Mariyam Murzagaliyeva@Marikosh

A revised supplier notice can change which stock is affected, while critical facts remain scattered across documents and receiving records. BatchFence helps quality teams connect that evidence to a defensible containment decision. Available as a web application and an installed Windows client, BatchFence combines AMD-hosted Gemma document interpretation with Evolus agent workflows and retrieval from an isolated approved procedure library. Reviewers compare proposals with retained originals, classify affected, excluded and unresolved lots, then trace recorded relationships through an exposure graph. Deterministic calculations produce a plan; explicit approval precedes sandbox inventory changes and immutable receipts. The key innovation is the separation of AI suggestions from decision authority. Independent recorded-identity checks surface omissions. Incomplete scope remains unresolved, changed evidence invalidates stale approvals, and a narrower proposal cannot silently release existing holds. Procedure references are verified by the application against identified indexed chunks and complete, versioned approved originals. Six connected extensions support daily work: Next Useful Evidence, release-readiness conditions, label verification, document-change impact, multilingual review and shift handover. Exported packets preserve historical evidence for offline, read-only inspection. Verified scenarios include expansion from 500 to 800 held units, two receipts, stale-action rejection and genuine Evolus-mediated Gemma retrieval. The release passed 491 automated tests and 30 domain cases, with web and installed Windows checks. Validation uses fictional inventory and sandbox actions; human review remains required, and production enterprise acceptance is pending.

Tablekeeper is the result of a Spec-to-Proof autonomous software factory built in BAND AI. Instead of using one coding agent to generate an application, we designed five specialized seats with deliberately separated responsibilities: Conductor, Contract Auditor, Systems Engineer, Experience Engineer, and Adversarial Verifier. The factory converts a specification into atomic requirements, coordinates implementation through complete agent-to-agent handoffs, freezes exact production revisions, independently verifies them, and either accepts the result or routes defects back to the production owner for repair and re-verification. In the submitted run, a single human dispatch initiated the entire four-stage workflow. No clarification, approval, debugging hint, “continue” message, or manual rerun was provided afterward. The agents autonomously progressed through all four Tablekeeper stages. The verification process was not cosmetic. Stage 1 initially passed the shipped checks but was independently rejected after the factory discovered two specification-level edge cases involving valid JSON numeric handling and terminal calendar boundaries. The Systems Engineer repaired the defects in a new commit, and the Adversarial Verifier independently re-tested the replacement revision before acceptance. The final result achieved all 4 independently accepted stages and 575/575 applicable cumulative checks, with all populated upgrade paths passing. Every accepted stage is bound to an exact Git revision and preserved evidence. The factory also produced a polished responsive Tablekeeper browser application for restaurant discovery, availability search, booking, confirmation, reservation lookup, accepted terms, and history. Beyond this challenge, the core factory is intentionally reusable: its mandates describe generic engineering, auditing, orchestration, UX, and adversarial-verification responsibilities rather than Tablekeeper-specific endpoints or fields.

Booking a car service appointment often involves phone calls, repeated questions, and manually matching services to available staff and workshop capacity. SlotPilot brings these steps into one conversational workflow. Customers speak English to an AI assistant, describe their vehicle and required services, and specify preferences such as time and budget. The assistant uses server-side tools to check availability and suggest suitable appointments. Customers review the details and explicitly confirm before a booking is saved. The service also supports rescheduling and cancellation with confirmation and conflict protection. The web application uses Next.js, TypeScript, Supabase PostgreSQL, and the AssemblyAI Voice Agent API. Provider credentials remain on the server, while authentication and permission checks control access to booking and administrative actions. SlotPilot also includes an Electron desktop client with a public Windows x64 release, available as an installer or portable executable. The desktop builds are unsigned and connect to the existing online SlotPilot service. The project demonstrates how a voice agent can turn a natural-language request into a structured booking workflow. Workshop data and prices are demonstrative.

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🌎 Hybrid Hackathon | 💻 Online Build: 3–8 November 2026 | On-site Phase: 8 November 2026 📍 On-site Venue: Pierpont Place 163 W Pierpont Ave, Salt Lake City, UT 84101, USA ✨ Please note that travel and accommodation are not covered.

🌎 Hybrid Hackathon | 💻 Online Build: 12-17 October 2026 | On-site phase: 17-18 October 2026 To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. The AMD Developer Hackathon: ACT III is a hands-on event for developers, founders, engineers and builders who want to push what’s possible with AI on real infrastructure. 📍 If approved for the on-site experience, you'll also have the opportunity to showcase your project live. Travel and accommodation will not be covered.

🌎 Online Hackathon | 💻 Online Build: Sept 26 - Oct 5, 2026 A virtual, global hackathon. Build from anywhere in the world. Dark Factory is the official hackathon of WeAreDevelopers World Congress North America, presented by BAND, but you don't need to be in San Jose to take part. For one week, you build a software factory in BAND Desktop: a band of coding agents that plans work, implements it and checks its own results. 🎟️ Bonus for sign-ups: you are eligible for a free ticket to WeAreDevelopers World Congress North America in San Jose (Sep 23–25). If you do go, stop by the BAND booth: a surprise is waiting for you.

🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.