Late August–early September 2026 · TikTok TechJam
MandateFlow: the same tool call can need a different answer
Why an agent gateway needs to know where information came from, even when the outgoing request looks unchanged.
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The journal / notes kept along the way
There’s a story
behind the build.
The useful bits: decisions, experiments, hackathons, and things I learned by making something. A place to go a little deeper.
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September–October 2026 · SingHacks and AI Tinkerers Singapore
ResearchAgent: buying evidence means checking the delivery
A team research prototype separates evidence value, spending permission, payment, and proof before an article becomes a citation.
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11 October 2026 · Common Grounds makeathon
The Commons: a room that builds its own inhabitants
A phone wish becomes a creature in a shared room, through a small behavior contract and a checked generation loop.
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