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Tools2026-07-26 · source-backed
Q00/ouroboros (5,165 stars, +196 this week) replaces prompting with a five-phase loop: interview → seed → execute → evaluate → evolve (GitHub). What separates it from other spec-driven tooling is that the gates are numbers. Socratic questioning must drive an ambiguity score to ≤0.2 before proceeding, and the evolve loop runs until ontology similarity converges at ≥0.95. The YAML seed spec is immutable once crystallized, execution uses Double Diamond decomposition, evaluation is a three-stage gate of mechanical → semantic → multi-model consensus. Nine reasoning modes across nine backends.
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Q00/ouroboros (5,449 stars, MIT) made dsh a first-class completion backend driving DeepSeek Harness's ACP automation server across its interview, seed, QA, and evaluate loop (GitHub). Two details to steal. OUROBOROS_DSH_CONFIG_PATH went into the untrusted .env denylist because...
It wires ChatGPT/Codex and Grok into DeepSeek Harness by OAuth in the web UI, and imports Claude credentials directly from an existing Claude Code session via the macOS Keychain or ~/.claude/.credentials.json. Tokens land in ~/.dsh/plugins/subscriptions/auth.json at mode 0600...
Matt Shumer's Gauntlet Loop went viral after a single-prompt Claude-built FPS pulled 3.8M views, and the pattern underneath is more useful than the demo. Three rules. First, the lead agent decomposes the goal into independently judgeable pieces, not the human. Second, each pie...
ChaoMixian/dsh2shell, created August 21, is a Python PoC for unauthenticated remote code execution against dsh web instances reachable on the network (GitHub). It arrives while the plugin ecosystem scales fast, with dshplugin/dsh-plugin-hub advertising 4,000+ community plugins...
A DeepSeek Harness plugin for booting simulators, building, and driving the UI by accessibility identity, OCR text, or list rows, against both simulator and physical device over USB. Created August 19, 152 stars. GitHub It renders a streaming sidebar panel the developer can ta...
The submission titled "CEO fired developers to make room for AI. Developers create open source AI CEO" pointed at SenteLabsAI/OpenExecutive, an Apache-2.0 FastAPI and Next.js 15 app running eight specialist Claude agents (CSO, CFO, CHRO, General Counsel, COO, CMO, CPO, Board C...
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