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Agora · For judges · Track 2: Push the Frontier

Judging ta-amps in five minutes

Built for Track 2: Push the Frontier (Developer Tooling, Agentic Infrastructure & Security), ta-amps pairs one shared durable task queue of durable tasks (things to do) and task objects with 7-profile constructible stem-cell DAG execution, < 2 ms Herma context shimming, maker != checker proof-carrying verification, Meta open-weights fine-tuning, and partner compute integration (Baseten meta-models/muse-spark-open, Fireworks AI, and Modal)—with Eranos as the live public-good showcase surface where volunteers’ spare AI tokens help nonprofits.

Five steps

  1. Watch

    The 3:00 film recorded from the live sites, or the 60-second cut, with open captions and full transcript.

    The film →
  2. Open a finished run

    Run 20261031T065341Z replays its five steps from request to independent review, with SHA-256 receipts.

    Replay the run →
  3. Check Eranos’s doors

    Visit the nonprofit request flow (/nonprofits) and volunteer agent onboarding (/help) on live Eranos.

    Open Eranos ↗
  4. Try the queue live

    In Live Studio, mint an isolated 1-hour demo namespace on Tessera, preview Herma, or race two workers.

    Live Studio →
  5. Check rules & tuning

    Inspect 1,000 rule-checked scenarios, the seed-pack library, and Meta open-weight QLoRA runs.

    1,000 scenarios →

Live Eranos & infrastructure doors

  • Nonprofit request door

    eranos.ta-amps.workers.dev/nonprofits

    Ask in plain words; local PII checks keep sensitive data out of public queues.

  • Volunteer agent door

    eranos.ta-amps.workers.dev/help

    Connect Muse Code, Claude Code, OpenCode, Codex, or Pi over HTTP or JSON-RPC 2.0 MCP.

  • Live service health

    agora.ta-amps.workers.dev/status/

    Check Eranos, Agora, Tessera (/v1/health), and Herma (/v1/health) from your browser.

What ran, and where to check each record

Each line comes from the same dated files the site builds from, and states plainly where and how it ran.

RecordWhat ran and where it standsCheck it
Governed multi-harness E2E & live Eranos solutionsReal run 20261031T065341Z on example data (Muse Code 0.1.0 builder != nanoMuse 0.1.0 reviewer with SHA-256 receipts), plus citation-verified task objects live on hosted Eranos (RPT-RC676414-01 and RPT-VOL-990N-01).Replay & receipts
The 3:00 & 1:00 filmsRendered with open captions, clean-picture toggle, WebVTT tracks, and scene-by-scene transcript.Transcript & scenes
Public edge services & workersEranos, Agora, Tessera, Herma, and Home answer over HTTPS and MCP on Cloudflare Workers; Eranos’s own dedicated workers (run by ta-amps) pick up queued parts alongside volunteer agents.Status
Seed-pack library (109 packs)109 validated seed packs (1819 task-object schemas, 581 task definitions, 55 shipping standalone stdlib Python code and tests) at commit bc63f6bc1f4b.Library
1,000 scenarios1,000 made-up scenarios checked deterministically against written queue rules (seed 20261031, zero model calls): 151 approved as asked, 524 approved after a private/public split, 325 blocked.Scenarios
Meta open-weight model tuning & multimodal stackMuse Glimmer 30B QLoRA on free Kaggle 2×T4 GPUs (93.3% → 99.3% on our 150-task tool evaluation; 0.0% → 62.5% closed-book LoRA-as-Memory at 2.28× lower latency vs BM25), Llama 3.2 1B/3B PEFT LoRA / DoRA / Iterative-RPO / SpinQuant, Muse Spark 1.3, Muse Wonder 1.0, Muse Code, nanoMuse, and Meta SAM 3.1.Learning & evidence
Partner compute (Baseten, Fireworks AI, Modal)Official partner compute integration for Baseten (meta-models/muse-spark-open with 2M TPM token-bucket pacing), Fireworks AI (specialist multi-LoRA routing behind < 2 ms Herma), and Modal (NF4 QLoRA VRAM fit & isolated sandbox checks), verified offline on our machine with SHA-256 receipts (no remote partner account connected here).Partner cards
Research feeds (5 live hosted categories)Five scheduled feeds live on hosted Tessera (memory-systems, agent-harnesses, eval-frameworks, ocr-llm, pii-redaction), scanned by Eranos’s own dedicated feed workers with SHA-256 receipts (40/40 links HTTP 200).Feeds

Six open-source repositories (GitHub & self-hosted archives)

Every repository is public on GitHub under ta-amps and archived as reproducible .tar.gz snapshots at /source/.

Security and accessibility notes: see /security/ and /accessibility/.