paleo-auto
Zero-touch token savings. Enable once, stay on — paleo-auto watches your session and activates the right skills at the right time.
What it does
- Automatic activation. No manual triggers needed. Detects session conditions and enables skills.
- Picks the right combo. Not all skills needed all the time — paleo-auto picks per-condition.
- Safe defaults. Never applies ultra or hard-strict modes unless asked. Always starts at
full or soft.
Auto-detection triggers
| Condition |
Detection |
Action |
| Session length >15 turns |
Count user/assistant exchanges |
Enable paleo (full) + paleo-trim-context |
| Repeated tool output (same tool called 3+ times with similar results) |
Compare last 3 tool outputs |
Enable paleo-summary (full) |
| Context approaching warning (>60% capacity) |
Estimate context usage |
Enable paleo-converse (full, N=8) + paleo-trim-context |
| High token cost model detected (GPT-4, Claude Opus, etc.) |
Model name check |
Enable paleo-budget (soft, 3000 tokens) + paleo (full) |
| Bulky output returned (single tool result >2000 tokens est.) |
Output size check |
Enable paleo-summary (lite) for subsequent similar calls |
| User sends "long session" / "chatty" / "lagging" |
Keyword match |
Enable all 7 skills at full defaults |
| Session startup (fresh new session) |
First 2 turns |
Enable paleo (full) only — low overhead baseline |
Default combo per scenario
| Scenario |
Active skills |
Why |
| Fresh session |
paleo (full) |
Low overhead baseline, catches wordy responses |
| Long session |
paleo (full) + paleo-trim-context + paleo-converse (N=6) |
Context hygiene + history compression |
| Expensive model |
paleo (full) + paleo-budget (soft, 3k) |
Cap costs on pricey models |
| Debugging/tools-heavy |
paleo-summary (full) + paleo (full) |
Shrink bulky tool output |
| User says "lagging" / "chatty" |
All 7 at full defaults |
Max savings, immediate |
Rules
- Never override a user's explicit skill activation. If user says
paleo ultra, keep it.
- Never apply
ultra or hard/strict modes automatically — only lite/full/soft.
- If user disables a skill (e.g. "stop paleo"), respect it for the rest of the session.
- Report changes: "🦴 paleo-auto: enabled paleo + trim-context (session length 22 turns)" — one line, non-intrusive.
- Re-evaluate every 5 turns or on context-warning signal.
Switch
- On:
paleo-auto · auto paleo · enable auto-save
- Off:
disable paleo-auto · manual paleo · stop auto
- Status check:
paleo-auto status → list currently active skills + why
Gotchas
- paleo-auto is an ORCHESTRATOR, not a replacement. It delegates to the 6 sibling skills — don't re-implement their rules here.
- Don't fight user overrides. Use explicitly set = respect it.
- Detection is approximate (turn count, output size estimation) — false positive is fine, false negative is tolerable. Err on the side of activating.
- Startup cost: loading paleo-auto adds ~300 tokens of context. Only keep active if the session will benefit from it (usually >10 turns).
