[WATCH] Generates HD short videos from a topic or keyword via an automated AI workflow. — REAL FIT: f4t-content-engine-v2 is a fitness content automation pipeline. Short-form video is the obvious next output format.
[WATCH] Run GitHub Actions locally. — Adopt when CI debugging cycles start costing real time. Cheap and genuinely useful.
[WATCH] Turns any PDF or image into structured data. 100+ languages. — REAL FIT: the LBTA receipt pipeline parses City of Laguna Beach receipt PDFs (5,457 rows / 1,347 players already ingested). If receipt parsing accuracy becomes a problem, this is the tool.
[WATCH] High-throughput memory-efficient inference and serving engine for LLMs. — Only if local model serving becomes a cost lever. Today all inference is API-side.
[WATCH] Self-hosted all-in-one git service with review, packages and CI/CD. — Only if GitHub dependency becomes a sale or privacy problem. 164 commits behind.
[WATCH] Enterprise-grade commercial-friendly agentic workflow platform. — None today.
[WATCH] Next-gen knowledge base combining planning, sorting and creating. Notion/Miro alternative. — Only if the Saska Sheriff-test is run on Notion and Notion loses. Notion is currently canonical for LBTA.
[WATCH] Long-horizon SuperAgent harness - sandboxes, memories, tools, skills, subagents, message gateway. — Study its message-gateway pattern - Andrew's cross-session handoff problem is exactly what a message gateway solves.
[WATCH] AI-driven development platform. — Only if Claude Code stops being the harness. No trigger today.
[WATCH] Leading open-source RAG engine fusing RAG with agent capabilities. — Only if the Supabase pgvector brain hits a ceiling it cannot be tuned past. It has not.
[WATCH] Turns a codebase plus docs, SQL schemas, configs and PDFs into a queryable knowledge graph. Local deterministic AST parsing, no vector store.
[WATCH] One CLI to read and search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu with zero API fees. — Useful for competitive-intel and community-sweep work. Zero API fees is the draw.
[WATCH] Self-healing browser harness that enables LLMs to complete any task. — Adopt only if Playwright MCP starts failing on self-healing selectors.
[WATCH] Self-hosted home display / smart board with no subscriptions. — Personal, not business. Family calendar surface.
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