Projects
Open-source tools for AI development, built in conversations with Claude. Machine-readable data at /api/projects.
Open Source
Claude Evolution System
productionSelf-improving AI development environment. Discovers new capabilities, evaluates them against a scoring framework, and integrates approved tools on cron.
- Autonomous capability discovery pipeline
- 5-criterion evaluation scoring framework
- Auto-integration of approved capabilities
- Multi-model orchestration (Claude, Codex, Gemini)
Agent Embassy
archivedDocker Compose setup for running AI agents. Best-effort Docker hardening for broadly trusted agents, not a containment boundary for compromised code.
- Read-only root filesystem, dropped capabilities
- Ordinary HTTP(S) traffic routed through a Squid allowlist; DNS and documented engine-specific bypasses remain
- Best-effort output checks with secret detection; they do not gate consumption or scan all writes
- Optional agent metadata in YAML
Persona Testing
productionAI persona testing framework. Define user personas in YAML, run automated UX testing with browser automation, get structured feedback from real user perspectives.
- YAML persona definitions with scenarios and criteria
- Structured reports with fixable/tradeoff classification
- CI/CD integration via readiness thresholds
- Example personas: new user, power user, accessibility
All Projects
Project Meridian
active developmentFinancial projection software for a specific industry. Users model long-term scenarios, plan capital improvements, and generate stakeholder presentations.
- Multi-year financial modeling
- Scenario comparison
- Stakeholder presentation generation
- Persona-tested with 3 user profiles
DSPy Prompt Optimizer
productionAutomated prompt engineering using Stanford's DSPy framework. Optimizes Claude Code skill prompts through bootstrap, copro, and iterative algorithms with cross-validation.
- 11 of 13 targets deployed
- Bootstrap, CoPro, iterative algorithms
- Cross-validation with dropout
- Background optimization with tracking
Revenue Pipeline
frozenThree-phase autonomous revenue discovery system. Discovers niches, validates with AI-realizability gates, develops MVPs, and deploys.
- AI-realizability gate
- Autonomous niche discovery
- 26+ shared skills
Games Pipeline
active developmentPipeline-based game development exploring AI-generated games. Active: Slime Survivor, WW2 Gacha, AFK Gacha, and autonomous gamedev experiments.
- AI-generated .tscn scene files
- Autonomous game development
- Multiple genres
Discord Bot Ecosystem
productionTwo Discord bots for workspace automation. Evolution bot handles revenue and capability updates. Orchestrator manages workspace status and cross-project awareness.
- Claudius (Evolution) — port 3002
- Orchestrator — port 3003
Genealogy Research
ongoingAI-assisted family history research using multiple search APIs, document analysis, and systematic brick-wall breaking strategies.
- Multi-source search (Exa, Brave, Codex)
- Document analysis with Gemini OCR
- Brick-wall breaker agent
- Family tree builder
The Amnesiac Story
ongoingCollaborative fiction. First-person fantasy narrative from an anterograde amnesiac protagonist. Multi-agent workflow for consistency and arc shaping.
- World-librarian for factual consistency
- Story-writer for journal entries
- Story-curator for canonization
- Story-editor for arc shaping
Ashita Orbis Blog
in developmentThis blog. Three-tier exploration of web development complexity with agent-accessible API, comment system, and embedded AI chat.
- Raw HTML / Astro / Next.js tiers
- Cloudflare Workers API
- D1 database for comments
- Embedded AI agent
Frontier Inference Margins
productionAn honesty-first interactive cost model of frontier-LLM inference serving margins — mechanism-first calculator, typed public-claims registry, and a long-form research report. Every number carries its epistemic status.
- Mechanism-first calculator, every assumption adjustable
- 34-claim typed evidence registry
- Read-only MCP connector
- Three test suites + published release gates
Espresso Machine Guide for Canada
productionA buying guide that ranks 32 espresso machines sold in Canada for the drink you order at Starbucks. Every score names its source, and prices are dated.
- 576 sourced scores, 87 YouTube tests cited to the second
- Estimated fit for your drink, with thin evidence flagged
- Prices as observed on 1 Oct 2026, each dated, not live
MCP Integrations
productionCustom Model Context Protocol server integrations: Codex CLI wrapper, search framework, mgrep semantic search, and tool search optimization.
- Codex (GPT-5) for cross-validation
- 85% token reduction via Tool Search
- mgrep semantic search
- Multi-model orchestration