Agentic

A collection of 12 posts
Enter GovWork-Bench, our take on what an eval for Public Service work could look like.
The Lab

GovWork-Bench – A Singapore Public Service Benchmark to evaluate AI Assistants on Public Service tasks

Evals are all the rage in the AI space recently, especially with news of GPT-6 Astra saturating long-standing difficult benchmarks like ARC-AGI-3 and FrontierMath (Tier 4). In this article, we too are sharing our latest work on benchmarking — but with a unique Public Sector twist!
AgenticEvals
Agent Wars, Episode 3: Revenge of the Traces
The Lab

Agent Wars, Episode 3: Revenge of the Traces

On observability as the layer agentic AI deployments may miss, and it's importance in deciding whether you can trust anything else you build
Agentic
Strengthening Chatbot Safeguards with Red-Teaming Agents
The Lab

Strengthening Chatbot Safeguards with Red-Teaming Agents

How we used agentic AI to proactively test and strengthen chatbot safeguards for chat.gov.sg
AgenticSecurity
When Agent Skills Evolve: The Need for a Layer of Control
The Lab

When Agent Skills Evolve: The Need for a Layer of Control

What we learnt from building Rhizomatic, a human-in-the-loop proof of concept for reviewing, versioning and rolling back changes to reusable agent skills.
AgenticInfrastructure
ORCA's end-to-end AI workflow
The Studio

ORCA Part 2: Under the Hood

How ORCA works under the hood: routing each request to the right agent, running generated code in an isolated sandbox, and turning repeat chat tasks into reusable workflows.
Agentic
ORCA: one platform, many agents, working together
The Studio

ORCA: one platform, many agents, working together

GovTech's MOM team built it to unify AI tools for analysing data, drafting slides and checking compliance
Agentic
The Road Under the Harness
The Lab

The Road Under the Harness

Previously I wrote about building a harness for yourself. This one is about the environment you're building in, and why at enterprise scale, if the platform underneath doesn't exist, individual wins have nowhere to accumulate.
AgenticInfrastructure
Scaling the Pentesting Team with AI
The Lab

Scaling the Pentesting Team with AI

Engineering Multi-Agent Architectures for Autonomous Penetration Testing.
AgenticSecurity
Harnessing the harness
The Lab

Harnessing the harness

On building your own multi-agent orchestrator, and why owning the infrastructure around AI matters.
Agentic
Building for Agentic AI - Agent SDKs & Design Patterns
The Lab

Building for Agentic AI - Agent SDKs & Design Patterns

The true value of AI agents lies in loops and self-correction rather than raw reasoning power.
Agentic
The other side of Agentic AI

The other side of Agentic AI

An agent's utility is capped by its environment interface rather than just its reasoning capabilities.
Agentic