Jiaqi Chen@Iloos

intrprt.it Agent-to-Agent Memory 1) Problem - Data silos: financial, macro, sentiment, news, dark data. - Ephemeral LLM outputs: no persistence, no reuse. - Wasted reasoning: same “inflation outlook” recomputed daily. - Agent gap: no qualitative time-series memory layer. 2) Solution - Persistent, time-indexed LLM columns = reusable memory units. - Agents in Coral: Ingestion builds/updates; Lookup serves. 3) Use Cases Finance: CPI “inflation outlook” column → instant reuse, no PDF crawl. Derivatives: OHLC + macro + sentiment → “recession probability” column. Market Research: forums + filings + reviews → sentiment trends. Breadth/Depth: merge 10 feeds into stress index; stack layers → cheaper each step. Pitch line: “Every new layer of insight gets cheaper the deeper you go.” 4) MVP - intrprt.it API: search, series.get, ingestion.run. - Stack: Supabase (Postgres JSONB, pg_cron), Edge Functions. - Tables: configs, ts_dtypes, logs. - Coral integration: ingestion + lookup agents. 5) Market - Alt-data $11.65B (2024) → $140B (2030). - Fin. data services $23.3B (2023) → $42.6B (2031). Gap: no open memory layer of LLM-derived qualitative streams. 6) Business - SaaS tiers: Basic / Pro / Institutional. - API pricing: per column or request. - Future: column marketplace, premium compute. 7) Roadmap Hackathon: 2 demo columns, Coral tools. Next: multi-source, weekly/monthly tables. Future: rollups, backfill, catalogs, marketplace. 8) Risks - Quality: schema validation, confidence scores. - Storage: derived outputs only. - Cost: budget caps, token accounting. - Complexity: strict JSON configs. 🔑 Hook “intrprt.it turns throwaway LLM answers into persistent, composable memory. Agents stop wasting tokens — every reasoning chain gets shorter, cheaper, and smarter.” 📊 Wins - Up to 95% cost savings at scale. - 0.5–1.8s faster per request (compounding). - >1000× lower energy per request.

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!

Join the Internet of Agents Hackathon to build real-world, rentable agents using Coral Protocol and Solana-powered payments. 📅 September 14–21, 2025 Sept 14–21: Build online with global innovators. Submit projects by the deadline. Sept 20 (NYC): On-site build day at Solana Skyline (invitation only). Sept 21 (NYC): Live pitches, networking, and winner announcements. 🧠 Mentorship from experts and Coral specialists throughout. 🤝 Participate solo or in teams. 📍 Travel and accommodation not covered. 🚀 Sign up now to secure your spot before the Kick-Off Stream!