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Context Handoff Protocol

Every time you copy output from one AI tool into another, you lose 30-50% of the context that made the work good — the rejected options, the source confidence levels, the reasoning. The Context Handoff Protocol gives you a 60-second template that preserves it.

What this skill does

Every AI tool runs its own context window. The moment you copy raw output from Perplexity into Claude — or from one Claude session into the next — you're making a lossy transfer. The rejected options, the source confidence levels, the questions you explored and dismissed, the follow-ups that shaped your thinking — all of it falls away. The receiving tool sees a flat text block with no history and produces a flat, generic response. People then blame the receiving tool, when the real failure was at the handoff.

This skill is a set of structured templates that take roughly 60 seconds to fill and save 10 minutes of re-explaining (or worse, accepting a weaker downstream output). There's a generic handoff that works for any tool pair, plus specific templates for the common ones: Perplexity → Claude (research to synthesis), Claude → Claude Code (planning to implementation), Claude Code → Claude (implementation to review), ChatGPT → Claude (exploration to execution), and same-tool session continuation. Each template enforces the five rules of clean handoffs — transfer decisions not just outputs, flag uncertainty explicitly, specify what the receiving tool should do, keep handoffs under 500 words, and use files for persistence rather than chat for anything you'll need next week.

The Claude → Claude Code template is the one that quietly changes the most. It captures rejected architectural approaches as well as chosen ones — because without them, Claude Code may suggest the exact thing you already ruled out. The Perplexity → Claude template captures source-credibility judgements and known gaps, so synthesis weights strong findings appropriately and flags real conflicts instead of laundering them into a smooth narrative.

It also names the cases where you should not use a structured handoff. Simple factual transfers (a single URL, a single number) don't need one. Quick one-off tasks under five minutes don't need one. And sometimes you want context loss deliberately — for editing, code review, or test-case generation — where a fresh perspective is the entire point. The skill calls that out explicitly so you don't over-engineer transfers that should stay simple.

When this triggers

  • ·You're moving Perplexity research into Claude for synthesis and the output keeps feeling generic
  • ·You went deep on architecture in chat and need to hand off to Claude Code for the build
  • ·You're starting a fresh session and don't want to re-explain what last week's session decided
  • ·You're handing work to a teammate's AI tool and want it to land in usable shape
  • ·You want to deliberately strip context for a review or editing pass — and not lose other context by accident

Example

Trigger

User: 'I've spent an hour in Perplexity researching the EU AI Act. Want Claude to write a 1,200-word brief from it. Last time the output was weak.'

Output

Don't paste the raw Perplexity output. Use this: ## Research Handoff: Perplexity → Claude ### Topic EU AI Act — operational implications for UK SaaS exporting to EU. ### Key Findings 1. High-risk system definition — Source: [EUR-Lex Article 6] 2. Transparency obligations from Aug 2026 — Source: [official guidance] 3. Penalty structure: up to 7% global turnover — Source: [Recital 168] ### Conflicting Information Source A (law firm blog) says foundation models need full conformity assessment. Source B (EU FAQ) says simplified obligations apply to general-purpose models. B is more credible — it's the official guidance, A is interpretation. ### Gaps · No clear precedent yet on extraterritorial enforcement · Couldn't find the final list of designated high-risk sectors ### Context for Next Step Write a 1,200-word brief for UK SaaS founders. Flag the conflict above so readers know it's contested. Skip generic "AI is changing" intros. [Pro tip if this is a repeating handoff: save it as a file in the repo. Files persist; chat doesn't.]

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What you get

  • 112-line SKILL.md, ready to drop into ~/.claude/skills/
  • Tested through 3 Karpathy-loop iterations (versions v1.0.0 → v1.3.0)
  • Triggers automatically when relevant — no command to remember
  • Lifetime updates as the skill is refined further

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