KRW Ontology builds AI for verifiable SEC filing research

COVERAGE [11]

1. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 15:45

   Metadata and document analysis: how to find hidden evidence # negativepid # digitalInvestigations # OSINT # cybersecurity # AI # tech # onlineInvestigations # r

   Metadata and document analysis: how to find hidden evidence # negativepid # digitalInvestigations # OSINT # cybersecurity # AI # tech # onlineInvestigations # robotics # cyberpsychology # cybercrime https:// negativepid.blog/metadata-and- document-analysis-how-to-find-hidden-evid…

   LINKS negativepid.blog/metadata-and-document-an… negativepid.blog/metadata-and-document-an…
2. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   Investors do not need more confident summaries. They need answers they can question. A good research workflow should make it easy to ask: what filing supports t

   Investors do not need more confident summaries. They need answers they can question. A good research workflow should make it easy to ask: what filing supports this, what changed, and what risk language matters? That is the direction behind KRW Ontology. # AI # Investing # SECfili…

3. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   A filing is not a flat document. It is a network of claims, risks, business activities, and financial explanations. The public message is simple: users should b

   A filing is not a flat document. It is a network of claims, risks, business activities, and financial explanations. The public message is simple: users should be able to ask a question and return to the evidence behind the answer. KRW Ontology exists for that. # AI # Investing # …

4. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   The best AI research tools will not replace judgment. They will make judgment easier to apply. That means showing the answer, the supporting context, and the pa

   The best AI research tools will not replace judgment. They will make judgment easier to apply. That means showing the answer, the supporting context, and the path back to the original disclosure. KRW Ontology is built for that kind of source-checkable workflow. # AI # Investing #…

5. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   “What changed in the business?” is usually a better question than “Is this stock good?” Good company research starts with drivers, risks, and disclosure languag

   “What changed in the business?” is usually a better question than “Is this stock good?” Good company research starts with drivers, risks, and disclosure language. KRW Ontology helps users ask those questions and check the answer against the filing context. # AI # Investing # SECf…

6. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   If an AI answer cannot be checked, it is not research yet. It may be useful. It may be a good draft. But for investing, the answer has to point back to company

   If an AI answer cannot be checked, it is not research yet. It may be useful. It may be a good draft. But for investing, the answer has to point back to company evidence. KRW Ontology focuses on making that evidence path part of the answer itself. # AI # Investing # SECfilings

7. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   Search finds documents. Research follows evidence. When you ask a company question, the useful output is not just a summary. It is a path back to the company di

   Search finds documents. Research follows evidence. When you ask a company question, the useful output is not just a summary. It is a path back to the company disclosure that supports the answer. That is the workflow KRW Ontology is building. # AI # Investing # SECfilings

8. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   The risk with AI research is not only hallucination. The bigger everyday risk is false confidence. A paragraph sounds right. A conclusion feels plausible. But y

   The risk with AI research is not only hallucination. The bigger everyday risk is false confidence. A paragraph sounds right. A conclusion feels plausible. But you cannot verify where it came from. KRW Ontology is designed to keep the source trail visible. # AI # Investing # SECfi…

9. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

   A 10-K is not hard only because it is long. It is hard because the answer you need is scattered across business context, risk language, and financial explanatio

   A 10-K is not hard only because it is long. It is hard because the answer you need is scattered across business context, risk language, and financial explanation. KRW Ontology turns that filing context into answers users can inspect, not just read. # AI # Investing # SECfilings

10. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

    Every polished AI summary should trigger one follow-up question: Where is the source? In company research, fluent language is not enough. The answer has to surv

    Every polished AI summary should trigger one follow-up question: Where is the source? In company research, fluent language is not enough. The answer has to survive a trip back to the 10-K or 10-Q. That is the problem KRW Ontology is built around. # AI # Investing # SECfilings

11. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-06-21 14:46

    Fast AI answers are easy. Verifiable answers are harder. For company research, the real question is not “what did the AI say?” It is “where did that answer come

    Fast AI answers are easy. Verifiable answers are harder. For company research, the real question is not “what did the AI say?” It is “where did that answer come from?” KRW Ontology helps investors trace answers back to the filing evidence behind them. # AI # Investing # SECfiling…