An autonomous AI agent network system that enables Claude agents to operate continuously without human input, maintain persistent state, learn from corrections, and coordinate via a shared knowledge base (Supabase + SQLite).
Hivemind provides 10 trading tools with basic schemas and descriptions, but falls short of production quality. All tools have descriptions (10-50 chars, below the 50-200 char baseline for LLM optimization) and input schemas with type definitions. However, descriptions are generic and lack actionable context. Critical gaps: no error handling guidance, no output schemas documented, no parameter constraints (enums for symbol format, leverage bounds, etc.), and no distinction between read-only and destructive operations in descriptions. The trading domain requires precise parameter validation (leverage limits, position sizing rules) which is entirely absent. Tools like open_long and open_short are IRREVERSIBLE but lack confirmation patterns or dry-run support.
Close long position. If vol=None, closes entire position.
Close short position. If vol=None, closes entire position.
Get futures account balance.
Get order book.
Get candlestick data.
Get all open positions.
Get current price for a symbol.
Descriptions are too brief (10-50 chars vs. 50-200 char baseline). 'Get current price for a symbol' lacks context on when to use it, what it returns, or dependencies. LLMs cannot optimize tool selection with minimal descriptions.
No output schemas documented. LLMs cannot plan downstream calls or extract required fields (e.g., does get_price return bid/ask or just last_price?). This forces agents to guess structure.
Irreversible operations (open_long, open_short) lack confirmation or dry-run patterns. Agents can execute real trades without safeguards. No error recovery guidance provided.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 48 | 2026-07-28+ | v2 |
Open a long position. vol = number of contracts.
Open a short position. vol = number of contracts.
Set leverage for a symbol.
No parameter constraints. 'leverage' accepts any integer with no bounds (leverage 1000x?). 'symbol' is free-form string with no enum or format validation. 'interval' defaults to 'Min60' but no enum of valid intervals provided.
No error handling guidance. If a trade fails (insufficient balance, invalid symbol, leverage too high), agents receive no recovery path. Descriptions do not explain prerequisites or failure modes.