.5 Flash-Lite主打極致性價比；3.5 Flash Cyber專攻網絡安全。系列全面提升效率與應用落地。
通過低成本API調用GPT、Gemini等領先AI模型，失敗不計費。
Vooka提供免費AI虛擬試穿和時尚可視化工具，低成本快速生成電商內容
Code I Lab是針對Code I優化的低成本Codex替代方案，提供AI編碼協助。
Kling2.5 AI視頻生成器，降低成本30%，生成工作室級視頻
Google
$0.49
輸入tokens/百萬
$2.1
輸出tokens/百萬
1k
上下文長度
Openai
$2.8
$11.2
Xai
$1.4
$3.5
2k
$7.7
$30.8
200
Anthropic
$105
$525
$0.7
$7
$35
$17.5
$21
Alibaba
$6
$24
256
-
Baidu
128
Bytedance
$1.2
$3.6
4
$2
$3.9
$15.2
64
$0.8
$0.15
$1.5
一個為AI開發者提供的低成本網頁搜索服務工具
Mnemo是一個為AI助手提供擴展記憶的MCP服務，通過Gemini的上下文緩存功能，允許助手加載大型代碼庫、文檔、PDF等資料並進行自然語言查詢，實現低成本、低延遲的完美信息召回。
一個基於Raspberry Pi的低成本無代碼AI SaaS構建平臺，讓每個人都能用480美元的設備開發完整SaaS應用，包含瀏覽器自動化測試和AI輔助開發功能。
Moonbridge是一個MCP服務器，允許從Claude Code、Cursor等MCP客戶端並行生成多個AI編碼代理（支持Kimi、Codex、OpenCode、Gemini等後端），用於同時嘗試多種代碼解決方案，以較低成本實現並行探索和任務執行。
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