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Masli Yahaya

联合创始人 & 技术总监 @ AINNA | CTO

Currently: 财务 系统 architecture · 商业 process improvement · AI implementation and automation · 运行中 planning and execution · Currently: 财务 系统 architecture · 商业 process improvement · AI implementation and automation · 运行中 planning and execution · 

金融系统架构 · AI 基础设施 · 商业 运营

Masli Yahaya designs the control layer between messy operational reality and decisions that management can trust.

His work spans engineering, IT infrastructure, ecommerce, automation and AI, but the constant is the same: understand the operation, preserve the evidence and build the shortest reliable path to action.

At AINNA, that approach is visible in NeuralOps, private AI infrastructure and the financial 系统 that move from bank source data to reconciled management reports.

Not AI for display. 系统 that make work traceable, governable and useful.

视图库重编译器 探索NeuralOps会计
📍 马六甲爱极乐 🔗 LinkedIn 电子邮件 Masli
30+
从业年限
8+
务。
100+
系统 & 技术 解决方案 Built
2
端到端金融系统架构设计

管理 + 科技

The architecture starts before the code. Masli combines operational supervision, technical management, infrastructure planning, vendor coordination, product development, ecommerce and AI implementation to decide what should be automated, what must remain deterministic and where human judgement belongs.

管理

团队协调、运营、供应商及利益相关者管理、规划、业务流程改进与执行。

科技

构。

商业

术。

技术必须解决运营或商业问题——而非仅因可被构建而存在。

这种综合经验使他能够以管理视角看待技术，同时保持执行的务实、可衡量，并与业务成果保持一致。

金融系统架构

财务 data is only useful when every number can be traced back to its source. Masli led two major financial-系统 initiatives within AINNA NeuralOps to solve the gap between bank documents, accounting structure and management decisions. The 设计 uses deterministic processing, validation, auditability and human control rather than trusting generative AI alone.

源数据→ Sanitizer→ 解析器→ Recompiler→ Normalizer→ 验证器→ 金融数据层→ 日志→ 复式记账→ Ledger→ 试算平衡ance→ 损益表 / 资产负债表→ 管理仪表板
AI / 智能体层
  • 输出"异常处理"。 异常处理
  • 分类辅助
  • 异常检测
  • 分析
  • 管理洞察
01

Preserve the source

Raw bank evidence stays identifiable. Parsing and classification create derived 层 instead of silently rewriting the original record.

02

Make the control visible

重复项, missing rows, debit-credit imbalance and exceptions become reviewable signals before they reach management reporting.

03

Separate help from authority

AI can assist classification and analysis. Posting, reconciliation and approval remain 受治理的 by rules and authorised people.

系统 01 — 财务 数据 Recompiler & 解析器 引擎

A financial-data ingestion and normalization 系统 that turns inconsistent bank documents into structured transactions without losing provenance.

  • 输入: 银行PDF、CSV、XLSX及结构化财务记录。
  • 验证: 文件完整性、滚动余额、借贷一致性、缺失行、重复交易及解析异常。
  • 输出: Excel、CSV及规范化后的财务数据集。
视图库重编译器

系统 02 — NeuralOps会计 & 财务 管理 系统

An end-to-end financial operations architecture that turns normalized transactions into journals, ledgers and management reports with a visible audit path.

  • 分类引擎
  • 会计科目映射
  • 日志 engine
  • 双重输入验证
  • 总分类账、试算平衡与对账
  • 调整分录与财务报表
核心理念： AI辅助判断。确定性系统保障会计完整性。审批责任仍由人类承担。
探索NeuralOps会计

精选思考

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Ghost in the 机器.
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Ghost in the 机器.
I’ve never watched the movie, but the phrase always makes me imagine something else. One day, almost everything around us may have some form of…
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AI智能体 for Street 中小企业
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AI智能体 for Street 中小企业
Yesterday I had a conversation with a director from a well-known Malaysian company. One topic we touched on was AI智能体 for 中小企业.We both agreed that…
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查看 all insights →

从管理视角构建系统

先理解运作，再构建流程，随后将重复环节自动化，仅在真正需要智能之处应用AI。

职业历程

教育

1995
Certificate of Competency Marine Engineer Officer Class IV (Foreign Going)
Jabatan Laut 马来西亚 | 马来西亚
Officer in Charge of Engineering Watch · Unlimited Trade Voyage (Reg. III/1)
1994
海事工程文凭
Ungku Omar Polytechnic | 马来西亚
等级 A / 一级甲等
1989
机械工程
Sek Men Teknik Ipoh | 马来西亚
等级 A / 一级甲等

超越科技

50+
Countries
世界探索者，拥有跨大洲的丰富旅行经验
30+
Mountains
热衷登山，累计攀登100余次，包括3座火山及1次冰川穿越，多座山峰曾数次登顶。
100+
Climbs
个人户外经历作为次要背景信息保留。
Masli Yahaya - profile photo

Masli Yahaya

技术总监 @ AINNA | CTO

30+ years across engineering, 企业 IT, automation and 系统 development, now leading the technical architecture behind AINNA NeuralOps.

马六甲爱极乐 masli@ainna.bond LinkedIn
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