DuDuClaw Feature Highlights

DuDuClaw v1.62.0 | Last updated: 2026-09-04

This directory contains detailed introductions to DuDuClaw’s standout features. Each article explains the design rationale, system behavior, and operational flow — aimed at developers who want to understand how things work without diving into source code.

Feature Index

#	Article	One-liner
1	Prediction-Driven Evolution	90% of conversations evolve at zero LLM cost
2	GVU² Self-Play Loop	Dual-loop evolution with 4+2 layer verification
3	Confidence Router & Local Inference	Smart model selection that saves 80%+ on API bills
4	File-Based IPC Message Bus	Structured inter-agent delegation with TaskSpec workflows
5	Three-Phase Security Defense	Layered threat filtering at minimal cost
6	SOUL.md Versioning & Rollback	Atomic personality updates with auto-rollback
7	Multi-Account Rotation	Cross-provider credential scheduling with failover
8	5-Layer Browser Automation	Progressive resource escalation for web tasks
9	Behavioral Contracts & Red-Team Testing	Machine-enforceable agent boundaries
10	Cognitive Memory System	Human-inspired memory with forgetting curves
11	Token Compression Triad	Three strategies to fit more into less
12	Industry Templates & Odoo ERP Bridge	Out-of-the-box business intelligence
13	Multi-Runtime Agent Execution	Claude / Codex / Gemini / OpenAI-compat unified backend
14	Voice Pipeline	ASR / TTS / VAD / LiveKit — local-first voice intelligence
15	Skill Lifecycle Engine	7-stage automated skill extraction and management
16	Session Memory Stack	Pinned instructions + snowball recap + key-fact accumulator
17	Wiki Knowledge Layer	L0-L3 trust-weighted knowledge with auto-injection
18	Git Worktree L0 Isolation	Lightweight per-task sandbox with atomic merge
19	Agent Client Protocol (ACP/A2A)	`duduclaw acp` speaks Agent Client Protocol v1 for IDE panels (Zed / JetBrains / nvim); `duduclaw acp-server` is the A2A stdio surface
20	Memory Intelligence	Temporal facts + reflexion loop + batch fetch
21	Governance Layer	Policy registry + per-agent quotas (duduclaw-governance)
22	Durability Framework	Idempotency / retry / circuit breaker / checkpoint / DLQ
23	Autopilot Rule Engine	Event-driven automation + circuit breaker
24	Task Board & Activity Feed	Agent-as-teammate task management
25	Identity Resolution	WikiCache / Notion / Chained providers (RFC-21 §1)
26	MCP HTTP/SSE Transport	Bearer-authed REST + SSE endpoints (W20)
27	Cross-Platform PTY Pool + Worker	Drive the interactive `claude` REPL (v1.15.0)
28	Live Run Forking	Parallel branches + AI judge (duduclaw-fork, RFC-26)
29	Evolution Events	Black-box recorder with batch+retry delivery
30	Custom Dashboard Widgets	AI-guided or raw-HTML dashboard cards in a sandbox
31	Office Document Suite	Real docx/xlsx/pptx/pdf output with the DELIVER protocol, archive and preview
32	Expert Packs	Installable AI teams: built-in catalog, LLM-guided authoring, department × rank org placement
33	OS-Native Perception & Proactive Care	File watch + frontmost sensing → footprint memory, care checks, one-click automations
34	Autonomous Goal Loop	/goal → loop to completion with an MAV acceptance judge; stuck escalates to a human
35	Photo → Desktop Pet	Local photo-to-pixel-pet pipeline with a Codex-Pets spritesheet and wander engine
36	Recording → Skill	Browser/desktop recordings distilled into approval-gated SKILL.md drafts
37	Delegation Isolation	Org-boundary delegation policy: hierarchy / department / white-list enforcement
38	Agentic Evolution Engine & Playbook	SOUL.md becomes a read-only persona layer; the playbook is what learns and can be retired rule by rule
39	Calibrated Forward Model & Held-Out Learning Gate	Every guess gets scored against reality; self-derived lessons stay on the bench until the numbers back them
40	Notification Governance	Severity levels, quiet-hour deferral, one digest a day, and action-rate metrics for every push
41	Resident Sensing & Signal Wake-Up	External data streams wake the AI employee only when a rule actually fires
42	Human Takeover	An admin typing directly in a channel silences the AI for that one conversation until they hand it back
43	Telegram Mini App Approval Card	Read the full approval and decide inside Telegram, no dashboard switch (spike, off by default)
44	Working State	One authoritative cross-wake record of each AI employee’s current rules, changed only through audited tool calls
45	Local Model Marketplace	Pick a model by purpose, see whether it fits this machine, install in one click
46	Belief Loop	State a prediction about the outside world, get scored against reality, see your own calibration next time
47	Agent Mail	Per-agent inbox for incoming mail; nothing goes out until a person confirms it
48	Goal Intent Router	Chat channels notice task delegation and offer to create a goal; never auto-created
49	Code Security Audit	`duduclaw secaudit`: static scanners + AI deep audit + adversarial review + sandboxed PoC
50	DuDuClaw OS Appliance	Bootable appliance image — LAN dashboard onboarding, device page, sysd privilege separation, webhook relay
51	OS Keyboard Shortcuts	Every DuDuClaw OS shortcut — global compositor bindings, shell UI, first-run setup, lock screen
52	DuDuClaw OS Desktop Edition	One machine shared by a person and the AI — shadow workspace, human input always wins, explicit hand-back, off-by-default co-driving
53	Local Models on the Device	Six verified GGUFs, one click to download and one to switch on; hybrid by default, honest about speed
54	Fine-tuning and Post-training	Curate the dataset here, train it on a GPU elsewhere, import the GGUF/LoRA back — this machine never trains

Companion Articles

Article	One-liner
Live Forking: When to Use It	Usage-scenario companion to #28 — when to fork, when not to, and how it differs from `duduclaw eval`
ERP / CRM Support Matrix	One-page coverage table for sales and customer conversations

Translations

Full Feature Inventory

For a complete list of all features (not just highlights), see feature-inventory.md.