Abstracts
Applications to speak. These go through review and a decision.
| Tags | Speaker | Ratings | Files | ||||||||||||||||
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| Taming 40-Minute CI: Incremental Builds at Monorepo Scale | Accept Queue | Approved | — | Abstract | — | Our monorepo CI took 40 minutes on a good day. This talk walks through how we cut it to 6 minutes with content-addressed caching, remote execution, and a test-selection model — including the two migrations that failed first. You'll leave with a decision framework for which incremental-build investments pay off at which repo sizes, and the graphs to convince your platform team. | — | — | — | — | — | PRPriya Raman | Sswyx+kms-0033-speaker@ai.engineer | — | — | — | — | — | |
| Docs That Answer Back: Retrieval-Grounded Documentation Sites | Accept Queue | Approved | — | Abstract | — | A 10-minute tour of turning a static docs site into one that answers questions with citations, stays honest when it doesn't know, and costs under $50/month to run. Live demo, real failure cases, and a checklist you can apply to your own docs this week. | — | — | — | — | — | AOAda Okonkwo | AOAda Okonkwo | — | — | — | — | — | |
| Your AI Pair Programmer Is Lying to You: Verification Patterns That Scale | Accept Queue | Approved | — | Abstract | — | Code generation is easy; trusting it is hard. This session covers verification patterns for AI-generated code — property tests, mutation coverage, snapshot judges, and CI gates — with data from 18 months of running them on a 200-engineer codebase. Includes what we stopped doing because it didn't catch anything. | — | — | — | — | — | AOAda Okonkwo | AOAda Okonkwo | — | — | 5.00 (1 of 2) | — | — | |
| Multi-tenant Isolation for AI Workloads | Accept Queue | Approved | — | Abstract | AI-014 | Serving many customers from shared model infrastructure without leaking context between them. Isolation boundaries, noisy-neighbour throttling, and the audit story that survived a security review. | Talk (30 min) | Intermediate | English | Infrastructure | Open SourceSecurity | SWSam Whitfield | SOSam Organiser | Oct 10, 2026, 4:00 PM | Main Hall | 3.25 (4) | — | 1.7 | |
| Caching Strategies for Token Spend | Accept Queue | Approved | — | Abstract | AI-013 | Semantic and exact caching in front of a production assistant. Hit rates by traffic type, the staleness bugs that followed, and the invalidation strategy we ended up with after two rewrites. | Talk (30 min) | Beginner | English | Applied AI | CostSecurity | EPElena PetrovaADAmara Diallo | SOSam Organiser | — | — | 2.31 (4) · 1.25–3.25 | — | 0.5 | |
| When to Say No to an Agent | Accept Queue | Approved | — | Abstract | AI-012 | Not every problem deserves an agent. A decision framework drawn from six internal projects, three of which we cancelled, and what the cancelled ones had in common that we did not see at the time. | Talk (30 min) | Advanced | English | Product | Agents | KMKofi Mensah | SOSam Organiser | — | — | 3.13 (4) | — | 2.9 | |
| Building an Internal Model Gateway | Accept Queue | Approved | — | Abstract | AI-011 | We put every model call behind one internal service. This covers routing, per-team quotas, the audit trail that made compliance stop worrying, and the migration that let us swap a vendor in an afternoon. | Talk (30 min) | Intermediate | English | Evaluation | AgentsRAG | MCMira Castellanos | SOSam Organiser | May 14, 2027, 5:00 PM | Overflow Room | 2.88 (4) | — | 3 | |
| Structured Output Without Tears | Accept Queue | Approved | — | Abstract | AI-010 | Getting reliable JSON out of a model that would rather write prose. Grammar-constrained decoding, schema repair, and why we stopped asking the model to apologise for malformed output and started making it impossible. | Talk (30 min) | Beginner | English | Infrastructure | Open Source | JHJonas HalvorsenAOAda Okonkwo | SOSam Organiser | May 14, 2027, 4:00 PM | Overflow Room | 2.44 (4) · 1.75–3.75 | — | 3 |
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8 abstracts matching the current filters↑↓move⇧↑select rangespacetoggle⏎openescclear
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