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Give you decision-ready references for the most common AI engineering problems
Willow 2.0 — local-first memory, MCP tools, and fleet coordination for AI agents. Postgres KB, Ollama default, Grove LAN remote.
Deterministic AT-SPI multi-platform AI consultation engine
Hybrid retrieval (RAG): dense vector + BM25, multi-scale chunking, query-type routing, optional graph/motif enrichment. FastAPI serving, bring-your-own embedding model.
AI agents can now write 99% of the code. This changes what it means to be a developer. Our role shifts to knowing "what good looks like". To do that, we need completely new developer tools. Tendril…
Multi-scanner regression harness for pickle-based ML model formats. Reproducible coverage measurement of modelscan, fickling, and other static scanners against publicly-disclosed bypass classes.
Automated MCP server reconnection for Claude Code tmux sessions. No API — drives the /mcp menu via tmux send-keys.
Start-here template for teams running a multi-CLI AI fleet: the shared operating spine (routing, recaps, action logs, prompting standards, 6sigma workflow, per-CLI orientation, cron registry) for t…
Production-grade LangGraph state machine for AI agents that survive restarts. Redis-Streams task source + auto-compaction + ROI gate + pluggable safety policies. MIT licensed.
Autonomous wake for multi-Claude-Code-instance fleets. 4 hooks + Redis-backed inbox + daemon. Instances notify each other; idle ones get woken without a human in the loop. Sibling to claude-code-ap…
Tmux-fleet orchestration: supervisor↔worker dispatch, plan/task tracking, recurring schedules, universal Stop+notify across Claude Code / codex / gemini / grok / any REPL CLI. Depends on claude-cod…
Auto-recover Claude Code sessions stuck on transient API errors. Outer-loop watchdog for unattended tmux Claude Code with usage-limit discrimination, exponential backoff, and 10-retry cap. Single f…
AI-native multi-channel support spine — Phase 0 GitHub webhook intake + Redis unified inbox + deterministic thread_id + bug-lock + first-contact AI disclosure. Native Python; no Docker, no Rails. A…