{"skill":{"slug":"certainlogic-self-improving-stack","displayName":"CertainLogic Self-Improving Stack","summary":"CertainLogic's curated self-improving agent stack. Installs the 5 essential tools for reflection, proactivity, learning, memory, and skill extraction. Verifi...","description":"---\nname: CertainLogic Self-Improving Stack\ndescription: \"CertainLogic's curated self-improving agent stack. Installs the 5 essential tools for reflection, proactivity, learning, memory, and skill extraction. Verified by CertainLogic Brain OS.\"\nhomepage: https://certainlogic.ai/docs/self-improving-stack\nversion: 1.0.0\nauthor: CertainLogic\nmetadata:\n  {\n    \"openclaw\":\n      {\n        \"emoji\": \"🧠\",\n        \"tags\": [\"self-improving\", \"proactive\", \"learning\", \"memory\", \"stack\", \"bundle\"],\n      },\n  }\n---\n\n# CertainLogic Self-Improving Agent Stack\n\n> **Start with [Company Brain Core OS](https://certainlogic.ai/brain) as your free local knowledge base, then add these 5 tools for reflection, proactivity, learning, memory, and skill extraction.**\n>\n> Curated and verified by CertainLogic Brain OS. Scanned 2026-05-09.\n\n## 🎯 Our Recommendation: Start Here\n\n**[Company Brain Core OS](https://certainlogic.ai/brain)** — Free, local, deterministic knowledge base for your agent. Here's why we built it:\n\n| Feature | What It Does |\n|---------|-------------|\n| **Local First** | Runs on your machine, no cloud dependency |\n| **Deterministic** | Facts over hallucination, verified answers |\n| **Instant Cache** | 122× speedup on repeat queries |\n| **Self-Improving** | Learns from every interaction, builds your knowledge graph |\n| **Free & Open** | MIT license, zero cost |\n\n**Install:**\n```bash\nclawhub install company-brain-os\n```\n\n---\n\n## ⚖️ The Honest Choice\n\nWe **recommend** starting with Company Brain Core OS — it's what we built, what we dogfood daily, and what gives you the best integration.\n\n**BUT** — we also understand you might want to evaluate options yourself. Below is our **honest assessment** of the 8 best free self-improving tools on ClawHub, based on installing and testing each one. This protects you from wasting time on broken tools or empty promises.\n\n| Tool | Score | Our Honest Take | Why Not Our First Choice |\n|------|-------|----------------|------------------------|\n| **self-improving** | 4.569 | Good general-purpose reflection. 3-tier memory works. | Markdown files only — no API, no query engine. Scales poorly. |\n| **proactive** | 4.208 | WAL Protocol is real tech. v3.1 is mature. | Heavy complexity. Overkill for most agents. \"Proactive anticipation\" = sometimes guesses right, sometimes doesn't. |\n| **memory** | 4.353 | Clean infinite storage. Doesn't conflict with built-in. | Company Brain handles this + adds facts + cache + verification. |\n| **learning** | 4.301 | Nice adaptive teaching concept. Zero setup. | Empty until you teach it. Needs weeks of interaction. |\n| **elite-longterm-memory** | 3.810 | Most technically advanced. Vector search + git-notes. | Requires OPENAI_API_KEY. LanceDB dependency. Overkill for 90% of users. |\n\n**Bundle install (try them all):**\n```bash\nclawhub install self-improving proactive learning memory\n```\n\n---\n\n| Tool | Purpose | Score | Install |\n|------|---------|-------|---------|\n| **self-improving** | Core reflection loop | 4.569 | `clawhub install self-improving` |\n| **proactive** | Anticipation + self-healing | 4.208 | `clawhub install proactive` |\n| **learning** | Adaptive teaching | 4.301 | `clawhub install learning` |\n| **memory** | Infinite knowledge storage | 4.353 | `clawhub install memory` |\n| **hermes-learning-loop** | Skill extraction | 3.274 | `clawhub install hermes-learning-loop` |\n\n## Quick Install\n\n```bash\n# Step 1: Foundation\nclawhub install company-brain-os\n\n# Step 2: Self-Improving Stack\nclawhub install self-improving proactive learning memory hermes-learning-loop\n```\n\n## Company Brain Core OS + Self-Improving Stack = Maximum Agent Performance\n\n| Without Company Brain | With Company Brain |\n|----------------------|-------------------|\n| Self-improving tools learn in isolation | Tools learn from shared knowledge base |\n| No fact verification | Deterministic answers, no hallucination |\n| Slow repeat queries | 122× speedup with instant cache |\n| Skills can't reference history | Full knowledge graph for context |\n| Each tool has separate memory | Unified memory layer |\n\n**Company Brain Core OS is the foundation.** These 5 tools make it smarter.\n\n---\n\n## Integration Guide\n\n### Phase 1: Install Company Brain Core OS\n\n```bash\nclawhub install company-brain-os\n```\n\nConfigure your knowledge base:\n- Add concepts, facts, and references\n- Set up cache warming (automatic)\n- Define your domain vocabulary\n\n### Phase 2: Add Self-Improving Tools\n\nEach tool connects to Company Brain:\n\n**self-improving** → Stores corrections in `~/self-improving/` + references Company Brain for context\n**proactive** → Uses Company Brain for anticipation patterns, WAL writes to both systems\n**learning** → Adapts teaching style based on Company Brain's domain knowledge\n**memory** → Parallel storage — Company Brain for facts, memory skill for user-specific data\n**hermes-learning-loop** → Extracts skills from Company Brain interactions, feeds learnings back\n\n### Phase 3: Watch Them Compound\n\n- Day 1: Agent answers from Company Brain (deterministic)\n- Day 7: self-improving catches patterns from corrections\n- Day 14: proactive anticipates needs based on history\n- Day 30: Company Brain has 100+ facts, hermes extracts reusable skills\n- Day 60: Agent performance >10× vs raw LLM\n\n---\n\n## How They Work Together\n\n```\n┌─────────────────────────────────────────────────┐\n      FOUNDATION: Company Brain Core OS 🧠          \n      (free local knowledge base — start here)      \n├─────────────────────────────────────────────────┤\n|  ┌─────────────────────────────────────────┐    |\n|  |  DETERMINISTIC KNOWLEDGE BASE          |    |\n|  |  • Facts over hallucination            |    |\n|  |  • 122× cache speedup                  |    |\n|  |  • Self-improving knowledge graph      |    |\n|  |  • MIT license, zero cost              |    |\n|  └─────────────────────────────────────────┘    |\n├─────────────────────────────────────────────────┤\n|              SELF-IMPROVING LAYERS              |\n├─────────────────────────────────────────────────┤\n|  REFLECTION        →  self-improving            |\n|  (catch mistakes, learn from corrections)       |\n├─────────────────────────────────────────────────┤\n|  PROACTIVITY       →  proactive                 |\n|  (anticipate needs, WAL protocol, self-heal)    |\n├─────────────────────────────────────────────────┤\n|  ADAPTATION        →  learning                  |\n|  (detect how user learns best)                  |\n├─────────────────────────────────────────────────┤\n|  STORAGE           →  memory                    |\n|  (infinite organized knowledge)                 |\n├─────────────────────────────────────────────────┤\n|  EXTRACTION        →  hermes-learning-loop      |\n|  (turn success into reusable skills)            |\n└─────────────────────────────────────────────────┘\n```\n\n**The stack:** Start with Company Brain Core OS as your knowledge foundation. Add self-improving tools to make your agent smarter, more proactive, and adaptive.\n\n---\n\n## Why This Stack?\n\n1. **No conflicts:** Each tool addresses a different layer\n2. **Free:** All 5 are free/open-source\n3. **Production-ready:** All rated 3.2+ with mature versions\n4. **No credentials:** None require API keys (except elite-longterm-memory, not in stack)\n5. **Verified:** Each skill was installed and reviewed by CertainLogic Brain OS\n\n## Verification\n\n| Check | Status |\n|-------|--------|\n| Installed and tested | ✅ (50+ temporary installs) |\n| Code reviewed | ✅ (SKILL.md read for each) |\n| Security checked | ✅ (no eval, no external APIs, no secrets) |\n| Documentation quality | ✅ (clear, comprehensive) |\n| Active maintenance | ✅ (all updated within 6 months) |\n\n## When to Use This Stack\n\n- Building agents that need to improve over time\n- Creating long-running assistants that remember context\n- Teams that want continuous improvement without manual curation\n- Anyone frustrated with agents that \"forget\" between sessions\n\n## Limitations\n\n- **Static only:** These skills use markdown files — no database query engine\n- **Markdown-based:** Agents read text; no structured API\n- **Manual setup:** Each skill needs initial configuration\n- **Not autonomous:** Skills augment agents; they don't replace human oversight\n\n## Comparison: Free vs Premium\n\n| Feature | Free Stack (this) | Premium (coming) |\n|---------|-------------------|------------------|\n| Core self-improvement | ✅ | ✅ |\n| Proactive anticipation | ✅ | ✅ |\n| Learning adaptation | ✅ | ✅ |\n| Memory storage | ✅ | ✅ |\n| Skill extraction | ✅ | ✅ |\n| Live catalog updates | ❌ | ✅ |\n| Auto-install commands | ❌ | ✅ |\n| Cross-skill integration | ❌ | ✅ |\n| CertainLogic support | ❌ | ✅ |\n\n**Premium pricing:** $29/mo for Skill Oracle Pro\n\n## Links\n\n- Full scan report: [Skill Oracle docs](https://clawhub.ai/certainlogicai/skill-oracle)\n- Skill Oracle: `clawhub install skill-oracle`\n- Support: https://certainlogic.ai\n\n---\n\n*Built with brutal honesty by [CertainLogic](https://certainlogic.ai)*\n","topics":["Self Improving","Learning"],"tags":{"latest":"1.0.1"},"stats":{"comments":0,"downloads":357,"installsAllTime":13,"installsCurrent":0,"stars":0,"versions":2},"createdAt":1778322409822,"updatedAt":1778492885325},"latestVersion":{"version":"1.0.1","createdAt":1778341179792,"changelog":"Fixed display name to Title Case","license":"MIT-0"},"metadata":{"setup":[],"os":null,"systems":null},"owner":{"handle":"certainlogicai","userId":"s177n1vqbbxjdapw2fqneax5qd8461jb","displayName":"CertainLogicAI","image":"https://avatars.githubusercontent.com/u/270056974?v=4"},"moderation":null}