Projects
Open-source tools for AI development, built in conversations with Claude.
Open Source
Psyche
Open-source psychometric persona profiling framework. Web-hosted personality assessment combining 15 validated instruments (~260 items) with AI-analyzed interview responses. Anonymous by design — no IP, no accounts, no cookies.
- 15 validated psychometric instruments (Big Five, Dark Triad, attachment, grit, etc.)
- AI-generated narrative personality reports
- Claude MCP integration for conversational interviews
- Cross-LLM benchmarking schema for research
- Two-level consent design for IRB-exempt research
Claude Evolution System
Self-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)
Persona Testing
AI 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
Frontier Inference Margins
An 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 — a ≈77% central-scenario modeled unit serving margin (not a company gross margin), every assumption adjustable
- 34-claim typed evidence registry with provenance tiers
- Read-only MCP connector at margins-mcp.ashitaorbis.com
- Three test suites and published release gates behind every deploy
Project Timeline
Psyche
Open-source psychometric persona profiling framework. Web-hosted personality assessment combining 15 validated instruments (~260 items) with AI-analyzed interview responses. Anonymous by design — no IP, no accounts, no cookies.
Project Meridian
Financial projection software for a specific industry. Users model long-term scenarios, plan capital improvements, and generate stakeholder presentations.
Claude Evolution System
Self-improving AI development environment. Discovers new capabilities, evaluates them against a scoring framework, and integrates approved tools on cron.
DSPy Prompt Optimizer
Automated prompt engineering using Stanford's DSPy framework. Optimizes Claude Code skill prompts through bootstrap, copro, and iterative algorithms with cross-validation.
Agent Embassy
Turnkey Docker Compose for sandboxing AI agents. Egress proxy allowlist, output validation, read-only filesystem. Three containers, zero host access.
Persona Testing
AI persona testing framework. Define user personas in YAML, run automated UX testing with browser automation, get structured feedback from real user perspectives.
Revenue Pipeline
Three-phase autonomous revenue discovery system. Discovers niches, validates with AI-realizability gates, develops MVPs, and deploys.
Games Pipeline
Pipeline-based game development exploring AI-generated games. Active projects include Slime Survivor, WW2 Gacha, AFK Gacha, and autonomous game development experiments.
Discord Bot Ecosystem
Two Discord bots for workspace automation. Evolution bot handles revenue and capability updates. Orchestrator bot manages workspace status, game updates, and cross-project awareness.
Genealogy Research
AI-assisted family history research using multiple search APIs, document analysis, and systematic brick-wall breaking strategies.
Ashita Orbis Blog
This blog. Three-tier exploration of web development complexity: raw HTML, Astro, and Next.js. Features agent-accessible API, comment system, and embedded AI chat.
MCP Integrations
Custom Model Context Protocol server integrations: Codex CLI wrapper, search framework selection, mgrep semantic search, and tool search optimization.
Historical Nanochat
Time-locked language models trained on pre-cutoff historical texts using Karpathy's nanochat pipeline. Exploring whether small models trained exclusively on period texts can reproduce the linguistic patterns of their era.
Document Pipeline
Local OCR pipeline for digitizing physical documents. Scans paper records through a local LLM (OLMo 2) to produce structured spreadsheet data, with human review for accuracy.
ChatLedger
Personal conversation analysis system. Extracts structured data (claims, decisions, emotional arcs, negotiation patterns) from SMS and chat history, with a benchmarked extraction schema refined through multi-metric field screening.
Voice Research
Private voice and speech research. Details withheld by design.
The Amnesiac Story
Collaborative fiction project: first-person fantasy narrative from an anterograde amnesiac protagonist. Multi-agent workflow with world-librarian, story-writer, story-curator, and story-editor agents.
Cache Warmer
Fork-based prompt-cache warmer for Claude Code. Keeps long sessions warm in the Anthropic prompt cache without modifying them: idle sessions nearing cache expiry are warmed through disposable interactive forks, with per-warm cache_read receipts proving each refresh worked.
Project Ledger
Personal portfolio falsification system: every investment thesis decomposes into pre-registered falsifiers with named public observables, watched twice daily by an AI monitor with escalating alerts. Regime-tolerant exit rules and state-triggered re-entry replace judgment at extremes — past me decides, present me executes.
Frontier Inference Margins
An 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.