1. AI Agent Infrastructure & Compliance

For teams deploying autonomous LLM Agents but facing rogue writes, context window bloat, or EU AI Act compliance.

SakiMCP provides architectural solutions to the core vulnerabilities of AI integration:

• Session Guard Defense: Architectural interceptor blocking Agent file modification attempts in directories they haven't read.
• Context Optimization: Schema compression and progressive tool loading, reducing context window token usage by 65%.
• Audit Trail: Immutable operation logs and token usage telemetry, designed to satisfy the transparency requirements of the EU AI Act (2026/8 deadline).

2. Micro-SLMs Custom Development

For organizations seeking extreme inference speed and data privacy without expensive GPU cluster footprints.

We train small, highly optimized, task-focused local language models deployed directly in your intranet:

• Applications: Specialized OCR (handwritten/legacy formats), inline defect inspections, and real-time inference on edge CPUs.
• Speed: Custom CPU-optimized execution yielding inference speeds < 0.1s.

3. Medical Data Migration & Interoperability

For medical facilities and clinics facing legacy vendor lock-in or regulatory overhead.

• go-tw-his-parser: High-performance Go parser converting proprietary clinical databases into international **FHIR standards** with automatic ICD-10 mapping.
• Data Laundromat: Programmatic resolution of legacy encoding anomalies (BIG5, half-width errors, local date formats), transforming chaotic files into clean SQL/JSON streams.
• Saki Pharmacy OS: Offline-first smart pharmacy platform featuring prescription CDSS auditing and automated refill alerts.

4. Survey & Geomatics Computation Engines

For surveying firms requiring resilient computing tools under strict regulatory precision demands.

• Data Integrity: Auto-save loops and resume-from-break functionality, eliminating SD card corruption and Bluetooth disconnection data loss.
• Compliance Auditing: Live on-site precision visualization and regulatory reports conforming directly to land law standards.

5. Red Teaming & Boundary Audits

For enterprises evaluating the resilience of LLM-native APIs and protocols.

Based on our research behind the SASS Protocol (IETF Internet-Draft), we offer vulnerability audits targeting LLM boundaries:

• Scope: Prompt injection mitigations, API logical bypasses, and secure process isolation.

"On the day of the ISP blackout, our pharmacy was the only one on the street dispensing prescriptions."

—— Pharmacist in Charge · Community Pharmacy Group

Legacy software was slow, prone to errors, and database migration was quoted at thousands of dollars. We switched to Saki Pharmacy OS for NT$499/month with zero upfront fees. Last month, when the regional network went down, every other pharmacy closed, but we kept dispensing prescriptions offline. The CDSS engine also flagged two fatal drug interactions on the spot. This software is a lifesaver.

"Session Guard intercepted an out-of-control Agent write loop, saving our codebase."

—— Lead Architect · AI Automation Lab (Silicon Valley)

We ran an autonomous Coding Agent for code refactoring, and due to hallucination, it attempted unauthorized file deletions and out-of-bounds writes. SakiMCP's Session Guard blocked the execution instantly. Furthermore, we saved over 60% on our LLM API bills thanks to SakiMCP's progressive schema compression. The tamper-proof audit trails also helped us clear EU AI Act compliance checks.

"Live precision feedback and auto-save mean we never lose another geomatics point."

—— Geomatics Engineer · Land Surveying Firm

Under local land laws, survey inaccuracy holds strict personal liability. Leica's terminal used to overheat and corrupt SD card data, destroying hours of hard work. SakiMeasureMAP's resume-from-break and live precision visualization let us confirm compliance right in the field. This tool is a fundamental safeguard for our firm.