Agent Forge: June 2026 project showcase
A one-day, in-person build event where teams gave agents perception and action over real video and audio.
On June 13, 2026, more than 100 builders gathered at SMU School of Economics in Singapore for Agent Forge, a one-day hackathon hosted by AI Builders and SMU AI. VideoDB partnered alongside Kimi AI, Bright Data, and Daytona to bring the perception stack.
Teams had from morning to evening to build a working AI application. By sunset, 50 projects had shipped. We selected eight that pushed VideoDB furthest across video, audio, memory, and action.
01 · Arsenal World Cup Hub
Goal search for Arsenal fans
Tracks Arsenal FC players at World Cup 2026 with semantic goal search, player profiles, and HLS supercuts of match highlights.
Uses spoken-word indexing and semantic search to compile exact-match highlight reels from match footage.
02 · Byzantium AutoClaims
Autonomous insurance from dashcam
An autonomous insurance pipeline that ingests dashcam footage, detects collisions, identifies fault, and produces an approve-or-reject decision with evidence clips.
Uses structured scene indexing prompts and spoken-word indexing for auditable, clip-backed claim decisions.
03 · ClipCart
Shoppable clips from live streams
Turns live-selling streams into shoppable vertical clips with auto-timed cuts, caption overlays, and a ready-to-post product gallery.
Uses spoken-word search, the Timeline API for programmatic editing, and CaptionAsset for auto-captions.
04 · Curator
Cross-brand campaign intelligence
A competitive intelligence platform that ingests brand videos, performs dual-layer search over transcripts and scenes, and surfaces cross-brand analysis reports.
Uses transcription, spoken-word and scene indexing, dual-layer semantic search, and HLS streaming.
05 · Public Guardian
Civic issue reporting bot
A Telegram bot that routes citizen photo and video reports to the correct government authority with AI-identified problem type and severity.
Uses VideoDB for evidence storage, async polling, and scene indexing with civic-detection prompts.
06 · Sentinel CCTV
Fight detection for CCTV feeds
A human-in-the-loop CCTV dashboard that detects fights via scene indexing and returns streamable evidence clips for operator review.
Uses time-batched scene indexing with fight-detection prompts and webhook alert integration.
07 · Veluate
Multi-agent teacher evaluation
A multi-agent teacher evaluation pipeline that analyzes lecture recordings, evaluates teaching quality, and cross-references gaps with student exam data.
Uses transcription with sentence segments, spoken-word indexing, semantic search, and clip generation across a LangGraph pipeline.
08 · What To Eat Ah
Swipeable food discovery
A mobile food discovery app that indexes trending creator clips for food-specific search and builds a swipeable dinner shortlist from evidence-backed picks.
Uses dual indexing with food-specific prompts and semantic search across audio and visual index types.