gaia-submission

Included with Lifetime

$97 forever

Walk through a complete GAIA benchmark→submit flow — from key resolution through HAL-compatible package generation

General

What this skill does


# GAIA Submission Skill

Walk Claude Code through every step needed to go from a clean environment to a
signed, HAL-compatible submission package ready to upload to the Princeton
GAIA leaderboard.

## When to use

When the user wants to:
- Run a benchmark and submit results to the HAL leaderboard
- Package an existing results file into a submission archive
- Confirm their environment is ready for a benchmark run

## Prerequisites

Before starting, confirm these are available:

| Requirement | Check |
|-------------|-------|
| `ANTHROPIC_API_KEY` | `echo ${ANTHROPIC_API_KEY:0:8}…` (should show `sk-ant-…`) |
| `HF_TOKEN` | `echo ${HF_TOKEN:0:5}…` (should show `hf_…`) |
| Node.js 20+ | `node --version` |
| CLI built | `node v3/@claude-flow/cli/bin/cli.js --version` |

## Phase 1 — Validate environment

```bash
# Run all pre-flight checks
/gaia validate
```

If any check fails, resolve it before continuing.

## Phase 2 — Estimate cost and confirm

Ask the user for their configuration:
- Level (default: 1)
- Question limit (default: 53 for a quick run, 165 for the full L1 set)
- Models (default: `claude-sonnet-4-6`)
- Self-consistency voting (default: 1; use 3 for L2/L3)

```bash
/gaia cost --level=$LEVEL --limit=$LIMIT --models=$MODELS --voting=$VOTING
```

If projected cost > $5, show the estimate and ask: "This run will cost
approximately $X. Proceed? (y/N)"

## Phase 3 — Run the benchmark

```bash
/gaia run --level=$LEVEL --limit=$LIMIT --models=$MODELS --voting=$VOTING
```

While running, progress is reported every 5 questions:
```
[12/53] 22.7% (5 passed of 22 scored) — est. remaining: $0.18
```

Store the run summary in memory for history tracking:
```bash
npx @claude-flow/cli@latest memory store \
  --namespace gaia-runs \
  --key "run-$(date +%Y%m%d-%H%M)" \
  --value '{"level":$LEVEL,"model":"$MODEL","total":$TOTAL,"passed":$PASSED,"pass_rate":$RATE,"est_cost_usd":$COST}'
```

## Phase 4 — Package for submission

```bash
/gaia submit --results=~/.cache/ruflo/gaia/results-latest.json
```

This produces:
```
submission-<date>-<sha>/
├── results.jsonl        ← HAL-compatible, one JSON per line
├── trajectories.jsonl   ← full agent traces
├── metadata.json        ← harness info, model, tool catalogue
├── manifest.md.json     ← Ed25519-signed witness
└── README.md            ← human summary + leaderboard comparison
```

## Phase 5 — Compare and report

```bash
/gaia leaderboard --level=$LEVEL
/gaia history
```

Interpret the gap between ruflo's score and the leaderboard top-10.
Identify the primary failure mode (tool gap, reasoning miss, extraction bug)
using the `/gaia-debugging` skill if needed.

## Phase 6 — Persist learnings

```bash
npx @claude-flow/cli@latest hooks post-task \
  --task-id "gaia-submission-$(date +%Y%m%d)" \
  --success true \
  --train-neural true
```

Store any discovered patterns:
```bash
npx @claude-flow/cli@latest memory store \
  --namespace gaia-patterns \
  --key "submission-notes-$(date +%Y%m%d)" \
  --value "Level $LEVEL, $MODEL: $NOTES"
```

## Extensibility note

This skill is intentionally structured to be benchmark-agnostic. The phase
headers (validate → estimate → run → package → compare → learn) apply to
SWE-bench, WebArena, and HumanEval with only phase 3-4 details changing.

Files: 1

Size: 3.6 KB

Complexity: 11/100

Category: General

Source: https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-workflows/skills/gaia-submission

Related in General

modeling-omnistudio-epc-catalog

Included

Salesforce Industries CME EPC product-modeling skill for Product2-based catalog creation. Use when creating EPC products, configuring product attributes, building offer bundles with Product Child Items, or reviewing EPC DataPack JSON metadata for product catalog changes. TRIGGER when: user creates or updates Product2 EPC records, AttributeAssignment payloads, AttributeMetadata/AttributeDefaultValues, Offer bundles, or ProductChildItem relationships. DO NOT TRIGGER when: designing OmniScripts/FlexCards/Integration Procedures (use building-omnistudio-omniscript, building-omnistudio-flexcard, or building-omnistudio-integration-procedure), implementing Apex business logic (use generating-apex), or troubleshooting deployment pipelines (use deploying-metadata).

Generalscripts

relationship-science-coach

Included

Use this skill for direct, practical adult relationship coaching: couples conflict, repair, trust, marriage, dating, flirting, attachment patterns, emotional connection, sex, desire differences, eroticism, kink negotiation, affection, love languages, breakups, and long-term passion. Draw on Gottman, EFT and Hold Me Tight, attachment science, modern sex research, Perel, Nagoski, Kerner, Schnarch, Love and Stosny, and flexible love-language tools. Be concrete and low-hedge. Redirect only for imminent danger, abuse, coercive control, minors, non-consent, self-harm, stalking, or medical/legal/psychiatric decisions.

Generalscripts

building-sf-integrations

Included

Salesforce integration architecture and runtime plumbing with 120-point scoring. Use this skill to set up Named Credentials, External Credentials, External Services, REST/SOAP callout patterns, Platform Events, and Change Data Capture. TRIGGER when: user sets up Named Credentials, External Services, REST/SOAP callouts, Platform Events, CDC, or touches .namedCredential-meta.xml files. DO NOT TRIGGER when: Connected App/OAuth config (use configuring-connected-apps), Apex-only logic (use generating-apex), or data import/export (use handling-sf-data).

Generalscripts

venue-templates

Included

Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.

Generalscripts

let-fate-decide

Included

Draws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated. Interprets the spread to guide next steps. Use when the user says 'let fate decide', 'YOLO', 'whatever', 'idk', or other nonchalant phrases, makes Yu-Gi-Oh references, or when you are about to arbitrarily pick between multiple reasonable approaches. Prefer over ask-questions-if-underspecified when the user's tone is casual or playful rather than precision-seeking.

Generalscripts

net-ops

Included

Cross-platform network troubleshooting (Windows, macOS, Linux) via local or remote shell. Use for: DNS broken, can't resolve hostnames, nslookup/dig works but apps fail, NRPT, WFP, scutil, /etc/resolver, systemd-resolved, /etc/resolv.conf, NetworkManager, VPN DNS leak residue (ProtonVPN/Mullvad/WireGuard/AnyConnect), AV/firewall blocking DNS or DoH, Tailscale DNS interaction, intermittent connectivity, remote diagnostics over SSH.

Generalscripts