From ef39d7101cee3dc3345ce19ed9cacdf760cbbf88 Mon Sep 17 00:00:00 2001 From: Ben Date: Tue, 31 Mar 2026 15:46:54 -0400 Subject: [PATCH 1/3] feat(agentcore): add hindsight-agentcore Python integration MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adds durable cross-session memory for Amazon Bedrock AgentCore Runtime agents. Runtime sessions are ephemeral; this adapter persists memory across session churn keyed to stable user identity. - HindsightRuntimeAdapter with before_turn() / after_turn() / run_turn() - TurnContext: maps AgentCore invocation identity to Hindsight banks - default_bank_resolver: tenant:user:agent format (session ID never used) - RecallPolicy: recall (default) or reflect mode with configurable budget - RetentionPolicy: context label, tags, metadata, user message inclusion - Async-by-default retention — never delays the turn response - Graceful degradation throughout — memory failures never surface to user - 41 unit tests covering adapter, bank resolution, and config --- hindsight-integrations/agentcore/README.md | 208 +++ .../agentcore/hindsight_agentcore/__init__.py | 67 + .../agentcore/hindsight_agentcore/adapter.py | 385 ++++++ .../agentcore/hindsight_agentcore/bank.py | 114 ++ .../agentcore/hindsight_agentcore/config.py | 106 ++ .../agentcore/hindsight_agentcore/errors.py | 8 + .../agentcore/pyproject.toml | 50 + .../agentcore/tests/__init__.py | 0 .../agentcore/tests/test_adapter.py | 265 ++++ .../agentcore/tests/test_bank.py | 88 ++ .../agentcore/tests/test_config.py | 71 ++ hindsight-integrations/agentcore/uv.lock | 1114 +++++++++++++++++ 12 files changed, 2476 insertions(+) create mode 100644 hindsight-integrations/agentcore/README.md create mode 100644 hindsight-integrations/agentcore/hindsight_agentcore/__init__.py create mode 100644 hindsight-integrations/agentcore/hindsight_agentcore/adapter.py create mode 100644 hindsight-integrations/agentcore/hindsight_agentcore/bank.py create mode 100644 hindsight-integrations/agentcore/hindsight_agentcore/config.py create mode 100644 hindsight-integrations/agentcore/hindsight_agentcore/errors.py create mode 100644 hindsight-integrations/agentcore/pyproject.toml create mode 100644 hindsight-integrations/agentcore/tests/__init__.py create mode 100644 hindsight-integrations/agentcore/tests/test_adapter.py create mode 100644 hindsight-integrations/agentcore/tests/test_bank.py create mode 100644 hindsight-integrations/agentcore/tests/test_config.py create mode 100644 hindsight-integrations/agentcore/uv.lock diff --git a/hindsight-integrations/agentcore/README.md b/hindsight-integrations/agentcore/README.md new file mode 100644 index 000000000..3f19c5314 --- /dev/null +++ b/hindsight-integrations/agentcore/README.md @@ -0,0 +1,208 @@ +# hindsight-agentcore + +Persistent memory for [Amazon Bedrock AgentCore Runtime](https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/runtime-sessions.html) agents using [Hindsight](https://hindsight.vectorize.io). + +AgentCore Runtime sessions are explicitly ephemeral — they terminate on inactivity and reprovision fresh environments. This package adds durable cross-session memory so agents remember users, decisions, and learned patterns across any number of Runtime sessions. + +## How It Works + +``` +AgentCore Runtime invocation + │ + ▼ + before_turn() ← Recall relevant memories from Hindsight + │ + ▼ + Agent executes ← Prompt enriched with prior context + │ + ▼ + after_turn() ← Retain output to Hindsight (async) +``` + +Memory is keyed to stable user identity — **not** the `runtimeSessionId`. Banks survive session churn. + +Default bank format: +``` +tenant:{tenant_id}:user:{user_id}:agent:{agent_name} +``` + +## Installation + +```bash +pip install hindsight-agentcore +``` + +## Quick Start + +```python +import os +from hindsight_agentcore import HindsightRuntimeAdapter, TurnContext, configure + +configure( + hindsight_api_url="https://api.hindsight.vectorize.io", + api_key=os.environ["HINDSIGHT_API_KEY"], +) + +adapter = HindsightRuntimeAdapter(agent_name="support-agent") + + +# Your AgentCore Runtime handler +async def handler(event: dict) -> dict: + context = TurnContext( + runtime_session_id=event["sessionId"], + user_id=event["userId"], # from validated auth — never client-supplied + agent_name="support-agent", + tenant_id=event.get("tenantId"), + request_id=event.get("requestId"), + ) + + result = await adapter.run_turn( + context=context, + payload={"prompt": event["prompt"]}, + agent_callable=run_my_agent, + ) + return result + + +async def run_my_agent(payload: dict, memory_context: str) -> dict: + prompt = payload["prompt"] + if memory_context: + prompt = f"Past context:\n{memory_context}\n\nCurrent request: {prompt}" + + output = await call_bedrock(prompt) + return {"output": output} +``` + +## Lower-Level Hooks + +```python +# Manual recall → execute → retain +memory_context = await adapter.before_turn(context, query=user_message) + +result = await run_my_agent(payload, memory_context=memory_context) + +await adapter.after_turn(context, result=result["output"], query=user_message) +``` + +## Retrieval Modes + +### Recall (default) + +Fast multi-strategy retrieval (semantic + keyword + graph + temporal): + +```python +from hindsight_agentcore import RecallPolicy + +adapter = HindsightRuntimeAdapter( + recall_policy=RecallPolicy(mode="recall", budget="mid", max_tokens=1500) +) +``` + +### Reflect + +LLM-synthesized context for complex reasoning tasks: + +```python +adapter = HindsightRuntimeAdapter( + recall_policy=RecallPolicy(mode="reflect") +) +``` + +Use `reflect` selectively — it's slower. Reserve it for explicit planning steps or routing decisions. + +## Async Retention + +By default, `after_turn()` fires retention as a background task — the user turn is never delayed: + +```python +configure(retain_async=True) # default +configure(retain_async=False) # await retention before returning +``` + +## Async and Long-Running Workflows + +For jobs spanning multiple Runtime sessions, retain at start and completion: + +```python +# Task start +await adapter.after_turn( + context, + result="Started QBR analysis for Acme Corp", + query=task_description, +) + +# ... long-running work across potentially multiple sessions ... + +# Task completion +await adapter.after_turn( + context, + result=f"Completed QBR analysis. Finding: {summary}", + query=task_description, +) +``` + +## Identity and Auth + +**Never use `runtimeSessionId` as the bank ID.** Sessions expire. Memory must survive session churn. + +Preferred identity sources (in order): +1. Validated user ID from AgentCore JWT/OAuth context +2. `X-Amzn-Bedrock-AgentCore-Runtime-User-Id` header +3. Application-supplied user ID in trusted server-side deployments + +```python +context = TurnContext( + runtime_session_id=event["sessionId"], + user_id=jwt_claims["sub"], # stable identity from validated token + agent_name="support-agent", + tenant_id=jwt_claims.get("tenant"), +) +``` + +## Configuration Reference + +| Option | Env Variable | Default | Description | +|---|---|---|---| +| `hindsight_api_url` | `HINDSIGHT_API_URL` | Hindsight Cloud | Hindsight server URL | +| `api_key` | `HINDSIGHT_API_KEY` | — | API key for Hindsight Cloud | +| `recall_budget` | — | `"mid"` | Search depth: `low`, `mid`, `high` | +| `recall_max_tokens` | — | `1500` | Max tokens recalled | +| `retain_async` | — | `True` | Non-blocking retention | +| `timeout` | — | `15.0` | HTTP timeout in seconds | +| `tags` | — | `[]` | Tags applied to all retained memories | +| `verbose` | — | `False` | Log memory operations | + +## Custom Bank Resolution + +Override the default `tenant:user:agent` format: + +```python +from hindsight_agentcore import TurnContext + +def my_resolver(context: TurnContext) -> str: + return f"acme:{context.user_id}:{context.agent_name}" + +adapter = HindsightRuntimeAdapter(bank_resolver=my_resolver) +``` + +**Security rule:** The resolver must fail closed (`BankResolutionError`) rather than leak memory across users when identity is missing. + +## Failure Modes + +| Failure | Behavior | +|---|---| +| Hindsight unavailable | `before_turn()` returns `""`, agent continues | +| Recall timeout | Returns `""`, agent continues | +| Retain failure | Logged as warning, user turn unaffected | +| Bad bank resolution | Fails closed — no cross-user memory leakage | + +## Deployment + +**Hindsight Cloud** — [sign up](https://ui.hindsight.vectorize.io/signup), set `hindsight_api_url` to your Cloud endpoint. + +**Self-hosted on AWS** — run Hindsight on ECS/EKS with RDS PostgreSQL (pgvector). Network path stays in your AWS account. + +## Requirements + +- Python 3.10+ +- `hindsight-client>=0.4.0` diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/__init__.py b/hindsight-integrations/agentcore/hindsight_agentcore/__init__.py new file mode 100644 index 000000000..57face994 --- /dev/null +++ b/hindsight-integrations/agentcore/hindsight_agentcore/__init__.py @@ -0,0 +1,67 @@ +""" +hindsight-agentcore +=================== + +Persistent memory for Amazon Bedrock AgentCore Runtime agents using Hindsight. + +AgentCore Runtime sessions are ephemeral — they terminate on inactivity and +reprovision fresh. This package adds durable cross-session memory so agents +remember users, decisions, and patterns across any number of Runtime sessions. + +Quick start: + from hindsight_agentcore import HindsightRuntimeAdapter, TurnContext, configure + + configure( + hindsight_api_url="https://api.hindsight.vectorize.io", + api_key=os.environ["HINDSIGHT_API_KEY"], + ) + + adapter = HindsightRuntimeAdapter(agent_name="support-agent") + + # In your AgentCore Runtime handler: + context = TurnContext( + runtime_session_id=event["sessionId"], + user_id=event["userId"], # from validated auth context + agent_name="support-agent", + tenant_id=event.get("tenantId"), + ) + + result = await adapter.run_turn( + context=context, + payload={"prompt": user_message}, + agent_callable=my_agent, + ) +""" + +from __future__ import annotations + +from .adapter import HindsightRuntimeAdapter, RecallPolicy, RetentionPolicy +from .bank import BankResolver, TurnContext, default_bank_resolver +from .config import ( + HindsightAgentCoreConfig, + configure, + get_config, + reset_config, +) +from .errors import BankResolutionError, HindsightAgentCoreError + +__version__ = "0.1.0" + +__all__ = [ + # Adapter + "HindsightRuntimeAdapter", + "RecallPolicy", + "RetentionPolicy", + # Identity + bank + "TurnContext", + "BankResolver", + "default_bank_resolver", + # Configuration + "configure", + "get_config", + "reset_config", + "HindsightAgentCoreConfig", + # Errors + "HindsightAgentCoreError", + "BankResolutionError", +] diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/adapter.py b/hindsight-integrations/agentcore/hindsight_agentcore/adapter.py new file mode 100644 index 000000000..494f1e5be --- /dev/null +++ b/hindsight-integrations/agentcore/hindsight_agentcore/adapter.py @@ -0,0 +1,385 @@ +""" +HindsightRuntimeAdapter — durable memory layer for AgentCore Runtime agents. + +Provides: +- before_turn(): recall relevant memories before agent execution +- after_turn(): retain agent output after execution +- run_turn(): high-level wrapper that calls both automatically + +Usage: + from hindsight_agentcore import HindsightRuntimeAdapter, TurnContext, configure + + configure(hindsight_api_url="https://api.hindsight.vectorize.io", api_key="hsk_...") + + adapter = HindsightRuntimeAdapter(agent_name="support-agent") + + # Inside your AgentCore Runtime handler: + context = TurnContext( + runtime_session_id=session_id, + user_id=user_id, + agent_name="support-agent", + tenant_id=tenant_id, + ) + result = await adapter.run_turn(context, payload, agent_callable=run_agent) +""" + +from __future__ import annotations + +import asyncio +import logging +import threading +from dataclasses import dataclass, field +from typing import Any, Awaitable, Callable + +from .bank import BankResolver, TurnContext, default_bank_resolver +from .config import get_config +from .errors import BankResolutionError + +logger = logging.getLogger(__name__) + + +@dataclass +class RecallPolicy: + """Controls how memories are retrieved before a turn. + + Attributes: + mode: 'recall' for deterministic lookup, 'reflect' for LLM synthesis, + 'hybrid' for recall with reflect on retry. + budget: Hindsight search depth — 'low', 'mid', or 'high'. + max_tokens: Maximum tokens in the retrieved memory block. + """ + + mode: str = "recall" + budget: str | None = None + max_tokens: int | None = None + + +@dataclass +class RetentionPolicy: + """Controls how agent output is retained after a turn. + + Attributes: + context_label: Provenance label stored with each retained memory. + extra_tags: Additional tags beyond the default TurnContext tags. + extra_metadata: Additional metadata beyond the default TurnContext metadata. + include_user_message: Whether to prepend the user message to retained content. + """ + + context_label: str = "agentcore-runtime:conversation_turn" + extra_tags: list[str] = field(default_factory=list) + extra_metadata: dict[str, str] = field(default_factory=dict) + include_user_message: bool = True + + +class HindsightRuntimeAdapter: + """Durable memory adapter for Amazon Bedrock AgentCore Runtime agents. + + Bridges AgentCore Runtime invocation identity to Hindsight memory banks. + Automates pre-turn retrieval and post-turn retention. + + Example — high-level wrapper: + adapter = HindsightRuntimeAdapter() + + result = await adapter.run_turn( + context=TurnContext( + runtime_session_id=session_id, + user_id=user_id, + agent_name="support-agent", + tenant_id=tenant_id, + request_id=request_id, + ), + payload={"prompt": "What happened with my last invoice?"}, + agent_callable=run_my_agent, + ) + + Example — lower-level hooks: + memory_context = await adapter.before_turn(context, query=payload["prompt"]) + result = await run_my_agent(payload, memory_context=memory_context) + await adapter.after_turn(context, result=result["output"], query=payload["prompt"]) + """ + + def __init__( + self, + agent_name: str | None = None, + *, + hindsight_api_url: str | None = None, + api_key: str | None = None, + bank_resolver: BankResolver | None = None, + recall_policy: RecallPolicy | None = None, + retention_policy: RetentionPolicy | None = None, + verbose: bool | None = None, + ) -> None: + """Create a HindsightRuntimeAdapter. + + Args: + agent_name: Default agent name used in bank resolution when not + provided in TurnContext. Optional if TurnContext always has it. + hindsight_api_url: Hindsight API URL. Falls back to global config, + then HINDSIGHT_API_URL env var, then Hindsight Cloud. + api_key: API key for Hindsight Cloud. Falls back to global config, + then HINDSIGHT_API_KEY / HINDSIGHT_API_TOKEN env vars. + bank_resolver: Custom bank ID resolver. Defaults to + default_bank_resolver (tenant:user:agent format). + recall_policy: Controls how memories are retrieved. Defaults to + recall mode with 'mid' budget and 1500 max tokens. + retention_policy: Controls how agent output is retained. + verbose: Log memory operations. Falls back to global config. + """ + config = get_config() + + self._agent_name = agent_name + self._api_url = hindsight_api_url or ( + config.hindsight_api_url if config else "https://api.hindsight.vectorize.io" + ) + self._api_key = api_key or (config.api_key if config else None) + self._bank_resolver = bank_resolver or default_bank_resolver + self._recall_policy = recall_policy or RecallPolicy( + budget=config.recall_budget if config else "mid", + max_tokens=config.recall_max_tokens if config else 1500, + ) + self._retention_policy = retention_policy or RetentionPolicy() + self._retain_async = config.retain_async if config else True + self._timeout = config.timeout if config else 15.0 + self._default_tags = config.tags if config else [] + self._verbose = verbose if verbose is not None else (config.verbose if config else False) + + # Thread-local storage for the Hindsight client + self._local = threading.local() + + # ------------------------------------------------------------------ + # Public API + # ------------------------------------------------------------------ + + async def before_turn( + self, + context: TurnContext, + *, + query: str, + ) -> str: + """Retrieve relevant memories before agent execution. + + Args: + context: AgentCore Runtime invocation identity. + query: The user's message or task description — used as the + recall query. Typically the prompt text. + + Returns: + Formatted memory string to inject into the agent prompt, + or empty string if no relevant memories exist. + """ + if not query.strip(): + return "" + + try: + bank_id = self._resolve_bank(context) + except BankResolutionError: + logger.exception("Bank resolution failed — skipping recall") + return "" + + if self._verbose: + logger.info("[Hindsight] Recalling from bank '%s'", bank_id) + + try: + client = self._get_client() + policy = self._recall_policy + budget = policy.budget or "mid" + max_tokens = policy.max_tokens or 1500 + + if policy.mode == "reflect": + resp = await asyncio.get_event_loop().run_in_executor( + None, + lambda: client.reflect( + bank_id=bank_id, + query=query, + budget=budget, + max_tokens=max_tokens, + ), + ) + return resp.answer if resp and resp.answer else "" + + # Default: recall + resp = await asyncio.get_event_loop().run_in_executor( + None, + lambda: client.recall( + bank_id=bank_id, + query=query, + budget=budget, + max_tokens=max_tokens, + ), + ) + if not resp or not resp.results: + return "" + return _format_memories(resp.results) + + except Exception: + # Graceful degradation — memory is enhancement, not infrastructure + logger.warning("[Hindsight] Recall failed — continuing without memory", exc_info=True) + return "" + + async def after_turn( + self, + context: TurnContext, + *, + result: str, + query: str | None = None, + ) -> None: + """Retain agent output after execution. + + Fails silently — retention failure never surfaces to the user turn. + + Args: + context: AgentCore Runtime invocation identity. + result: The agent's output to store. + query: Optional user message to prepend to the retained content. + """ + if not result.strip(): + return + + if self._retain_async: + asyncio.ensure_future(self._retain(context, result=result, query=query)) + else: + await self._retain(context, result=result, query=query) + + async def run_turn( + self, + context: TurnContext, + payload: dict[str, Any], + *, + agent_callable: Callable[[dict[str, Any], str], Awaitable[dict[str, Any]]], + query_key: str = "prompt", + result_key: str = "output", + ) -> dict[str, Any]: + """High-level wrapper: recall → execute → retain. + + Args: + context: AgentCore Runtime invocation identity. + payload: The request payload passed to the agent. + agent_callable: Async callable ``(payload, memory_context) -> result_dict``. + Receives the payload plus recalled memories as a string. + query_key: Key in payload containing the user's prompt/query. + result_key: Key in the result dict containing the agent's output. + + Returns: + The result dict returned by agent_callable. + + Example: + async def my_agent(payload, memory_context: str) -> dict: + prompt = payload["prompt"] + if memory_context: + prompt = f"Past context:\\n{memory_context}\\n\\n{prompt}" + output = await llm.invoke(prompt) + return {"output": output} + + result = await adapter.run_turn(context, payload, agent_callable=my_agent) + """ + # Resolve agent_name from context or adapter default + if not context.agent_name and self._agent_name: + context = TurnContext( + runtime_session_id=context.runtime_session_id, + user_id=context.user_id, + agent_name=self._agent_name, + tenant_id=context.tenant_id, + request_id=context.request_id, + ) + + query = payload.get(query_key, "") + + # Pre-turn: recall + memory_context = await self.before_turn(context, query=str(query)) + + # Execute agent + result = await agent_callable(payload, memory_context) + + # Post-turn: retain + output = result.get(result_key, "") + if output: + await self.after_turn(context, result=str(output), query=str(query)) + + return result + + # ------------------------------------------------------------------ + # Internal helpers + # ------------------------------------------------------------------ + + def _resolve_bank(self, context: TurnContext) -> str: + """Resolve bank ID, filling in default agent_name if needed.""" + if not context.agent_name and self._agent_name: + context = TurnContext( + runtime_session_id=context.runtime_session_id, + user_id=context.user_id, + agent_name=self._agent_name, + tenant_id=context.tenant_id, + request_id=context.request_id, + ) + return self._bank_resolver(context) + + def _get_client(self) -> Any: + """Return a thread-local Hindsight client.""" + client = getattr(self._local, "client", None) + if client is None: + from hindsight_client import Hindsight # type: ignore[import] + + client = Hindsight( + base_url=self._api_url, + api_key=self._api_key, + timeout=self._timeout, + ) + self._local.client = client + return client + + async def _retain( + self, + context: TurnContext, + *, + result: str, + query: str | None, + ) -> None: + """Internal: call Hindsight retain with full metadata.""" + try: + bank_id = self._resolve_bank(context) + except BankResolutionError: + logger.exception("Bank resolution failed — skipping retention") + return + + policy = self._retention_policy + content = result + if policy.include_user_message and query and query.strip(): + content = f"User: {query}\nAssistant: {result}" + + tags = context.as_tags() + self._default_tags + policy.extra_tags + metadata = {**context.as_metadata(), **policy.extra_metadata} + + if self._verbose: + logger.info("[Hindsight] Retaining to bank '%s'", bank_id) + + try: + client = self._get_client() + document_id = context.request_id or f"{context.runtime_session_id}:{context.user_id}" + + await asyncio.get_event_loop().run_in_executor( + None, + lambda: client.retain( + bank_id=bank_id, + content=content, + context=policy.context_label, + document_id=document_id, + tags=tags, + metadata=metadata, + ), + ) + except Exception: + # Never surface retention failures to the user turn + logger.warning("[Hindsight] Retain failed — memory not stored", exc_info=True) + + +def _format_memories(results: list[Any]) -> str: + """Format a list of Hindsight memory results as a bullet list.""" + lines: list[str] = [] + for r in results: + text = getattr(r, "text", str(r)) + type_ = getattr(r, "type", None) + date = getattr(r, "mentioned_at", None) or getattr(r, "mentionedAt", None) + type_str = f" [{type_}]" if type_ else "" + date_str = f" ({date})" if date else "" + lines.append(f"- {text}{type_str}{date_str}") + return "\n\n".join(lines) diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/bank.py b/hindsight-integrations/agentcore/hindsight_agentcore/bank.py new file mode 100644 index 000000000..f0fda6f29 --- /dev/null +++ b/hindsight-integrations/agentcore/hindsight_agentcore/bank.py @@ -0,0 +1,114 @@ +""" +Bank ID resolution for AgentCore Runtime agents. + +Maps AgentCore invocation identity (tenant, user, agent) to a Hindsight bank ID +that persists across Runtime session churn. + +Critical rule: Never use runtimeSessionId as the bank ID. +Runtime sessions expire. Long-term memory must survive session churn. +""" + +from __future__ import annotations + +from dataclasses import dataclass +from typing import Protocol + +from .errors import BankResolutionError + + +@dataclass +class TurnContext: + """Identity context extracted from an AgentCore Runtime invocation. + + This should be populated from trusted sources (validated JWT claims, + AgentCore auth context) — never from arbitrary client-supplied payload. + + Attributes: + runtime_session_id: AgentCore Runtime session ID. Used only as metadata, + NOT as the primary bank ID — sessions expire and are reprovisioned. + user_id: Stable user identity. Primary key for long-term memory. + agent_name: Name/slug of this agent deployment. + tenant_id: Optional tenant/organization ID for multi-tenant deployments. + request_id: Optional per-request ID for tracing/deduplication. + """ + + runtime_session_id: str + user_id: str + agent_name: str + tenant_id: str | None = None + request_id: str | None = None + + def as_metadata(self) -> dict[str, str]: + """Return a metadata dict safe to attach to retained memories.""" + meta: dict[str, str] = { + "channel": "agentcore-runtime", + "runtime_session_id": self.runtime_session_id, + "agent_name": self.agent_name, + "user_id": self.user_id, + } + if self.tenant_id: + meta["tenant_id"] = self.tenant_id + if self.request_id: + meta["request_id"] = self.request_id + return meta + + def as_tags(self) -> list[str]: + """Return tags to attach to retained memories.""" + tags = [ + f"user:{self.user_id}", + f"agent:{self.agent_name}", + f"session:{self.runtime_session_id}", + ] + if self.tenant_id: + tags.insert(0, f"tenant:{self.tenant_id}") + return tags + + +class BankResolver(Protocol): + """Protocol for bank ID resolution. + + Implement this to customize how invocation identity maps to Hindsight bank IDs. + """ + + def __call__(self, context: TurnContext) -> str: + """Resolve and return a Hindsight bank ID for the given context.""" + ... + + +def default_bank_resolver(context: TurnContext) -> str: + """Default bank resolver: one bank per (tenant, user, agent) tuple. + + Output format: + With tenant: tenant:{tenant_id}:user:{user_id}:agent:{agent_name} + Without tenant: user:{user_id}:agent:{agent_name} + + This bank ID is stable across Runtime session churn. The runtimeSessionId + is stored only as a tag/metadata for tracing — never as the bank ID. + + Args: + context: Turn identity context. + + Returns: + A stable Hindsight bank ID string. + + Raises: + BankResolutionError: If user_id or agent_name is missing. Fails closed + to prevent cross-user memory leakage. + """ + if not context.user_id or not context.user_id.strip(): + raise BankResolutionError( + "Cannot resolve bank ID: user_id is required. " + "Ensure a trusted user identity is extracted from the AgentCore auth context." + ) + if not context.agent_name or not context.agent_name.strip(): + raise BankResolutionError( + "Cannot resolve bank ID: agent_name is required." + ) + + parts: list[str] = [] + if context.tenant_id: + parts.append(f"tenant:{context.tenant_id}") + parts.append(f"user:{context.user_id}") + parts.append(f"agent:{context.agent_name}") + + return ":".join(parts) diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/config.py b/hindsight-integrations/agentcore/hindsight_agentcore/config.py new file mode 100644 index 000000000..15196243b --- /dev/null +++ b/hindsight-integrations/agentcore/hindsight_agentcore/config.py @@ -0,0 +1,106 @@ +""" +Configuration for hindsight-agentcore. + +Supports global configuration (via configure()) and per-adapter overrides. +""" + +from __future__ import annotations + +import os +from dataclasses import dataclass, field + +DEFAULT_HINDSIGHT_API_URL = "https://api.hindsight.vectorize.io" +HINDSIGHT_API_URL_ENV = "HINDSIGHT_API_URL" +HINDSIGHT_API_KEY_ENV = "HINDSIGHT_API_KEY" +HINDSIGHT_API_TOKEN_ENV = "HINDSIGHT_API_TOKEN" + + +@dataclass +class HindsightAgentCoreConfig: + """Global configuration for the AgentCore–Hindsight adapter.""" + + hindsight_api_url: str = DEFAULT_HINDSIGHT_API_URL + """Hindsight server URL.""" + + api_key: str | None = None + """API key for Hindsight Cloud. Reads HINDSIGHT_API_KEY or HINDSIGHT_API_TOKEN if not set.""" + + recall_budget: str = "mid" + """Recall search depth: 'low', 'mid', or 'high'.""" + + recall_max_tokens: int = 1500 + """Maximum tokens in the recalled memory block.""" + + retain_async: bool = True + """If True, retain is fire-and-forget (does not block the turn response).""" + + timeout: float = 15.0 + """HTTP timeout in seconds for Hindsight API calls.""" + + tags: list[str] = field(default_factory=list) + """Default tags added to all retained memories.""" + + verbose: bool = False + """Log memory operations.""" + + +_global_config: HindsightAgentCoreConfig | None = None + + +def configure( + hindsight_api_url: str | None = None, + api_key: str | None = None, + recall_budget: str = "mid", + recall_max_tokens: int = 1500, + retain_async: bool = True, + timeout: float = 15.0, + tags: list[str] | None = None, + verbose: bool = False, +) -> HindsightAgentCoreConfig: + """Set the global Hindsight configuration for AgentCore adapters. + + Call once at application startup, before creating any adapters. + + Example: + from hindsight_agentcore import configure + + configure( + hindsight_api_url="https://api.hindsight.vectorize.io", + api_key=os.environ["HINDSIGHT_API_KEY"], + ) + """ + global _global_config + + resolved_url = ( + hindsight_api_url + or os.environ.get(HINDSIGHT_API_URL_ENV) + or DEFAULT_HINDSIGHT_API_URL + ) + resolved_key = ( + api_key + or os.environ.get(HINDSIGHT_API_KEY_ENV) + or os.environ.get(HINDSIGHT_API_TOKEN_ENV) + ) + + _global_config = HindsightAgentCoreConfig( + hindsight_api_url=resolved_url, + api_key=resolved_key, + recall_budget=recall_budget, + recall_max_tokens=recall_max_tokens, + retain_async=retain_async, + timeout=timeout, + tags=tags or [], + verbose=verbose, + ) + return _global_config + + +def get_config() -> HindsightAgentCoreConfig | None: + """Return the current global config, or None if not yet configured.""" + return _global_config + + +def reset_config() -> None: + """Reset the global config to None. Useful in tests.""" + global _global_config + _global_config = None diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/errors.py b/hindsight-integrations/agentcore/hindsight_agentcore/errors.py new file mode 100644 index 000000000..1b221e93b --- /dev/null +++ b/hindsight-integrations/agentcore/hindsight_agentcore/errors.py @@ -0,0 +1,8 @@ +class HindsightAgentCoreError(Exception): + """Exception raised when a Hindsight memory operation fails inside AgentCore Runtime.""" + pass + + +class BankResolutionError(HindsightAgentCoreError): + """Raised when bank ID resolution fails — fails closed to prevent memory leakage.""" + pass diff --git a/hindsight-integrations/agentcore/pyproject.toml b/hindsight-integrations/agentcore/pyproject.toml new file mode 100644 index 000000000..218b087b4 --- /dev/null +++ b/hindsight-integrations/agentcore/pyproject.toml @@ -0,0 +1,50 @@ +[project] +name = "hindsight-agentcore" +version = "0.1.0" +description = "Persistent memory for Amazon Bedrock AgentCore Runtime agents using Hindsight" +readme = "README.md" +requires-python = ">=3.10" +license = { text = "MIT" } +authors = [{ name = "Vectorize", email = "support@vectorize.io" }] +keywords = ["aws", "agentcore", "bedrock", "hindsight", "memory", "agents", "ai"] +classifiers = [ + "Development Status :: 4 - Beta", + "Intended Audience :: Developers", + "License :: OSI Approved :: MIT License", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Topic :: Scientific/Engineering :: Artificial Intelligence", +] + +dependencies = [ + "hindsight-client>=0.4.0", +] + +[project.optional-dependencies] +dev = [ + "pytest>=9.0.0", + "pytest-asyncio>=0.23.0", +] + +[project.urls] +Homepage = "https://github.com/vectorize-io/hindsight" +Documentation = "https://docs.hindsight.vectorize.io/sdks/integrations/agentcore" +Repository = "https://github.com/vectorize-io/hindsight" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["hindsight_agentcore"] + +[tool.pytest.ini_options] +testpaths = ["tests"] +asyncio_mode = "auto" + +[dependency-groups] +dev = [ + "ruff>=0.15.8", +] diff --git a/hindsight-integrations/agentcore/tests/__init__.py b/hindsight-integrations/agentcore/tests/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/hindsight-integrations/agentcore/tests/test_adapter.py b/hindsight-integrations/agentcore/tests/test_adapter.py new file mode 100644 index 000000000..cd812ca81 --- /dev/null +++ b/hindsight-integrations/agentcore/tests/test_adapter.py @@ -0,0 +1,265 @@ +from __future__ import annotations + +from unittest.mock import MagicMock, patch + +import pytest + +from hindsight_agentcore import ( + HindsightRuntimeAdapter, + RecallPolicy, + RetentionPolicy, + TurnContext, + configure, + reset_config, +) + + +def _ctx(**kwargs): + defaults = dict( + runtime_session_id="sess-123", + user_id="user-456", + agent_name="support-agent", + tenant_id="acme", + request_id="req-789", + ) + return TurnContext(**{**defaults, **kwargs}) + + +def _make_recall_result(text="Prior context", type_="observation"): + r = MagicMock() + r.text = text + r.type = type_ + r.mentioned_at = None + return r + + +def _make_recall_response(*texts): + resp = MagicMock() + resp.results = [_make_recall_result(t) for t in texts] + return resp + + +class TestBeforeTurn: + def setup_method(self): + reset_config() + configure(hindsight_api_url="http://fake:9077") + + def teardown_method(self): + reset_config() + + def _make_adapter(self, **kwargs): + adapter = HindsightRuntimeAdapter(**kwargs) + mock_client = MagicMock() + adapter._local.client = mock_client + return adapter, mock_client + + @pytest.mark.asyncio + async def test_empty_query_returns_empty_string(self): + adapter, mock_client = self._make_adapter() + result = await adapter.before_turn(_ctx(), query=" ") + assert result == "" + mock_client.recall.assert_not_called() + + @pytest.mark.asyncio + async def test_returns_formatted_memories(self): + adapter, mock_client = self._make_adapter() + mock_client.recall.return_value = _make_recall_response( + "User prefers Postgres", "Rate limiting blocked by Priya" + ) + result = await adapter.before_turn(_ctx(), query="project status") + assert "User prefers Postgres" in result + assert "Rate limiting blocked by Priya" in result + + @pytest.mark.asyncio + async def test_returns_empty_when_no_results(self): + adapter, mock_client = self._make_adapter() + resp = MagicMock() + resp.results = [] + mock_client.recall.return_value = resp + result = await adapter.before_turn(_ctx(), query="anything") + assert result == "" + + @pytest.mark.asyncio + async def test_gracefully_degrades_on_exception(self): + adapter, mock_client = self._make_adapter() + mock_client.recall.side_effect = ConnectionError("unreachable") + result = await adapter.before_turn(_ctx(), query="anything") + assert result == "" + + @pytest.mark.asyncio + async def test_uses_correct_bank_id(self): + adapter, mock_client = self._make_adapter() + mock_client.recall.return_value = _make_recall_response() + await adapter.before_turn(_ctx(tenant_id="acme"), query="test query") + call_kwargs = mock_client.recall.call_args[1] + assert call_kwargs["bank_id"] == "tenant:acme:user:user-456:agent:support-agent" + + @pytest.mark.asyncio + async def test_session_id_not_in_bank_id(self): + adapter, mock_client = self._make_adapter() + mock_client.recall.return_value = _make_recall_response() + await adapter.before_turn(_ctx(), query="test") + call_kwargs = mock_client.recall.call_args[1] + assert "sess-123" not in call_kwargs["bank_id"] + + @pytest.mark.asyncio + async def test_uses_recall_policy_budget(self): + adapter, mock_client = self._make_adapter( + recall_policy=RecallPolicy(budget="high", max_tokens=2000) + ) + mock_client.recall.return_value = _make_recall_response() + await adapter.before_turn(_ctx(), query="test") + call_kwargs = mock_client.recall.call_args[1] + assert call_kwargs["budget"] == "high" + assert call_kwargs["max_tokens"] == 2000 + + @pytest.mark.asyncio + async def test_reflect_mode_calls_reflect(self): + adapter, mock_client = self._make_adapter( + recall_policy=RecallPolicy(mode="reflect") + ) + reflect_resp = MagicMock() + reflect_resp.answer = "Synthesized context about the user." + mock_client.reflect.return_value = reflect_resp + result = await adapter.before_turn(_ctx(), query="what should I prioritize?") + mock_client.recall.assert_not_called() + mock_client.reflect.assert_called_once() + assert "Synthesized context" in result + + +class TestAfterTurn: + def setup_method(self): + reset_config() + configure(hindsight_api_url="http://fake:9077", retain_async=False) + + def teardown_method(self): + reset_config() + + def _make_adapter(self, **kwargs): + adapter = HindsightRuntimeAdapter(**kwargs) + mock_client = MagicMock() + adapter._local.client = mock_client + return adapter, mock_client + + @pytest.mark.asyncio + async def test_empty_result_does_not_retain(self): + adapter, mock_client = self._make_adapter() + await adapter.after_turn(_ctx(), result=" ", query="test") + mock_client.retain.assert_not_called() + + @pytest.mark.asyncio + async def test_retains_result(self): + adapter, mock_client = self._make_adapter() + await adapter.after_turn(_ctx(), result="Fixed the auth bug.", query="help with auth") + mock_client.retain.assert_called_once() + + @pytest.mark.asyncio + async def test_retained_content_includes_user_message(self): + adapter, mock_client = self._make_adapter() + await adapter.after_turn(_ctx(), result="Found the bug.", query="why is login broken?") + call_kwargs = mock_client.retain.call_args[1] + assert "why is login broken?" in call_kwargs["content"] + assert "Found the bug." in call_kwargs["content"] + + @pytest.mark.asyncio + async def test_tags_include_user_agent_session(self): + adapter, mock_client = self._make_adapter() + await adapter.after_turn(_ctx(), result="Done.", query="task") + call_kwargs = mock_client.retain.call_args[1] + assert "user:user-456" in call_kwargs["tags"] + assert "agent:support-agent" in call_kwargs["tags"] + assert "session:sess-123" in call_kwargs["tags"] + + @pytest.mark.asyncio + async def test_metadata_includes_runtime_session_id(self): + adapter, mock_client = self._make_adapter() + await adapter.after_turn(_ctx(), result="Done.", query="task") + call_kwargs = mock_client.retain.call_args[1] + assert call_kwargs["metadata"]["runtime_session_id"] == "sess-123" + assert call_kwargs["metadata"]["channel"] == "agentcore-runtime" + + @pytest.mark.asyncio + async def test_gracefully_degrades_on_exception(self): + adapter, mock_client = self._make_adapter() + mock_client.retain.side_effect = Exception("network error") + # Should not raise + await adapter.after_turn(_ctx(), result="output", query="task") + + @pytest.mark.asyncio + async def test_extra_tags_from_retention_policy(self): + adapter, mock_client = self._make_adapter( + retention_policy=RetentionPolicy(extra_tags=["project:payments"]) + ) + await adapter.after_turn(_ctx(), result="Done.", query="task") + call_kwargs = mock_client.retain.call_args[1] + assert "project:payments" in call_kwargs["tags"] + + +class TestRunTurn: + def setup_method(self): + reset_config() + configure(hindsight_api_url="http://fake:9077", retain_async=False) + + def teardown_method(self): + reset_config() + + def _make_adapter(self): + adapter = HindsightRuntimeAdapter() + mock_client = MagicMock() + mock_client.recall.return_value = _make_recall_response("Prior invoice issue resolved") + adapter._local.client = mock_client + return adapter, mock_client + + @pytest.mark.asyncio + async def test_returns_agent_result(self): + adapter, _ = self._make_adapter() + + async def my_agent(payload, memory_context): + return {"output": "Handled the request."} + + result = await adapter.run_turn(_ctx(), {"prompt": "help"}, agent_callable=my_agent) + assert result["output"] == "Handled the request." + + @pytest.mark.asyncio + async def test_injects_memories_into_agent(self): + adapter, _ = self._make_adapter() + received_context: list[str] = [] + + async def my_agent(payload, memory_context): + received_context.append(memory_context) + return {"output": "done"} + + await adapter.run_turn(_ctx(), {"prompt": "project status"}, agent_callable=my_agent) + assert "Prior invoice issue resolved" in received_context[0] + + @pytest.mark.asyncio + async def test_retains_agent_output(self): + adapter, mock_client = self._make_adapter() + + async def my_agent(payload, memory_context): + return {"output": "Fixed the billing discrepancy."} + + await adapter.run_turn(_ctx(), {"prompt": "invoice issue"}, agent_callable=my_agent) + mock_client.retain.assert_called_once() + call_kwargs = mock_client.retain.call_args[1] + assert "Fixed the billing discrepancy." in call_kwargs["content"] + + @pytest.mark.asyncio + async def test_default_agent_name_from_adapter(self): + adapter = HindsightRuntimeAdapter(agent_name="default-agent") + mock_client = MagicMock() + mock_client.recall.return_value = _make_recall_response() + adapter._local.client = mock_client + + ctx = TurnContext( + runtime_session_id="sess-1", + user_id="user-1", + agent_name="", # not set in context + ) + + async def my_agent(payload, memory_context): + return {"output": "done"} + + await adapter.run_turn(ctx, {"prompt": "hi"}, agent_callable=my_agent) + call_kwargs = mock_client.recall.call_args[1] + assert "default-agent" in call_kwargs["bank_id"] diff --git a/hindsight-integrations/agentcore/tests/test_bank.py b/hindsight-integrations/agentcore/tests/test_bank.py new file mode 100644 index 000000000..7f500406d --- /dev/null +++ b/hindsight-integrations/agentcore/tests/test_bank.py @@ -0,0 +1,88 @@ +import pytest +from hindsight_agentcore.bank import TurnContext, default_bank_resolver +from hindsight_agentcore.errors import BankResolutionError + + +class TestTurnContext: + def _ctx(self, **kwargs): + defaults = dict( + runtime_session_id="sess-abc", + user_id="user-123", + agent_name="support-agent", + tenant_id="acme", + request_id="req-001", + ) + return TurnContext(**{**defaults, **kwargs}) + + def test_as_metadata_includes_required_fields(self): + ctx = self._ctx() + meta = ctx.as_metadata() + assert meta["channel"] == "agentcore-runtime" + assert meta["runtime_session_id"] == "sess-abc" + assert meta["user_id"] == "user-123" + assert meta["agent_name"] == "support-agent" + assert meta["tenant_id"] == "acme" + assert meta["request_id"] == "req-001" + + def test_as_metadata_omits_optional_none_fields(self): + ctx = self._ctx(tenant_id=None, request_id=None) + meta = ctx.as_metadata() + assert "tenant_id" not in meta + assert "request_id" not in meta + + def test_as_tags_includes_user_agent_session(self): + ctx = self._ctx(tenant_id=None) + tags = ctx.as_tags() + assert "user:user-123" in tags + assert "agent:support-agent" in tags + assert "session:sess-abc" in tags + + def test_as_tags_includes_tenant_when_present(self): + ctx = self._ctx() + tags = ctx.as_tags() + assert "tenant:acme" in tags + # tenant should appear first for correct filtering + assert tags[0] == "tenant:acme" + + +class TestDefaultBankResolver: + def _ctx(self, **kwargs): + defaults = dict( + runtime_session_id="sess-xyz", + user_id="user-456", + agent_name="eng-agent", + ) + return TurnContext(**{**defaults, **kwargs}) + + def test_with_tenant_user_agent(self): + ctx = self._ctx(tenant_id="acme") + bank_id = default_bank_resolver(ctx) + assert bank_id == "tenant:acme:user:user-456:agent:eng-agent" + + def test_without_tenant(self): + ctx = self._ctx() + bank_id = default_bank_resolver(ctx) + assert bank_id == "user:user-456:agent:eng-agent" + + def test_session_id_not_in_bank_id(self): + """Runtime sessions expire — session ID must never be the bank ID.""" + ctx = self._ctx(tenant_id="acme") + bank_id = default_bank_resolver(ctx) + assert "sess-xyz" not in bank_id + + def test_missing_user_id_raises(self): + ctx = self._ctx(user_id="") + with pytest.raises(BankResolutionError, match="user_id is required"): + default_bank_resolver(ctx) + + def test_missing_agent_name_raises(self): + ctx = self._ctx(agent_name="") + with pytest.raises(BankResolutionError, match="agent_name is required"): + default_bank_resolver(ctx) + + def test_custom_resolver(self): + def my_resolver(ctx: TurnContext) -> str: + return f"custom:{ctx.user_id}" + + ctx = self._ctx() + assert my_resolver(ctx) == "custom:user-456" diff --git a/hindsight-integrations/agentcore/tests/test_config.py b/hindsight-integrations/agentcore/tests/test_config.py new file mode 100644 index 000000000..c643b5768 --- /dev/null +++ b/hindsight-integrations/agentcore/tests/test_config.py @@ -0,0 +1,71 @@ +import os +import pytest +from hindsight_agentcore.config import ( + configure, + get_config, + reset_config, + DEFAULT_HINDSIGHT_API_URL, +) + + +class TestConfigure: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_returns_config_object(self): + cfg = configure(hindsight_api_url="http://localhost:8888") + assert cfg.hindsight_api_url == "http://localhost:8888" + + def test_get_config_returns_none_before_configure(self): + assert get_config() is None + + def test_get_config_returns_config_after_configure(self): + configure(hindsight_api_url="http://localhost:8888") + assert get_config() is not None + assert get_config().hindsight_api_url == "http://localhost:8888" + + def test_reset_config_clears_config(self): + configure(hindsight_api_url="http://localhost:8888") + reset_config() + assert get_config() is None + + def test_defaults_to_hindsight_cloud(self): + cfg = configure() + assert cfg.hindsight_api_url == DEFAULT_HINDSIGHT_API_URL + + def test_reads_api_url_from_env(self, monkeypatch): + monkeypatch.setenv("HINDSIGHT_API_URL", "http://from-env:8888") + cfg = configure() + assert cfg.hindsight_api_url == "http://from-env:8888" + + def test_explicit_url_overrides_env(self, monkeypatch): + monkeypatch.setenv("HINDSIGHT_API_URL", "http://from-env:8888") + cfg = configure(hindsight_api_url="http://explicit:9000") + assert cfg.hindsight_api_url == "http://explicit:9000" + + def test_reads_api_key_from_env(self, monkeypatch): + monkeypatch.setenv("HINDSIGHT_API_KEY", "test-key-123") + cfg = configure() + assert cfg.api_key == "test-key-123" + + def test_reads_api_token_env_as_fallback(self, monkeypatch): + monkeypatch.delenv("HINDSIGHT_API_KEY", raising=False) + monkeypatch.setenv("HINDSIGHT_API_TOKEN", "token-456") + cfg = configure() + assert cfg.api_key == "token-456" + + def test_recall_budget_default(self): + cfg = configure() + assert cfg.recall_budget == "mid" + + def test_retain_async_default_true(self): + cfg = configure() + assert cfg.retain_async is True + + def test_custom_recall_settings(self): + cfg = configure(recall_budget="high", recall_max_tokens=3000) + assert cfg.recall_budget == "high" + assert cfg.recall_max_tokens == 3000 diff --git a/hindsight-integrations/agentcore/uv.lock b/hindsight-integrations/agentcore/uv.lock new file mode 100644 index 000000000..77a177e12 --- /dev/null +++ b/hindsight-integrations/agentcore/uv.lock @@ -0,0 +1,1114 @@ +version = 1 +revision = 3 +requires-python = ">=3.10" + +[[package]] +name = "aiohappyeyeballs" +version = "2.6.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" } 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mode 100644 hindsight-docs/docs-integrations/agentcore.md diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index dc34b4d54..563ebe604 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -45,6 +45,7 @@ jobs: integrations-ag2: ${{ steps.filter.outputs.integrations-ag2 }} integrations-hermes: ${{ steps.filter.outputs.integrations-hermes }} integrations-llamaindex: ${{ steps.filter.outputs.integrations-llamaindex }} + integrations-agentcore: ${{ steps.filter.outputs.integrations-agentcore }} dev: ${{ steps.filter.outputs.dev }} ci: ${{ steps.filter.outputs.ci }} # Secrets are available for internal PRs, pull_request_review, and workflow_dispatch. @@ -117,6 +118,8 @@ jobs: - 'hindsight-integrations/hermes/**' integrations-llamaindex: - 'hindsight-integrations/llamaindex/**' + integrations-agentcore: + - 'hindsight-integrations/agentcore/**' dev: - 'hindsight-dev/**' ci: @@ -1829,6 +1832,43 @@ jobs: working-directory: ./hindsight-integrations/llamaindex run: uv run pytest tests -v + test-agentcore-integration: + needs: [detect-changes] + if: >- + github.event_name != 'pull_request_review' && + (github.event_name == 'workflow_dispatch' || + needs.detect-changes.outputs.integrations-agentcore == 'true' || + needs.detect-changes.outputs.ci == 'true') + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v6 + with: + ref: ${{ github.event.pull_request.head.sha || '' }} + + - name: Install uv + uses: astral-sh/setup-uv@v7 + with: + enable-cache: true + prune-cache: false + + - name: Set up Python + uses: actions/setup-python@v6 + with: + python-version-file: ".python-version" + + - name: Build agentcore integration + working-directory: ./hindsight-integrations/agentcore + run: uv build + + - name: Install dependencies + working-directory: ./hindsight-integrations/agentcore + run: uv sync --frozen + + - name: Run tests + working-directory: ./hindsight-integrations/agentcore + run: uv run pytest tests -v + test-pip-slim: needs: [detect-changes] if: >- @@ -2448,6 +2488,7 @@ jobs: - test-pydantic-ai-integration - test-hermes-integration - test-llamaindex-integration + - test-agentcore-integration - test-pip-slim - test-embed - test-hindsight-all diff --git a/hindsight-docs/docs-integrations/agentcore.md b/hindsight-docs/docs-integrations/agentcore.md new file mode 100644 index 000000000..e030fa95e --- /dev/null +++ b/hindsight-docs/docs-integrations/agentcore.md @@ -0,0 +1,209 @@ +--- +sidebar_position: 14 +title: "Amazon Bedrock AgentCore Persistent Memory with Hindsight | Integration" +description: "Add long-term memory to Amazon Bedrock AgentCore Runtime agents with Hindsight. Memory persists across sessions using stable user identity — not the ephemeral runtimeSessionId." +--- + +# Amazon Bedrock AgentCore Runtime + +Persistent memory for [Amazon Bedrock AgentCore Runtime](https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/runtime-sessions.html) agents using Hindsight. + +AgentCore Runtime sessions are explicitly ephemeral — they terminate on inactivity and reprovision fresh environments. `hindsight-agentcore` adds durable cross-session memory so agents remember users, decisions, and learned patterns across any number of Runtime sessions. + +## How It Works + +``` +AgentCore Runtime invocation + │ + ▼ + before_turn() ← Recall relevant memories from Hindsight + │ + ▼ + Agent executes ← Prompt enriched with prior context + │ + ▼ + after_turn() ← Retain output to Hindsight (async) +``` + +Memory is keyed to stable user identity — **not** the `runtimeSessionId`. Banks survive session churn. + +Default bank format: +``` +tenant:{tenant_id}:user:{user_id}:agent:{agent_name} +``` + +## Installation + +```bash +pip install hindsight-agentcore +``` + +## Quick Start + +```python +import os +from hindsight_agentcore import HindsightRuntimeAdapter, TurnContext, configure + +configure( + hindsight_api_url="https://api.hindsight.vectorize.io", + api_key=os.environ["HINDSIGHT_API_KEY"], +) + +adapter = HindsightRuntimeAdapter(agent_name="support-agent") + + +# Your AgentCore Runtime handler +async def handler(event: dict) -> dict: + context = TurnContext( + runtime_session_id=event["sessionId"], + user_id=event["userId"], # from validated auth — never client-supplied + agent_name="support-agent", + tenant_id=event.get("tenantId"), + request_id=event.get("requestId"), + ) + + result = await adapter.run_turn( + context=context, + payload={"prompt": event["prompt"]}, + agent_callable=run_my_agent, + ) + return result + + +async def run_my_agent(payload: dict, memory_context: str) -> dict: + prompt = payload["prompt"] + if memory_context: + prompt = f"Past context:\n{memory_context}\n\nCurrent request: {prompt}" + + output = await call_bedrock(prompt) + return {"output": output} +``` + +## Lower-Level Hooks + +For direct control over the recall → execute → retain cycle: + +```python +memory_context = await adapter.before_turn(context, query=user_message) + +result = await run_my_agent(payload, memory_context=memory_context) + +await adapter.after_turn(context, result=result["output"], query=user_message) +``` + +## Retrieval Modes + +### Recall (default) + +Fast multi-strategy retrieval (semantic + keyword + graph + temporal): + +```python +from hindsight_agentcore import RecallPolicy + +adapter = HindsightRuntimeAdapter( + recall_policy=RecallPolicy(mode="recall", budget="mid", max_tokens=1500) +) +``` + +### Reflect + +LLM-synthesized context for complex reasoning tasks: + +```python +adapter = HindsightRuntimeAdapter( + recall_policy=RecallPolicy(mode="reflect") +) +``` + +Use `reflect` selectively — it's slower. Reserve it for explicit planning steps or routing decisions. + +## Async Retention + +By default, `after_turn()` fires retention as a background task — the user turn is never delayed: + +```python +configure(retain_async=True) # default +configure(retain_async=False) # await retention before returning +``` + +## Long-Running Workflows + +For jobs spanning multiple Runtime sessions, retain at start and completion: + +```python +# Task start +await adapter.after_turn( + context, + result="Started QBR analysis for Acme Corp", + query=task_description, +) + +# ... long-running work across potentially multiple sessions ... + +# Task completion +await adapter.after_turn( + context, + result=f"Completed QBR analysis. Finding: {summary}", + query=task_description, +) +``` + +## Identity and Auth + +**Never use `runtimeSessionId` as the bank ID.** Sessions expire. Memory must survive session churn. + +Preferred identity sources (in order): +1. Validated user ID from AgentCore JWT/OAuth context +2. `X-Amzn-Bedrock-AgentCore-Runtime-User-Id` header +3. Application-supplied user ID in trusted server-side deployments + +```python +context = TurnContext( + runtime_session_id=event["sessionId"], + user_id=jwt_claims["sub"], # stable identity from validated token + agent_name="support-agent", + tenant_id=jwt_claims.get("tenant"), +) +``` + +## Custom Bank Resolution + +Override the default `tenant:user:agent` format: + +```python +from hindsight_agentcore import TurnContext + +def my_resolver(context: TurnContext) -> str: + return f"acme:{context.user_id}:{context.agent_name}" + +adapter = HindsightRuntimeAdapter(bank_resolver=my_resolver) +``` + +**Security rule:** The resolver must fail closed (`BankResolutionError`) rather than leak memory across users when identity is missing. + +## Configuration Reference + +| Option | Env Variable | Default | Description | +|---|---|---|---| +| `hindsight_api_url` | `HINDSIGHT_API_URL` | Hindsight Cloud | Hindsight server URL | +| `api_key` | `HINDSIGHT_API_KEY` | — | API key for Hindsight Cloud | +| `recall_budget` | — | `"mid"` | Search depth: `low`, `mid`, `high` | +| `recall_max_tokens` | — | `1500` | Max tokens recalled | +| `retain_async` | — | `True` | Non-blocking retention | +| `timeout` | — | `15.0` | HTTP timeout in seconds | +| `tags` | — | `[]` | Tags applied to all retained memories | +| `verbose` | — | `False` | Log memory operations | + +## Failure Modes + +| Failure | Behavior | +|---|---| +| Hindsight unavailable | `before_turn()` returns `""`, agent continues | +| Recall timeout | Returns `""`, agent continues | +| Retain failure | Logged as warning, user turn unaffected | +| Bad bank resolution | Fails closed — no cross-user memory leakage | + +## Requirements + +- Python 3.10+ +- `hindsight-client>=0.4.0` diff --git a/hindsight-docs/sidebars.ts b/hindsight-docs/sidebars.ts index 483fa59b2..feda716ae 100644 --- a/hindsight-docs/sidebars.ts +++ b/hindsight-docs/sidebars.ts @@ -268,6 +268,12 @@ const sidebars: SidebarsConfig = { label: 'Strands Agents', customProps: { icon: '/img/icons/strands.png' }, }, + { + type: 'link', + href: '/sdks/integrations/agentcore', + label: 'AgentCore Runtime', + customProps: { icon: '/img/icons/agentcore.png' }, + }, { type: 'link', href: '/sdks/integrations/ag2', diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/adapter.py b/hindsight-integrations/agentcore/hindsight_agentcore/adapter.py index 494f1e5be..ac585b7c6 100644 --- a/hindsight-integrations/agentcore/hindsight_agentcore/adapter.py +++ b/hindsight-integrations/agentcore/hindsight_agentcore/adapter.py @@ -141,7 +141,9 @@ def __init__( self._retain_async = config.retain_async if config else True self._timeout = config.timeout if config else 15.0 self._default_tags = config.tags if config else [] - self._verbose = verbose if verbose is not None else (config.verbose if config else False) + self._verbose = ( + verbose if verbose is not None else (config.verbose if config else False) + ) # Thread-local storage for the Hindsight client self._local = threading.local() @@ -213,7 +215,9 @@ async def before_turn( except Exception: # Graceful degradation — memory is enhancement, not infrastructure - logger.warning("[Hindsight] Recall failed — continuing without memory", exc_info=True) + logger.warning( + "[Hindsight] Recall failed — continuing without memory", exc_info=True + ) return "" async def after_turn( @@ -354,7 +358,9 @@ async def _retain( try: client = self._get_client() - document_id = context.request_id or f"{context.runtime_session_id}:{context.user_id}" + document_id = ( + context.request_id or f"{context.runtime_session_id}:{context.user_id}" + ) await asyncio.get_event_loop().run_in_executor( None, @@ -369,7 +375,9 @@ async def _retain( ) except Exception: # Never surface retention failures to the user turn - logger.warning("[Hindsight] Retain failed — memory not stored", exc_info=True) + logger.warning( + "[Hindsight] Retain failed — memory not stored", exc_info=True + ) def _format_memories(results: list[Any]) -> str: diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/bank.py b/hindsight-integrations/agentcore/hindsight_agentcore/bank.py index f0fda6f29..f3238da29 100644 --- a/hindsight-integrations/agentcore/hindsight_agentcore/bank.py +++ b/hindsight-integrations/agentcore/hindsight_agentcore/bank.py @@ -101,9 +101,7 @@ def default_bank_resolver(context: TurnContext) -> str: "Ensure a trusted user identity is extracted from the AgentCore auth context." ) if not context.agent_name or not context.agent_name.strip(): - raise BankResolutionError( - "Cannot resolve bank ID: agent_name is required." - ) + raise BankResolutionError("Cannot resolve bank ID: agent_name is required.") parts: list[str] = [] if context.tenant_id: diff --git a/hindsight-integrations/agentcore/hindsight_agentcore/errors.py b/hindsight-integrations/agentcore/hindsight_agentcore/errors.py index 1b221e93b..d4d340fa4 100644 --- a/hindsight-integrations/agentcore/hindsight_agentcore/errors.py +++ b/hindsight-integrations/agentcore/hindsight_agentcore/errors.py @@ -1,8 +1,10 @@ class HindsightAgentCoreError(Exception): """Exception raised when a Hindsight memory operation fails inside AgentCore Runtime.""" + pass class BankResolutionError(HindsightAgentCoreError): """Raised when bank ID resolution fails — fails closed to prevent memory leakage.""" + pass diff --git a/hindsight-integrations/agentcore/tests/test_adapter.py b/hindsight-integrations/agentcore/tests/test_adapter.py index cd812ca81..c0406a692 100644 --- a/hindsight-integrations/agentcore/tests/test_adapter.py +++ b/hindsight-integrations/agentcore/tests/test_adapter.py @@ -1,6 +1,6 @@ from __future__ import annotations -from unittest.mock import MagicMock, patch +from unittest.mock import MagicMock import pytest @@ -150,13 +150,17 @@ async def test_empty_result_does_not_retain(self): @pytest.mark.asyncio async def test_retains_result(self): adapter, mock_client = self._make_adapter() - await adapter.after_turn(_ctx(), result="Fixed the auth bug.", query="help with auth") + await adapter.after_turn( + _ctx(), result="Fixed the auth bug.", query="help with auth" + ) mock_client.retain.assert_called_once() @pytest.mark.asyncio async def test_retained_content_includes_user_message(self): adapter, mock_client = self._make_adapter() - await adapter.after_turn(_ctx(), result="Found the bug.", query="why is login broken?") + await adapter.after_turn( + _ctx(), result="Found the bug.", query="why is login broken?" + ) call_kwargs = mock_client.retain.call_args[1] assert "why is login broken?" in call_kwargs["content"] assert "Found the bug." in call_kwargs["content"] @@ -206,7 +210,9 @@ def teardown_method(self): def _make_adapter(self): adapter = HindsightRuntimeAdapter() mock_client = MagicMock() - mock_client.recall.return_value = _make_recall_response("Prior invoice issue resolved") + mock_client.recall.return_value = _make_recall_response( + "Prior invoice issue resolved" + ) adapter._local.client = mock_client return adapter, mock_client @@ -217,7 +223,9 @@ async def test_returns_agent_result(self): async def my_agent(payload, memory_context): return {"output": "Handled the request."} - result = await adapter.run_turn(_ctx(), {"prompt": "help"}, agent_callable=my_agent) + result = await adapter.run_turn( + _ctx(), {"prompt": "help"}, agent_callable=my_agent + ) assert result["output"] == "Handled the request." @pytest.mark.asyncio @@ -229,7 +237,9 @@ async def my_agent(payload, memory_context): received_context.append(memory_context) return {"output": "done"} - await adapter.run_turn(_ctx(), {"prompt": "project status"}, agent_callable=my_agent) + await adapter.run_turn( + _ctx(), {"prompt": "project status"}, agent_callable=my_agent + ) assert "Prior invoice issue resolved" in received_context[0] @pytest.mark.asyncio @@ -239,7 +249,9 @@ async def test_retains_agent_output(self): async def my_agent(payload, memory_context): return {"output": "Fixed the billing discrepancy."} - await adapter.run_turn(_ctx(), {"prompt": "invoice issue"}, agent_callable=my_agent) + await adapter.run_turn( + _ctx(), {"prompt": "invoice issue"}, agent_callable=my_agent + ) mock_client.retain.assert_called_once() call_kwargs = mock_client.retain.call_args[1] assert "Fixed the billing discrepancy." in call_kwargs["content"] diff --git a/hindsight-integrations/agentcore/tests/test_config.py b/hindsight-integrations/agentcore/tests/test_config.py index c643b5768..c8a9ffc78 100644 --- a/hindsight-integrations/agentcore/tests/test_config.py +++ b/hindsight-integrations/agentcore/tests/test_config.py @@ -1,5 +1,3 @@ -import os -import pytest from hindsight_agentcore.config import ( configure, get_config, diff --git a/scripts/release-integration.sh b/scripts/release-integration.sh index d5251558b..96d0c5f02 100755 --- a/scripts/release-integration.sh +++ b/scripts/release-integration.sh @@ -13,7 +13,7 @@ print_info() { echo -e "${GREEN}[INFO]${NC} $1"; } print_warn() { echo -e "${YELLOW}[WARN]${NC} $1"; } print_error() { echo -e "${RED}[ERROR]${NC} $1"; } -VALID_INTEGRATIONS=("litellm" "pydantic-ai" "crewai" "ag2" "ai-sdk" "chat" "openclaw" "langgraph" "llamaindex" "nemoclaw" "strands" "claude-code" "codex" "hermes" "autogen") +VALID_INTEGRATIONS=("litellm" "pydantic-ai" "crewai" "ag2" "ai-sdk" "chat" "openclaw" "langgraph" "llamaindex" "nemoclaw" "strands" "claude-code" "codex" "hermes" "autogen" "agentcore") usage() { print_error "Usage: $0 " From 54e182636eff0be6b611d0fd1183d5af1996bf9a Mon Sep 17 00:00:00 2001 From: Ben Date: Wed, 1 Apr 2026 15:10:05 -0400 Subject: [PATCH 3/3] Add AgentCore icon to sidebar --- hindsight-docs/static/img/icons/agentcore.png | Bin 0 -> 49415 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 hindsight-docs/static/img/icons/agentcore.png diff --git a/hindsight-docs/static/img/icons/agentcore.png 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