sol: classify 8 AI-agent news items into fundraise/valuation/security
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25135c83eb977252d79624ff7d8ace8dc8591b04de32b4bda1bad6078fe70ea1 triage.json
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{
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"source": "web_search: recent AI-agent funding/valuation news",
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"retrieved": "2026-11-05",
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"items": [
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{
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"n": 1,
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"title": "Manus raises $500 million in first funding round since Meta breakup",
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"url": "https://www.cnbc.com/2026/10/08/manus-fund-raise-meta-muse-tencent.html",
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"published": "2026-10-08",
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"snippet": "Manus raised >$500M led by Boyu Capital and IDG Capital; valuation to double to $4B."
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},
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{
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"n": 2,
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"title": "Nous Research confirms it hit $1.5B valuation, launches AI agents for business users",
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"url": "https://techcrunch.com/2026/10/07/nous-research-confirms-it-hit-1-5b-valuation-launches-ai-agents-for-business-users/",
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"published": "2026-10-07",
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"snippet": "Nous raised $90M Series B at a $1.5B valuation; Hermes for Businesses announced."
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},
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{
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"n": 3,
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"title": "Omnichat Raises US$10M Series A Led by Openspace Capital to Scale AI Agent Platform",
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"url": "https://www.loganbanner.com/online_features/press_releases/omnichat-raises-us-10m-series-a-led-by-openspace-capital-to-scale-ai-agent-platform/article_d933363e-7830-5de5-936d-2ff5fed00022.html",
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"published": "2026-10-26",
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"snippet": "Omnichat's Agentic AI platform will scale Omni AI Agents for marketing, sales and service teams."
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},
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{
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"n": 4,
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"title": "Mintive Raises $7 Million Seed Round to Govern Enterprise AI Agent Identities",
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"url": "https://idtechwire.com/mintive-raises-7-million-seed-round-to-govern-enterprise-ai-agent-identities/",
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"published": "2026-10-30",
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"snippet": "Mintive governs identities and permissions for enterprise AI agents; signed 50+ customers."
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},
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{
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"n": 5,
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"title": "Easol raises $30M Series A extension to launch AI agents",
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"url": "https://www.sesamers.com/funding/easol-raises-30m-series-a-extension-festival-ai-agents/",
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"published": "2026-10-28",
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"snippet": "Easol closed $30M ($20M equity + $10M debt) for Teammates, AI agents for festival and experience businesses."
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},
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{
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"n": 6,
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"title": "Nvidia, Samsung back $90M round for AI agent startup Nous Research",
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"url": "https://siliconangle.com/2026/10/07/nvidia-samsung-back-90m-round-for-ai-agent-startup-nous-research/",
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"published": "2026-10-07",
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"snippet": "Robot Ventures led the Series B; Nvidia, Samsung, Y Combinator joined; valuation $1.5B."
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},
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{
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"n": 7,
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"title": "Suki raises $90M in Series E round to create AI agents",
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"url": "https://www.healthcaredive.com/news/suki-raises-90m-in-series-e-round-to-create-ai-agents/832862/",
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"published": "2026-10-13",
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"snippet": "Suki expands AI agents for referrals and prior authorizations; total >$250M raised."
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},
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{
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"n": 8,
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"title": "AI agent security startup AIR raises $50M seed, lands on Fortune Cyber 60",
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"url": "https://dealroom.co/news/168439-ai-agent-security-startup-air-raises-50m-seed-lands-on-fortune-cyber-60/",
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"published": "2026-10-30",
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"snippet": "AIR sells a security layer for AI agents; Sequoia led $10M, Greenoaks $40M; Fortune Cyber 60."
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}
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]
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}
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#!/usr/bin/env python3
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"""Triage: classify recent AI-agent news items into categories.
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Deterministic keyword rules over the item TITLE (headline focus).
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Categories are checked in priority order; the first matching category wins.
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Reads: /root/.hermes/wizard-outputs/sol/items.json
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Writes: /root/.hermes/wizard-outputs/sol/triage.json, triage.md, checksum.txt
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"""
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import hashlib
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import json
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import os
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SRC = "/root/.hermes/wizard-outputs/sol/items.json"
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OUT = "/root/.hermes/wizard-outputs/sol"
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KEY_RULES = [
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("valuation", ["valuation", "valued", "value"]),
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("security", ["security", "govern", "identity", "governance", "compliance"]),
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("fundraise", ["raise", "funding round", "series", "round", "back", "funding"]),
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("product", ["launch", "launching", "release", "platform", "announced"]),
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]
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CATEGORY_NAMES = {
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"fundraise": "Fundraise",
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"valuation": "Valuation",
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"security": "Security",
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"product": "Product",
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}
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def classify(title):
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low = title.lower()
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for category, kws in KEY_RULES:
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for kw in kws:
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if kw in low:
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return category, kw
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return "other", None
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def main():
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with open(SRC, encoding="utf-8") as f:
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data = json.load(f)
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results = []
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counts = {"fundraise": 0, "valuation": 0, "security": 0, "product": 0, "other": 0}
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for it in data["items"]:
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category, matched = classify(it["title"])
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results.append({
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"n": it["n"],
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"title": it["title"],
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"url": it["url"],
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"published": it["published"],
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"category": category,
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"category_name": CATEGORY_NAMES.get(category, category),
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"matched_keyword": matched,
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"evidence": "title contains keyword: %r" % (matched,),
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})
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counts[category] += 1
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out = {
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"schema": 1,
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"source": data["source"],
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"retrieved": data["retrieved"],
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"total": len(results),
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"categories": CATEGORY_NAMES,
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"counts": counts,
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"items": results,
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}
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os.makedirs(OUT, exist_ok=True)
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with open(os.path.join(OUT, "triage.json"), "w", encoding="utf-8") as f:
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json.dump(out, f, indent=2)
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with open(os.path.join(OUT, "triage.md"), "w", encoding="utf-8") as f:
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f.write("# AI-Agent News Triage\n\n")
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f.write("Source: %s Retrieved: %s\n\n" % (data["source"], data["retrieved"]))
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f.write("| # | Title | Category |\n|---|---|---|\n")
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for r in results:
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f.write("| %d | %s | %s |\n" % (r["n"], r["title"], r["category_name"]))
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f.write("\n## Counts\n\n")
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for k, v in counts.items():
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f.write("- %s: %d\n" % (CATEGORY_NAMES.get(k, k), v))
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f.write("\n## Methodology\n\n")
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f.write("Deterministic keyword triage of the item title; categories checked in "
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"priority order (valuation, security, fundraise, product, other); first "
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"matching keyword wins.\n")
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digest = hashlib.sha256(json.dumps(out, sort_keys=True).encode("utf-8")).hexdigest()
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with open(os.path.join(OUT, "checksum.txt"), "w", encoding="utf-8") as f:
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f.write(digest + " triage.json\n")
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print("classified %d items" % len(results))
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print("counts:", counts)
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print("sha256:", digest)
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if __name__ == "__main__":
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main()
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{
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"generated": "2026-10-31T00:00:00Z",
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"query": "Hermes Agent local LLM free tier",
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"total": 15,
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"buckets": {"HOT": 3, "FOUNDATIONAL": 10, "NOISE": 2},
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"schema": 1,
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"source": "web_search: recent AI-agent funding/valuation news",
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"retrieved": "2026-11-05",
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"total": 8,
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"categories": {
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"fundraise": "Fundraise",
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"valuation": "Valuation",
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"security": "Security",
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"product": "Product"
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},
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"counts": {
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"fundraise": 5,
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"valuation": 1,
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"security": 2,
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"product": 0,
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"other": 0
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},
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"items": [
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{"index": 1, "url": "https://hermes-agent.nousresearch.com/docs/user-guide/local-models", "title": "Local Models | Hermes Agent", "bucket": "HOT", "verdict": "Run open models fully on your own machine via llama.cpp; free inference, no hosted token bill.", "evidence": "Hermes downloads and manages the inference engine (llama.cpp) and picks the right build per hardware."},
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{"index": 2, "url": "https://hermes-agent.nousresearch.com/docs/user-guide/configuration", "title": "Hermes Agent Configuration", "bucket": "HOT", "verdict": "One OAuth (hermes setup --portal) yields all four Tool Gateway tools; local models plug in as a free provider.", "evidence": "Run hermes setup --portal - one OAuth gets you a model provider and all four Tool Gateway tools without hand-editing YAML."},
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{"index": 3, "url": "https://build.nvidia.com/playbooks/hermes-agent/instructions", "title": "Run Hermes Agent with a Local LLM | Playbooks", "bucket": "HOT", "verdict": "Point Hermes at a pre-existing local OpenAI-compatible endpoint; install script plus custom-endpoint wizard.", "evidence": "curl -fsSL https://raw.githubusercontent.com/NousResearch/hermes-agent/main/scripts/install.sh | bash; choose Custom endpoint (enter URL manually)."},
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{"index": 4, "url": "https://github.com/riskikuller/hermes-agent-new/blob/main/website/docs/user-guide/features/memory-providers.md", "title": "memory-providers.md (hermes-agent-new)", "bucket": "FOUNDATIONAL", "verdict": "Hermes memory can be self-hosted/OSS at no license cost; separate from the local-inference question.", "evidence": "Cost: Free (open-source, AGPL-3.0); self-hosted or OSS; requires hermes plugins install mem0."},
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{"index": 5, "url": "https://github.com/lz2026km/hermes-agent/blob/main/website/docs/integrations/providers.md", "title": "providers.md (lz2026km fork)", "bucket": "FOUNDATIONAL", "verdict": "Lists Gemini free tier (60 req/min, 1000/day, OAuth) and custom endpoints (Ollama at localhost:11434/v1).", "evidence": "Google Gemini (OAuth): free tier supported, browser PKCE login, free tier auto-provisions a Google-managed project."},
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{"index": 6, "url": "https://www.getorchestra.io/guides/open-source-ai-agent", "title": "Open-Source AI Agents: Top Projects for Developers - Orchestra", "bucket": "FOUNDATIONAL", "verdict": "Fully offline path = Aider or OpenCode pointed at a local model server such as Ollama.", "evidence": "OpenCode lists local models via Ollama, LM Studio, llama.cpp and Atomic Chat among 75+ providers."},
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{"index": 7, "url": "https://www.kdnuggets.com/7-python-frameworks-for-orchestrating-local-ai-agents", "title": "7 Python Frameworks for Orchestrating Local AI Agents", "bucket": "FOUNDATIONAL", "verdict": "Ollama is Docker for LLMs: one command pulls a model and serves an OpenAI-compatible endpoint; free once downloaded.", "evidence": "Ollama exposes an OpenAI-compatible API and is the closest thing to Docker for language models."},
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{"index": 8, "url": "https://www.ayautomate.com/blog/open-source-llm-orchestration-tools", "title": "Semantic Router, Best For...", "bucket": "FOUNDATIONAL", "verdict": "Ollama is the local-model tier in orchestration pools; routers route privacy-sensitive requests to it before paid APIs.", "evidence": "Ollama runs open models locally behind an OpenAI-compatible endpoint; cheapest tier that routers send local/privacy requests to."},
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{"index": 9, "url": "https://www.langchain.com/resources/ai-agent-frameworks", "title": "The best AI agent frameworks in 2026", "bucket": "FOUNDATIONAL", "verdict": "LangChain + LangGraph is the most widely adopted open-core agent stack; local runtimes via Ollama supported.", "evidence": "LangChain ~134k GitHub stars; pairs natively with LangGraph for stateful multi-agent orchestration; local runtimes via Ollama."},
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{"index": 10, "url": "https://www.sim.ai/library/open-source-ai-agent-platforms", "title": "Best Open Source AI Agents and Platforms in 2026 - Sim AI", "bucket": "FOUNDATIONAL", "verdict": "Self-hosted stacks (Sim, CrewAI) connect to Ollama/vLLM/LM Studio/LiteLLM via base URLs; assess compute first.", "evidence": "Self-hosted Sim connects to Ollama through OLLAMA_URL and to vLLM, LM Studio, or LiteLLM through compatible base URLs."},
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{"index": 11, "url": "https://infrabase.ai/compare/frameworks-stacks", "title": "Frameworks & Stacks Pricing: 33 Providers Compared (2026)", "bucket": "NOISE", "verdict": "Vendor-priced comparison table; useful for cost math, not for picking this stack.", "evidence": "45 of 49 frameworks & stacks listed offer a free tier or free credits; 45 of 49 support self-hosting."},
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{"index": 12, "url": "https://agnt.gg/articles/agents/best-free-ai-agents", "title": "The 12 Best Free AI Agents in 2026 (Actually Free) - AGNT", "bucket": "FOUNDATIONAL", "verdict": "Only actually free when software + model + hardware are all free; Ollama/LM Studio local model = zero model bill.", "evidence": "An agent is only actually free when software is free, a local model through Ollama or LM Studio, on hardware you already own."},
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{"index": 13, "url": "https://theagentsindex.com/collections/ai-agent-tools-you-can-self-host", "title": "Self-hosted: a census of 109 listings - The Agents Index", "bucket": "FOUNDATIONAL", "verdict": "Census: 38 of 201 tools are Self-host/Both; 34 of 38 free plan or freemium - set free-tier expectations.", "evidence": "38 of 201 current tools set it to Self-host or Both; 34 of 38 have a free plan or freemium."},
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{"index": 14, "url": "https://resources.rework.com/tools/ai-agents/best-free-ai-agents-2026", "title": "Best Free AI Agents in 2026: 17 Tools Ranked - Rework", "bucket": "NOISE", "verdict": "Ranking of free options; useful breadth, but the real bill is server + model tokens.", "evidence": "Every self-hosted open-source option lands roughly $10-$30/month once you price server + model tokens; 'free' means no license fee, not $0."},
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{"index": 15, "url": "https://github.com/DevAnimecx/free-ai-agent-stack/blob/main/data/llm-apis.yaml", "title": "llm-apis.yaml (free-ai-agent-stack)", "bucket": "FOUNDATIONAL", "verdict": "Open-source stacks categorize providers into tiers including a free local/self-hosted tier (Ollama).", "evidence": "Tier D - local and self-hosted (unlimited, $0, hardware-bound); provider: Ollama, the default way to run open models locally."}
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{
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"n": 1,
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"title": "Manus raises $500 million in first funding round since Meta breakup",
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"url": "https://www.cnbc.com/2026/10/08/manus-fund-raise-meta-muse-tencent.html",
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"published": "2026-10-08",
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"category": "fundraise",
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"category_name": "Fundraise",
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"matched_keyword": "raise",
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"evidence": "title contains keyword: 'raise'"
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},
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{
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"n": 2,
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"title": "Nous Research confirms it hit $1.5B valuation, launches AI agents for business users",
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"url": "https://techcrunch.com/2026/10/07/nous-research-confirms-it-hit-1-5b-valuation-launches-ai-agents-for-business-users/",
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"published": "2026-10-07",
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"category": "valuation",
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"category_name": "Valuation",
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"matched_keyword": "valuation",
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"evidence": "title contains keyword: 'valuation'"
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},
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{
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"n": 3,
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"title": "Omnichat Raises US$10M Series A Led by Openspace Capital to Scale AI Agent Platform",
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"url": "https://www.loganbanner.com/online_features/press_releases/omnichat-raises-us-10m-series-a-led-by-openspace-capital-to-scale-ai-agent-platform/article_d933363e-7830-5de5-936d-2ff5fed00022.html",
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"published": "2026-10-26",
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"category": "fundraise",
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"category_name": "Fundraise",
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"matched_keyword": "raise",
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"evidence": "title contains keyword: 'raise'"
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},
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{
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"n": 4,
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"title": "Mintive Raises $7 Million Seed Round to Govern Enterprise AI Agent Identities",
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"url": "https://idtechwire.com/mintive-raises-7-million-seed-round-to-govern-enterprise-ai-agent-identities/",
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"published": "2026-10-30",
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"category": "security",
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"category_name": "Security",
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"matched_keyword": "govern",
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"evidence": "title contains keyword: 'govern'"
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},
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{
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"n": 5,
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"title": "Easol raises $30M Series A extension to launch AI agents",
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"url": "https://www.sesamers.com/funding/easol-raises-30m-series-a-extension-festival-ai-agents/",
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"published": "2026-10-28",
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"category": "fundraise",
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"category_name": "Fundraise",
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"matched_keyword": "raise",
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"evidence": "title contains keyword: 'raise'"
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},
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{
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"n": 6,
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"title": "Nvidia, Samsung back $90M round for AI agent startup Nous Research",
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"url": "https://siliconangle.com/2026/10/07/nvidia-samsung-back-90m-round-for-ai-agent-startup-nous-research/",
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"published": "2026-10-07",
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"category": "fundraise",
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"category_name": "Fundraise",
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"matched_keyword": "round",
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"evidence": "title contains keyword: 'round'"
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},
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{
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"n": 7,
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"title": "Suki raises $90M in Series E round to create AI agents",
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"url": "https://www.healthcaredive.com/news/suki-raises-90m-in-series-e-round-to-create-ai-agents/832862/",
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"published": "2026-10-13",
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"category": "fundraise",
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"category_name": "Fundraise",
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"matched_keyword": "raise",
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"evidence": "title contains keyword: 'raise'"
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},
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{
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"n": 8,
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"title": "AI agent security startup AIR raises $50M seed, lands on Fortune Cyber 60",
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"url": "https://dealroom.co/news/168439-ai-agent-security-startup-air-raises-50m-seed-lands-on-fortune-cyber-60/",
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"published": "2026-10-30",
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"category": "security",
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"category_name": "Security",
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"matched_keyword": "security",
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"evidence": "title contains keyword: 'security'"
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}
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]
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}
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}
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+22
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@@ -1,34 +1,26 @@
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# Triage digest: Hermes Agent local LLM free tier
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Generated 2026-10-31. 15 real search results classified into HOT / FOUNDATIONAL / NOISE.
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# AI-Agent News Triage
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## Verdict
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- HOT (3): direct steps to run Hermes on a local LLM with no hosted bill.
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- FOUNDATIONAL (10): context on local serving, orchestration, self-host pricing, and expectations.
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- NOISE (2): generic vendor price lists, useful for cost math only.
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Source: web_search: recent AI-agent funding/valuation news Retrieved: 2026-11-05
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## HOT (direct answer)
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| # | Verdict | Source |
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|---|---------|--------|
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| 1 | Run open models fully on your own machine via llama.cpp; free inference, no hosted token bill. | https://hermes-agent.nousresearch.com/docs/user-guide/local-models |
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| 2 | One OAuth (hermes setup --portal) yields all four Tool Gateway tools; local models plug in as a free provider. | https://hermes-agent.nousresearch.com/docs/user-guide/configuration |
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| 3 | Point Hermes at a pre-existing local OpenAI-compatible endpoint; install script plus custom-endpoint wizard. | https://build.nvidia.com/playbooks/hermes-agent/instructions |
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| # | Title | Category |
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|---|---|---|
|
||||
| 1 | Manus raises $500 million in first funding round since Meta breakup | Fundraise |
|
||||
| 2 | Nous Research confirms it hit $1.5B valuation, launches AI agents for business users | Valuation |
|
||||
| 3 | Omnichat Raises US$10M Series A Led by Openspace Capital to Scale AI Agent Platform | Fundraise |
|
||||
| 4 | Mintive Raises $7 Million Seed Round to Govern Enterprise AI Agent Identities | Security |
|
||||
| 5 | Easol raises $30M Series A extension to launch AI agents | Fundraise |
|
||||
| 6 | Nvidia, Samsung back $90M round for AI agent startup Nous Research | Fundraise |
|
||||
| 7 | Suki raises $90M in Series E round to create AI agents | Fundraise |
|
||||
| 8 | AI agent security startup AIR raises $50M seed, lands on Fortune Cyber 60 | Security |
|
||||
|
||||
## FOUNDATIONAL (context)
|
||||
| # | Verdict | Source |
|
||||
|---|---------|--------|
|
||||
| 4 | Hermes memory can be self-hosted/OSS at no license cost; separate from local inference. | https://github.com/riskikuller/hermes-agent-new/blob/main/website/docs/user-guide/features/memory-providers.md |
|
||||
| 5 | Lists Gemini free tier (60 req/min, 1000/day, OAuth) and custom endpoints (Ollama at localhost:11434/v1). | https://github.com/lz2026km/hermes-agent/blob/main/website/docs/integrations/providers.md |
|
||||
| 6 | Fully offline path = Aider or OpenCode pointed at a local model server such as Ollama. | https://www.getorchestra.io/guides/open-source-ai-agent |
|
||||
| 7 | Ollama is Docker for LLMs: one command pulls a model and serves an OpenAI-compatible endpoint; free once downloaded. | https://www.kdnuggets.com/7-python-frameworks-for-orchestrating-local-ai-agents |
|
||||
| 8 | Ollama is the local-model tier in orchestration pools; routers route privacy-sensitive requests to it before paid APIs. | https://www.ayautomate.com/blog/open-source-llm-orchestration-tools |
|
||||
| 9 | LangChain + LangGraph is the most widely adopted open-core agent stack; local runtimes via Ollama supported. | https://www.langchain.com/resources/ai-agent-frameworks |
|
||||
| 10 | Self-hosted stacks (Sim, CrewAI) connect to Ollama/vLLM/LM Studio/LiteLLM via base URLs; assess compute first. | https://www.sim.ai/library/open-source-ai-agent-platforms |
|
||||
| 12 | Only actually free when software + model + hardware are all free; Ollama/LM Studio local model = zero model bill. | https://agnt.gg/articles/agents/best-free-ai-agents |
|
||||
| 13 | Census: 38 of 201 tools are Self-host/Both; 34 of 38 free plan or freemium - set free-tier expectations. | https://theagentsindex.com/collections/ai-agent-tools-you-can-self-host |
|
||||
| 15 | Open-source stacks categorize providers into tiers including a free local/self-hosted tier (Ollama). | https://github.com/DevAnimecx/free-ai-agent-stack/blob/main/data/llm-apis.yaml |
|
||||
## Counts
|
||||
|
||||
## NOISE (cost math only)
|
||||
| # | Verdict | Source |
|
||||
|---|---------|--------|
|
||||
| 11 | Vendor-priced comparison table; useful for cost math, not for picking this stack. | https://infrabase.ai/compare/frameworks-stacks |
|
||||
| 14 | Ranking of free options; useful breadth, but the real bill is server + model tokens. | https://resources.rework.com/tools/ai-agents/best-free-ai-agents-2026 |
|
||||
- Fundraise: 5
|
||||
- Valuation: 1
|
||||
- Security: 2
|
||||
- Product: 0
|
||||
- other: 0
|
||||
|
||||
## Methodology
|
||||
|
||||
Deterministic keyword triage of the item title; categories checked in priority order (valuation, security, fundraise, product, other); first matching keyword wins.
|
||||
Reference in new issue
Block a user