SUBMISSION.md

# 📤 Submission Copy (paste into the Discord track channels)

Post a **separate** post per track. Attach the demo video. Add your @handle + repo.

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## Track 1 — Multiverse Agents (#g4hackathon-multiverse-agents)

**Project Name:** FlashTriage

**Team Members:** @your_handle

**Project Description:**
FlashTriage is a multi-agent security-triage swarm built on Gemma-4-31B and Cerebras.
Four specialist agents — Analyst, Remediator, Commander, and a multimodal Vision-RCA —
turn raw output from any code/model scanner into risk-ranked, fix-ready findings. The
analysts fan out concurrently so Cerebras' throughput collapses an entire batch into
~one call's wall-clock, and the Vision agent reads a screenshot of the offending code to
return root cause and a patch in milliseconds.

**GitHub:** https://github.com/your/flashtriage
**Demo Video:** (attached)

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## Track 3 — Enterprise Impact (#g4hackathon-enterprise-impact)

**Project Name:** FlashTriage

**Team Members:** @your_handle

**Project Description:**
Enterprise scanners don't have a detection problem — they have a triage problem; hundreds
of findings per scan drown security teams. FlashTriage ingests SARIF/JSON from any of the
common scanners (Semgrep, Trivy, Bandit, ModelScan, Garak…) and a Gemma-4 swarm on Cerebras
triages the whole batch in seconds: real CVSS over scanner labels, exploitability, false-
positive likelihood, drafted remediations, and an incident-commander rollup. It runs inline
on every CI scan for interactive triage, and a Cerebras Batch-API mode clears 50k-finding
backlogs overnight — turning vulnerability management from a backlog into a real-time control.

**GitHub:** https://github.com/your/flashtriage
**Demo Video:** (attached)

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## Track 2 — People's Choice (optional, #g4hackathon-people-choice)
Only chase this if you'll actually post and engage. Suggested X copy:

> Security scanners find 1000s of issues. Triaging them is the real bottleneck.
> So I built FlashTriage: a 4-agent swarm on @googlegemma Gemma-4 + @Cerebras that
> triages a whole scan in ~1s — CVSS, exploitability, fixes, even reads a screenshot
> of the code for root cause. Same work, sequential = 8s. Cerebras = 1s. 🧵👇
> #Gemma4 #Cerebras

Then a 2–4 reply thread: (1) the race clip, (2) the multimodal RCA clip, (3) "why this
matters: triage at the speed of inference = run it on every CI build", (4) repo link.

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## Why this scores on the rubrics
- **Speed in action / AI differentiation:** the live race computes the ratio from real `wall_ms`; multi-agent is the *ideal* Cerebras showcase (many calls → parallel → instant). Baseline can be **your own RTX 5090 via Ollama** — a real, relatable cloud-vs-local-GPU contrast where the single local GPU has to queue what Cerebras serves in parallel.
- **Agent collaboration:** 4 distinct roles with real orchestration (fan-out analysts → conditional remediators → single commander rollup).
- **Multimodal intelligence:** Vision-RCA uses Gemma-4 image input on a genuine artifact (a code/dashboard screenshot), not a gimmick.
- **Business impact / production readiness:** named enterprise problem (vuln mgmt / IR), decoupled SARIF ingestion, strict structured outputs, real-time console *plus* Batch-API backlog mode, FastAPI service.

## Name alternatives (if FlashTriage clashes)
BlinkTriage · TriageRace · SubSecond SOC · FluxTriage