svarog-talaria 0.1.0

Talaria. Seven-league messengers — parallel sub-agents for deep multi-source research.

⚡ Talaria — Parallel Messengers for Hermes Agent

Talaria (Ταλάρια) — the winged sandals, forged in Svarog's smithy, swift as seven-league boots of legend. One stride carries your AI messengers across every source at once, bringing back intelligence.

Talaria is a Hermes Agent skill that dispatches 3-5 parallel sub-agents for deep multi-source research, then verifies and synthesizes results into a single report.

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💡 Why Talaria?

Problem: Deep research takes forever when you query one source at a time. Each search → read → repeat cycle costs minutes.

Solution: Talaria dispatches 3–5 parallel sub-agents — each with its own research axis, tools, and context. They run simultaneously, then verify and synthesize results into one report. What took 15 minutes now takes 2.

Talaria vs. Raw delegate_task

Feature	delegate_task (bare)	⚡ Talaria
🛡️ Anti-hallucination	❌ You build it	✅ verify-report.py with 4 profiles
🔄 Cascade search	❌ Manual fallback	✅ 4-tier auto (GitHub→raw→API→browser)
🧠 Smart synthesis	❌ You merge manually	✅ Intersections + contradictions + insights
🔒 Safe sub-agents	❌ No guardrails	✅ 6 blocked tools
📊 Benchmark data	❌ None	✅ Preliminary: 2.5 min flat, 7.2 min nested
💾 Output structure	❌ Ad-hoc	✅ reports/gonets*.md + synthesis*.md

🎯 Quick Start

# Install in 30 seconds
git clone https://github.com/SvarogForge/talaria.git
hermes skill install ./talaria

Then load in your session:

skill_view(name='talaria')

# Verify it works
python talaria/verify-report.py --list-profiles
# → default, strict, tech, quick

🏛️ How It Works

flowchart TB
    A["💬 User asks research question"] --> B["⚡ Talaria dispatches 3-5 messengers"]
    B --> C1["📡 Messenger 1<br/>GitHub API + Browser"]
    B --> C2["📡 Messenger 2<br/>HuggingFace + Direct APIs"]
    B --> C3["📡 Messenger 3<br/>Browser + Curl"]
    C1 --> D["🔍 verify-report.py<br/>checks for hallucinations"]
    C2 --> D
    C3 --> D
    D --> E["🧠 Synthesis → One report<br/>with intersections & insights"]
    E --> F["📬 Executive summary → you<br/>Full report → reports/*.md"]

Step	What Happens
1️⃣	DISPATCH — 3-5 messengers delegate_task in parallel
2️⃣	RESEARCH — each uses GitHub API, browser, or direct APIs
3️⃣	VERIFY — cross-check against trusted domains
4️⃣	SYNTHESIZE — merge findings, find contradictions
5️⃣	DELIVER — Full report + executive summary

🎬 In Action

3 messengers dispatched → verified → synthesized in 2.3 minutes

✨ Key Features

Feature	Description
⚡ Parallel Dispatch	3-5 messengers run simultaneously
🛡️ Anti-Hallucination	Cross-verification, fake detection, URL validation
🔄 Cascade Search	Falls through GitHub → browser → direct APIs
📊 Smart Synthesis	Finds intersections, contradictions, insights
🧹 Clean Research	All examples are technical research
🔒 Safe Sub-Agents	6 blocked tools prevent harm

📦 What's Included

talaria/
├── SKILL.md              — Full skill documentation
├── verify-report.py      — Anti-hallucination checker (4 profiles)
├── references/
│   ├── architecture.md       — Dispatch & 6 unique features
│   ├── working-apis.md       — API endpoints (no proxy)
│   └── anti-hallucination.md — Detection guide
├── examples/
│   ├── 01-market-research.py
│   ├── 02-tech-audit.py
│   ├── 03-pricing.py
│   └── 04-trends.py
├── README.md              — This file
├── README.ru.md           — Russian version
└── LICENSE                — MIT

📋 Example Output

When Talaria finishes, you get:

🔍  TALARIA VERIFICATION — messenger report validation
======================================================================
reports/gonets1_market.md:
  Status: ✅ REAL DATA  (profile: tech)
  URLs total: 12, real: 8
  Sources: github.com, huggingface.co, pypi.org
  Code: ✅ | Tables: ✅ | Lists: ✅

✅ All messengers returned REAL data!

📊 SYNTHESIS — Key findings:
  • Top 3 AI frameworks by GitHub stars (ranked)
  • 2 contradictions flagged (data age mismatch)
  • Pricing table: DeepSeek $0.14 vs GPT-4o $2.50 per 1M tokens

🔥 From the forge-fire

Talaria is part of SvarogForge — a family of tools forged for Hermes Agent.

Project	Description
⚡ Talaria	Seven-league messengers for market research (you are here)
🔥 Crucible	Touchstone for quality & benchmarks
⚒️ Forge	The smithy itself — AI-powered project forge

📄 License

MIT — see LICENSE

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Built for Hermes Agent · MIT · Contributions welcome