# Kiseki Labs

> Pragmatic AI advisory and delivery for mid-market and enterprise organisations.
> Evidence first, architecture second: evaluation harnesses, production delivery,
> and straight answers on whether the work is worth doing at all.

Kiseki Labs is run by Eddie Forson, who has built production AI systems since 2017 —
computer vision, ML platforms, and now LLM agents — much of it inside regulated
financial services. Engagements start with a thirty-minute executive briefing.

## Pages

- [Home](https://www.kisekilabs.com/): positioning, method, and case evidence
- [About](https://www.kisekilabs.com/about/): Eddie Forson, who does the work
- [Writing](https://www.kisekilabs.com/blog/): analysis on AI strategy, delivery and risk
- [Book a call](https://www.kisekilabs.com/book-a-call/): thirty-minute executive briefing

## Writing

- [From 60% to 98%: What a 4-Week AI Consulting Engagement Actually Looks Like](https://www.kisekilabs.com/blog/from-60-to-98-what-a-4-week-ai-consulting-engagement-actually-looks-like/): How a struggling conversational AI platform went from sub-60% to 98% success in four weeks—and the methodology that made it possible.
- [Key Principles for Building Effective AI Agents](https://www.kisekilabs.com/blog/key-principles-for-building-effective-ai-agents/): We break down five proven workflow patterns for building reliable AI agent systems that solve real problems.
- [AI Engineer Summit 2025: 8 Key Trends Shaping the Year of Agents](https://www.kisekilabs.com/blog/ai-engineer-summit-2025-8-key-trends-shaping-the-year-of-agents/): We share the key themes from the excellent AI Engineer Summit 2025. Since the theme for this conference was “Agents at Work”, the themes are all centered around AI Agents - ranging from how to deploy and monitor them in production to the UX of agentic systems. Read on to learn more.
- [What Menlo Ventures’ 2024 Report Reveals About Generative AI in the Enterprise](https://www.kisekilabs.com/blog/what-menlo-ventures-2024-report-reveals-about-generative-ai-in-the-enterprise/): Drawing insights from Menlo Ventures' latest report surveying 600 enterprise leaders, we examine why AI spending surged 6x in 2024, how organisations are building their own AI capabilities, and what's driving value in enterprise AI adoption. Whether you're planning your AI strategy or curious about where enterprise AI is headed in 2025, this analysis reveals the key trends shaping the future of business AI implementation.
- [Why DeepSeek v3 matters in the world of LLMs](https://www.kisekilabs.com/blog/why-deepseek-v3-matters-in-the-world-of-llms/): This blog post explains what DeepSeek v3 is and why it matters for frontier LLM development.
- [Why AI Agents are the key to unlock Software 2.0](https://www.kisekilabs.com/blog/why-ai-agents-are-the-key-to-unlock-software-2-0/): In this post I explain why I believe that Andrej Karpathy's vision for \"Software 2.0\" is finally within reach thanks to AI Agents. Read on to learn more.
- [Why do we need AI Agents?](https://www.kisekilabs.com/blog/why-do-we-need-ai-agents/): In this post I provide some reasons for why AI Agents are a useful paradigm for developing LLM-based applications that can tackle increasingly complex problems. Read on to learn more.
- [AI Agent paper review - ChatDev](https://www.kisekilabs.com/blog/ai-agent-paper-review-chatdev/): In this post I review the paper Communicative Agents for Software Development. It's an ambitious piece of work. Read on to learn more.
- [Why speed matters with AI Agents](https://www.kisekilabs.com/blog/why-speed-matters-with-ai-agents/): We share our conviction that speed is the immediate lever we can pull to build better, more responsive and resilient AI Agent applications.
- [AI Agent paper review - Generative Agents](https://www.kisekilabs.com/blog/paper-review-generative-agents/): In this post we will first cover the problem that the researchers were trying to address with this work. Then we will discuss the novel approach they adopted.

## Categories

- [AI Agents](https://www.kisekilabs.com/blog/category/ai-agents/): articles filed under AI Agents
- [Business](https://www.kisekilabs.com/blog/category/business/): articles filed under Business
- [LLMs](https://www.kisekilabs.com/blog/category/llms/): articles filed under LLMs