- Introduced a new design document for research backend integration, outlining scope, architecture, and API specifications. - Added frontend API service functions for managing research agents, nodes, and reports. - Extended existing Go backend packages to support new research functionalities. feat: Implement PicoClaw context window improvements - Created a design document detailing seven context-window improvements to enhance performance and prevent errors. - Improvements include token estimation fixes, structured error handling, and proactive context management strategies. fix: Document known issues and resolutions - Added a known issues document detailing a critical compile error related to invalid Unicode escapes in Go, including the fix applied. docs: Add context management skill documentation - Introduced a new skill for context management, detailing usage scenarios, project mapping, state persistence, and integration with PicoClaw.
121 lines
3.8 KiB
Go
121 lines
3.8 KiB
Go
// PicoClaw - Ultra-lightweight personal AI agent
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// License: MIT
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//
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// Copyright (c) 2026 PicoClaw contributors
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package agent
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import (
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"github.com/sipeed/picoclaw/pkg/providers"
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"github.com/sipeed/picoclaw/pkg/tokenizer"
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)
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// parseTurnBoundaries returns the starting index of each Turn in the history.
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// A Turn is a complete "user input → LLM iterations → final response" cycle
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// (as defined in #1316). Each Turn begins at a user message and extends
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// through all subsequent assistant/tool messages until the next user message.
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//
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// Cutting at a Turn boundary guarantees that no tool-call sequence
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// (assistant+ToolCalls → tool results) is split across the cut.
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func parseTurnBoundaries(history []providers.Message) []int {
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var starts []int
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for i, msg := range history {
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if msg.Role == "user" {
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starts = append(starts, i)
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}
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}
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return starts
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}
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// isSafeBoundary reports whether index is a valid Turn boundary — i.e.,
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// a position where the kept portion (history[index:]) begins at a user
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// message, so no tool-call sequence is torn apart.
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func isSafeBoundary(history []providers.Message, index int) bool {
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if index <= 0 || index >= len(history) {
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return true
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}
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return history[index].Role == "user"
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}
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// findSafeBoundary locates the nearest Turn boundary to targetIndex.
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// It prefers the boundary at or before targetIndex (preserving more recent
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// context). Falls back to the nearest boundary after targetIndex, and
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// returns targetIndex unchanged only when no Turn boundary exists at all.
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func findSafeBoundary(history []providers.Message, targetIndex int) int {
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if len(history) == 0 {
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return 0
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}
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if targetIndex <= 0 {
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return 0
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}
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if targetIndex >= len(history) {
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return len(history)
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}
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turns := parseTurnBoundaries(history)
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if len(turns) == 0 {
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return targetIndex
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}
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// Find the last Turn boundary at or before targetIndex.
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// Prefer backward: keeps more recent messages.
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backward := -1
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for _, t := range turns {
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if t <= targetIndex {
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backward = t
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}
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}
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if backward > 0 {
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return backward
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}
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// No valid Turn boundary before target (or only at index 0 which
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// would keep everything). Use the first Turn after targetIndex.
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for _, t := range turns {
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if t > targetIndex {
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return t
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}
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}
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// No Turn boundary after targetIndex either. The only boundary is at
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// index 0, meaning the entire history is a single Turn. Return 0 to
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// signal that safe compression is not possible — callers check for
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// mid <= 0 and skip compression in that case.
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return 0
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}
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// EstimateMessageTokens estimates the token count for a single message.
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// Delegates to the shared tokenizer package for consistency across agent and seahorse.
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func EstimateMessageTokens(msg providers.Message) int {
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return tokenizer.EstimateMessageTokens(msg)
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}
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// EstimateToolDefsTokens estimates the total token cost of tool definitions
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// as they appear in the LLM request. Delegates to the shared tokenizer package.
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func EstimateToolDefsTokens(defs []providers.ToolDefinition) int {
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return tokenizer.EstimateToolDefsTokens(defs)
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}
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// isOverContextBudget checks whether the assembled messages plus tool definitions
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// and output reserve would exceed the model's context window. This enables
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// proactive compression before calling the LLM, rather than reacting to 400 errors.
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// Includes a configurable safety buffer (matching OpenCode's COMPACTION_BUFFER).
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func isOverContextBudget(
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contextWindow int,
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messages []providers.Message,
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toolDefs []providers.ToolDefinition,
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maxTokens int,
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safetyBuffer int,
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) bool {
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msgTokens := 0
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for _, m := range messages {
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msgTokens += EstimateMessageTokens(m)
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}
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toolTokens := EstimateToolDefsTokens(toolDefs)
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// Add safety buffer (matching OpenCode's approach)
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// This ensures room for output tokens and prevents edge cases
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total := msgTokens + toolTokens + maxTokens + safetyBuffer
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return total > contextWindow
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}
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