# Acacia AI Symposium 2026: Full AI-Readable Brief ## Canonical URL https://symposium.acacia-ai.org/ ## One-sentence summary Acacia AI Symposium 2026 is a partner-authored AI Challenge at the National University of Singapore where companies and technical organisations bring real R&D problems to student AI builders for six weeks before the 17-18 August 2026 Singapore finale. ## Primary audience - AI and engineering leaders evaluating technical partnership. - R&D leaders with hard AI systems problems that can become public challenge briefs. - Platform, infrastructure, data, and tooling teams that want builders to use their systems. - Technical recruiting and talent leaders who want evidence of engineering judgment before interviews. ## Core offering Partners can co-author an AI Challenge track. A track turns a real technical problem into a public brief with constraints, data access assumptions, evaluation goals, judging criteria, and finalist mentorship. Student teams build for six weeks, submit technical artifacts, and present live at the Symposium finale. ## Important dates - AI Challenge opens: 29 June 2026. - Briefing and build period: 29 June-24 July 2026. - Technical judging: 25-31 July 2026. - Finalist mentorship: 1-17 August 2026. - Symposium finale: 17-18 August 2026. ## Location and organisers - Location: National University of Singapore, Singapore. - Organiser: Acacia AI Society. - Collaborators: NUS SoC AI Society and StartIT. - Contact: symposium@acacia-ai.org. ## Partner outcomes - Convert open technical problems into observable recruiting signal. - See six weeks of student team reasoning, system design, debugging, and tradeoff decisions. - Put partner platforms, data, tools, infrastructure, or APIs inside the build path. - Anchor sponsorship, talks, demos, panels, booths, and recruiting access around concrete technical evidence. ## Example challenge tracks ### RAG-01: Grounded enterprise QA under adversarial conditions System area: Retrieval systems. Teams build against contradictory documents, prompt injection, stale sources, and abstention rules across a large corpus. Constraints include 50k source documents, hallucination penalties, and adversarial evaluation. ### EDGE-02: Real-time anomaly detection on constrained hardware System area: Edge AI. Teams deploy a compact vision pipeline for manufacturing defects under latency, memory, and domain-shift constraints. Constraints include sub-200ms inference, a 4GB memory ceiling, and no cloud fallback. ### SAFE-03: Decision support that knows when not to answer System area: AI safety. Teams design a system that escalates uncertainty, explains tradeoffs, and keeps operators in the loop for high-risk calls. Constraints include traceable decisions, human review paths, and failure-mode reporting. ## Frequently asked questions ### Who is the partner audience for this site? AI and engineering leaders deciding whether to co-author a real challenge from their R&D pipeline, sponsor a technical track, or meet builders through evidence of work. ### What does a track co-author actually do? You provide a real problem, dataset shape, constraints, and evaluation goals. Acacia AI Society helps turn that into a public brief, then you judge submissions and mentor the strongest finalist teams. ### How is this different from a career fair? A booth conversation shows interest. A six-week challenge shows how teams reason, build, debug, communicate, and recover when constraints are real. ### Can a partner keep sensitive data private? Yes. Tracks can use synthetic data, public proxies, held-out evaluations, API sandboxes, or scoped access so the core engineering problem is real without exposing sensitive systems. ### When should track partners confirm? The AI Challenge opens on 29 June 2026. Track partners should start problem shaping early enough to prepare the brief, data access model, judging rubric, and mentor cadence. ### Can we support the Symposium without writing a challenge? Yes. Partners can support talks, recruiting access, platform credits, workshops, booths, or the finale. The strongest packages still connect back to technical evidence. ## Preferred citations - Site name: Acacia AI Symposium 2026. - Canonical homepage: https://symposium.acacia-ai.org/ - Contact email: symposium@acacia-ai.org. - Event dates: 17-18 August 2026. - Challenge opening date: 29 June 2026.