27 self-evolving research skills — Karpathy's autoresearch pattern meets genetic skill evolution
DPIIT Registered Startup · NVIDIA Inception Program · Zoho for Startups
27 self-evolving research skills with Karpathy's autoresearch pattern. Skill Organism genetic evolution, LLM-as-Judge evaluation, Scrapling live web intelligence, trilogy integration (social listening, intelligence, scenario simulation). Claude Code, MCP, LangChain, CrewAI, OpenAI.
End-to-end video content pipeline. Script generation, visual planning, content strategy.
Org-level configuration. Issue templates, PR templates, community health files.
| Layer | Component | What it does |
|---|---|---|
| 5. Simulation | MiroFish-inspired simulator | Swarm-based what-if analysis with counterfactual injection |
| 4. Intelligence | BettaFish-inspired engine | Multi-source intelligence, forum analysis, multimodal |
| 3. Data | MindSpider connector | Live topic feeds from social listening deployments |
| 2. Evolution | Skill Organism + ARENA.md | Autonomous overnight evolution with fitness tracking |
| 1. Foundation | 27 core skills + eval lab | Research, security, MLOps, orchestration, quality |
| Skill | Category | Status |
|---|---|---|
agent-orchestrator | Agents | Active |
agent-output-validator | Validation | Active |
code-review-engine | Engineering | Active |
context-engineer | Engineering | Active |
de-slop | Quality | Active |
design-system-forge | Design | Active |
dev-lifecycle-engine | DevOps | Active |
diff-generator | Engineering | Active |
forum-intelligence | Intelligence | Active |
github-mcp | Integration | Active |
intelligence-query | Intelligence | Active |
meta-skill-evolver | Meta | Active |
mindspider-connector | Data | Active |
mlops-standards | MLOps | Active |
multimodal-analyst | Intelligence | Active |
persistent-memory | Infrastructure | Active |
pre-package-pipeline | Packaging | Active |
prompt-architect | Engineering | Active |
repo-publisher | DevOps | Active |
research-workflow | Research | Active |
scenario-simulator | Simulation | Active |
security-audit | Security | Active |
session-memory | Infrastructure | Active |
skill-test-harness | Testing | Active |
skill-validator | Validation | Active |
tdd-enforcer | Testing | Active |
web-intelligence | Intelligence | Active |
Individual skill pages: docs/skills/
| Control | Status |
|---|---|
| Secret Scanning + Push Protection | Enabled |
| Dependabot Security Updates | Enabled |
| CI/CD Security Scanning (Bandit) | Active |
| SECURITY.md Disclosure Policy | Published |
| CODEOWNERS Review Requirements | Configured |
| Branch Protection | Script ready, needs manual activation |
| Commit Signing | Recommended, not enforced |
See CONTRIBUTING.md for the full contribution guide. All PRs require passing CI checks and one approving review.