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61e7398 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 | """SharedContext — compressed inter-agent context sharing.
When agents hand off to each other, context gets replayed in full.
SharedContext compresses what moves between agents, using Headroom's
existing CCR (Compress-Cache-Retrieve) architecture.
Usage:
from headroom import SharedContext
ctx = SharedContext()
# Agent A stores large output
ctx.put("research", big_research_output)
# Agent B gets compressed version (~80% smaller)
summary = ctx.get("research")
# Agent B needs full details on something specific
full = ctx.get("research", full=True)
Works with any agent framework. The compression pipeline is the same
one used by the proxy and MCP server.
"""
from __future__ import annotations
import logging
import threading
import time
from dataclasses import dataclass, field
logger = logging.getLogger(__name__)
@dataclass
class ContextEntry:
"""A stored context entry with original and compressed versions."""
key: str
original: str
compressed: str
original_tokens: int
compressed_tokens: int
agent: str | None
timestamp: float
transforms: list[str] = field(default_factory=list)
@property
def savings_percent(self) -> float:
if self.original_tokens == 0:
return 0.0
return round((1 - self.compressed_tokens / self.original_tokens) * 100, 1)
@dataclass
class SharedContextStats:
"""Aggregated stats for the shared context."""
entries: int
total_original_tokens: int
total_compressed_tokens: int
total_tokens_saved: int
savings_percent: float
class SharedContext:
"""Compressed shared context for multi-agent workflows.
Agents put content in, other agents get compressed versions out.
Originals are stored for on-demand full retrieval.
Args:
model: Model name for token counting (default: claude-sonnet-4-5).
ttl: Time-to-live in seconds (default: 3600 = 1 hour).
max_entries: Maximum stored entries (default: 100).
"""
def __init__(
self,
model: str = "claude-sonnet-4-5-20250929",
ttl: int = 3600,
max_entries: int = 100,
) -> None:
self._model = model
self._ttl = ttl
self._max_entries = max_entries
self._entries: dict[str, ContextEntry] = {}
self._lock = threading.Lock()
def put(
self,
key: str,
content: str,
*,
agent: str | None = None,
) -> ContextEntry:
"""Store content under a key, compressing automatically.
Args:
key: Name for this context (e.g., "research_findings").
content: The content to store and compress.
agent: Optional agent identifier for tracking.
Returns:
ContextEntry with compression stats.
"""
from headroom.compress import compress
messages = [{"role": "tool", "content": content}]
result = compress(messages, model=self._model)
compressed = result.messages[0].get("content", content)
if not isinstance(compressed, str):
import json
compressed = json.dumps(compressed)
entry = ContextEntry(
key=key,
original=content,
compressed=compressed,
original_tokens=result.tokens_before,
compressed_tokens=result.tokens_after,
agent=agent,
timestamp=time.time(),
transforms=result.transforms_applied,
)
with self._lock:
self._evict_if_needed()
self._entries[key] = entry
logger.debug(
"SharedContext.put(%s): %d → %d tokens (%.1f%% saved)",
key,
entry.original_tokens,
entry.compressed_tokens,
entry.savings_percent,
)
return entry
def get(
self,
key: str,
*,
full: bool = False,
) -> str | None:
"""Get content by key.
Args:
key: The key to retrieve.
full: If True, return the original uncompressed content.
If False (default), return the compressed version.
Returns:
Content string, or None if key not found or expired.
"""
with self._lock:
entry = self._entries.get(key)
if entry is None:
return None
if time.time() - entry.timestamp > self._ttl:
del self._entries[key]
return None
return entry.original if full else entry.compressed
def get_entry(self, key: str) -> ContextEntry | None:
"""Get the full ContextEntry with metadata."""
with self._lock:
entry = self._entries.get(key)
if entry is None:
return None
if time.time() - entry.timestamp > self._ttl:
del self._entries[key]
return None
return entry
def keys(self) -> list[str]:
"""List all non-expired keys."""
now = time.time()
with self._lock:
return [k for k, e in self._entries.items() if now - e.timestamp <= self._ttl]
def stats(self) -> SharedContextStats:
"""Get aggregated stats."""
now = time.time()
with self._lock:
active = [e for e in self._entries.values() if now - e.timestamp <= self._ttl]
total_orig = sum(e.original_tokens for e in active)
total_comp = sum(e.compressed_tokens for e in active)
total_saved = total_orig - total_comp
pct = round(total_saved / total_orig * 100, 1) if total_orig > 0 else 0.0
return SharedContextStats(
entries=len(active),
total_original_tokens=total_orig,
total_compressed_tokens=total_comp,
total_tokens_saved=total_saved,
savings_percent=pct,
)
def clear(self) -> None:
"""Remove all entries."""
with self._lock:
self._entries.clear()
def _evict_if_needed(self) -> None:
"""Evict expired and oldest entries if at capacity. Lock must be held."""
now = time.time()
expired = [k for k, e in self._entries.items() if now - e.timestamp > self._ttl]
for k in expired:
del self._entries[k]
while len(self._entries) >= self._max_entries:
oldest_key = min(self._entries, key=lambda k: self._entries[k].timestamp)
del self._entries[oldest_key]
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