piqrypt-session
Standard: AISS v2.0 · Full stack: piqrypt.com
Multi-agent cryptographic session for PiQrypt.
Establishes co-signed A2A handshakes between all agents before any action takes place. Each agent keeps its own verifiable memory. Every interaction references a shared session — provable, tamper-proof, non-repudiable.
pip install piqrypt-session
Works with any framework — LangChain, AutoGen, CrewAI, OpenClaw, or plain Python.
The idea
When multiple AI agents collaborate, today's systems record what each agent did — but not that they agreed to work together, and not that one agent's action was seen and acknowledged by another.
piqrypt-session fills that gap:
Before any action:
LLM ↔ TradingBot → co-signed handshake ✅
LLM ↔ OpenClaw → co-signed handshake ✅
TradingBot ↔ OpenClaw → co-signed handshake ✅
During the session:
LLM recommends BUY AAPL
→ LLM memory: "I sent this recommendation to TradingBot"
→ TradingBot memory: "I received this recommendation from LLM"
→ Both events share the same interaction_hash
→ Neither can deny it happened
Quickstart
from piqrypt_session import AgentSession
# Define your agents — any framework, any setup
session = AgentSession([
{"name": "llm", "identity_file": "llm.json"},
{"name": "trading_bot", "identity_file": "trading-bot.json"},
{"name": "openclaw", "identity_file": "openclaw.json"},
])
# Start — performs all pairwise handshakes automatically
session.start()
# [PiQrypt Session] ✅ Session started: sess_a3f9b2c1d4e5f6a7
# Agents : llm, trading_bot, openclaw
# Handshakes: 3 co-signed
# Timestamp : 1740477600
# Stamp a co-signed interaction between two agents
session.stamp("llm", "recommendation_sent", {
"symbol": "AAPL",
"action": "buy",
"confidence": 0.87,
"reasoning": "Strong Q4 earnings, positive momentum",
}, peer="trading_bot")
# → event in LLM memory: "I sent recommendation to TradingBot"
# → event in TradingBot memory: "I received recommendation from LLM"
# → both share interaction_hash
# Stamp a unilateral action
session.stamp("trading_bot", "order_executed", {
"symbol": "AAPL",
"action": "buy",
"price": 182.50,
"quantity": 100,
"order_id": "ORD-20260225-001",
})
# End session
session.end()
# Export full audit — all agents, all events, all handshakes
session.export("trading-session-audit.json")
# $ piqrypt verify trading-session-audit.json
What each agent's memory contains
LLM memory (~/.piqrypt/llm/events/):
{ "event_type": "session_start", "session_id": "sess_a3f9..." }
{ "event_type": "a2a_handshake", "peer_agent_id": "trading_bot_id", "peer_signature": "..." }
{ "event_type": "a2a_handshake", "peer_agent_id": "openclaw_id", "peer_signature": "..." }
{ "event_type": "recommendation_sent", "interaction_hash": "c7d2...", "peer_agent_id": "trading_bot_id" }
{ "event_type": "session_end", "session_id": "sess_a3f9..." }
TradingBot memory (~/.piqrypt/trading_bot/events/):
{ "event_type": "session_start", "session_id": "sess_a3f9..." }
{ "event_type": "a2a_handshake", "peer_agent_id": "llm_id", "peer_signature": "..." }
{ "event_type": "recommendation_sent_received", "interaction_hash": "c7d2...", "peer_agent_id": "llm_id" }
{ "event_type": "order_executed", "session_id": "sess_a3f9..." }
{ "event_type": "session_end", "session_id": "sess_a3f9..." }
What links them:
- Same
session_idacross all memories - Same
interaction_hashin co-signed events - Each memory has the peer's signature embedded
Framework-agnostic
piqrypt-session works independently of any agent framework.
Combine with framework bridges for full coverage:
# LangChain agent + AutoGen agent in the same session
from piqrypt_langchain import PiQryptCallbackHandler
from piqrypt_autogen import AuditedAssistant
from piqrypt_session import AgentSession
# Each framework stamps its own actions
lc_handler = PiQryptCallbackHandler(identity_file="langchain-agent.json")
ag_assistant = AuditedAssistant(name="analyst", llm_config=llm_config,
identity_file="autogen-agent.json")
# Session links them together
session = AgentSession([
{"name": "langchain_agent", "identity_file": "langchain-agent.json"},
{"name": "autogen_agent", "identity_file": "autogen-agent.json"},
])
session.start()
# All individual actions are stamped by the bridges
# All interactions between agents are co-signed by the session
session.stamp("langchain_agent", "analysis_sent", {
"result": analysis_output
}, peer="autogen_agent")
N agents — automatic handshakes
| Agents | Handshakes |
|---|---|
| 2 | 1 |
| 3 | 3 |
| 4 | 6 |
| 5 | 10 |
| N | N*(N-1)/2 |
All handshakes happen automatically on session.start().
Verify
piqrypt verify trading-session-audit.json
# ✅ Session sess_a3f9b2c1d4e5f6a7
# Agents : 3
# Handshakes: 3 co-signed
# Events : 14 total
# Integrity : verified
# Forks : 0
Scope
| Use case | Profile |
|---|---|
| Development / PoC | AISS-1 (Free, included) |
| Non-critical production | AISS-1 (Free) |
| Regulated production | AISS-2 (Pro) |
Links
- PiQrypt core: github.com/piqrypt/piqrypt
- LangChain bridge: piqrypt-langchain-integration
- AutoGen bridge: piqrypt-autogen-integration
- CrewAI bridge: piqrypt-crewai-integration
- OpenClaw bridge: piqrypt-openclaw-integration
- Issues: piqrypt@gmail.com
PiQrypt — Verifiable AI Agent Memory
Metadata
Release files for piqrypt-session-multi-ai-agents 1.1.0
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Source distribution (sdist)
| File | Size | Uploaded | |
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| piqrypt_session_multi_ai_agents-1.1.0.tar.gz | 4.6 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| piqrypt_session_multi_ai_agents-1.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 9.3 kB
Release files / piqrypt_session_multi_ai_agents-1.1.0.tar.gz
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